Eindhoven University of Technology
MASTER
What you measure is what you geta performance measurement approach for operational control of E-procurement chains
Khadimi, A.L.
Award date:2010
Link to publication
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What You Measure Is What You Get
A Performance Measurement Approach for
Operational Control of E-procurement Chains
Master Thesis
Business Information Systems
September-2010
Student: A.L (Latif) Khadimi
First supervisor: Dr. S.A. (Samuil) Angelov
Second supervisor: Dr. B.F. (Boudewijn) van Dongen
Third supervisor: Prof. Dr. R.J. (Rob) Kusters
External supervisor: J.M. (Job) van der Sijs MBA
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Executive summary
Research question and approach
This study explores operational control of electronic procurement chains through
performance measurement. According to Harink (2003) electronic procurement is the use
of internet technology in procurement process. Van Weele (2003) defines procurement as
‚Obtaining from external sources all goods and services which are necessary for running,
maintaining and managing the company’s primary and support activities at the most
favorable conditions‛.
The application of e-procurement systems involves large underlying information systems
where multiple parties either support these systems or interact with them.
In order to maintain success of e-procurement business, the underlying chain of systems
and parties needs to be managed and controlled. The operational control of the chain is the
primary management level that ensures the business operability by monitoring the
operational activities of the e-procurement system and its belonging chain.
Measuring the performance of the chain provides substantial information of the level of the
operability and quality of the e-procurement chain.
Existing studies measure performance of IT-systems or individual organizational units (i.e.
chain participants) and do not address performance of e-procurement chain as a whole.
Moreover, to the best knowledge of thesis’s author, there is no unique performance
measurement methodology in which the performance of e-procurement system and the
corresponding chain is measured exclusively.
Therefore this study delves into performance measurement in e-procurement chains. The
main question of the thesis is:
“How can the performance of an e-procurement chain be measured in order to provide the chain
management with supportive information about its level of operability?”
The objective of the study is to develop an approach for the performance measurement of e-
procurement chains that contains structured and efficient steps. The study identifies the
necessary constructs of the approach and explains how the approach is composed and
should be applied.
The research is divided into three parts:
A literature review of e-procurement concepts, performance measurement concepts,
and performance measurement approaches are carried out. Obtained knowledge is
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further analyzed and discussed for performance measurement of e-procurement
chains.
In the second part of the research, a performance measurement approach that targets
the operational control of e-procurement systems and their chains is designed. The
studied performance measurement methods and techniques are used for the
development of each step of the new approach.
The approach is then evaluated by applying it to an industry case, in the third part of
research.
Results
A process-oriented e-procurement performance measurement (PEPM) approach for
operational control of e-procurement chains is developed. Figure 1 illustrates an overview of
steps in PEPM approach.
Step 1: Analyze E-procurement system and
its chain
Step 2: Determine and Measure E-services
Step 3: Select supporting processes
Step 4: Set process
performance objectives
Step 5: Model process
Step 6: Derive process
performance metrics
Step 4: Verify and validate performance
metrics
Process performance measurement
Figure 1: PEPM approach
The process-oriented aspect results in looking at the e-procurement system and its chain as
set of processes. The developed approach is composed of three phases. The first phase is to
control and measure offered electronic services (e-services) of e-procurement system. The
measurement of the e-services is done through applying the quality of service performance
aspects. The ITIL relevant set of processes and performance metrics that address the quality
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of service measurement are identified and used for the application of this phase of PEPM
approach (see figure 2).
Controlling E-procurement
services
Controlling accessibility of
services
Controlling timeliness of
services
Controlling conformance
of services
Controlling reliability of
services
Controlling quality of services
Controlling cost of services
Quality of service processes
Figure 2: Controlling e-services
Obtaining critical set of supporting processes in e-procurement situation is the second phase
of PEPM approach. The set of supporting processes were facilitated by introducing a couple
of selection criteria (e.g. outsourcing). The set of ITIL supporting processes are adapted and
used to apply this phase of framework (figure 3).
Controlling supporting operations
Controlling service design
Controlling service transition
Controlling service operation
Controlling service strategy
Supporting processes
Figure 3: Controlling supporting services
The third phase of PEPM approach introduces a specific process performance measurement
methodic. It involves process performance objectives discovery, process modeling, deriving
performance metrics, and evaluation of performance metrics.
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The developed PEPM approach is then evaluated by applying it to an industry case wherein
this thesis was carried out. Based on the approach composition and findings on its
application on an industry case, the approach is then analyzed.
The PEPM approach provides a systematic methodology for obtaining and identifying the
relevant to be monitored processes for the operational control of e-procurement chain. The
approach underlines what areas of chain are critical for the chain operability and is
considered as a practical and efficient tool by providing structural methods for application of
each of its steps.
Direct implication after application of PEPM approach is to identify how performance
metrics data can be collected and to assign target values for identified performance metrics.
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Table of Contents
EXECUTIVE SUMMARY 2
1. INTRODUCTION 10
1.1 COMPANY PROFILE 10
1.2 PROBLEM STATEMENT 11
1.3.1 MAIN RESEARCH QUESTION 13 1.3.2 SUB RESEARCH QUESTIONS 13 1.3.3 RESEARCH OBJECTIVE 14 1.3.4 RESEARCH APPROACH 14 1.3.5 DATA COLLECTION METHODS 15
2. LITERATURE REVIEW 17
2.1 ELECTRONIC PROCUREMENT (E-PROCUREMENT) CONCEPTS 17
2.1.1 PROCUREMENT 17 2.1.2 E-PROCUREMENT 18 2.1.3 E-PROCUREMENT FORMS 19 2.1.4 E-MARKETPLACES 20 2.1.5 E-PROCUREMENT CHAIN AND MANAGEMENT 22
2.2 PERFORMANCE MEASUREMENT CONCEPT 23
2.3 PERFORMANCE METRICS CLASSIFICATIONS 24
2.3.1 GENERAL CATEGORIES OF PERFORMANCE METRICS 25 2.3.2 OPERATIONAL AND TACTICAL PERFORMANCE METRICS 25 2.3.3 LEADING AND LAGGING PERFORMANCE METRICS 26 2.3.4 DEVIL’S QUADRANGLE DIMENSIONS 26 2.3.5 ASSESSMENT OF PERFORMANCE METRICS CLASSIFICATIONS 26
2.4 PERFORMANCE MEASUREMENT APPROACHES 27
2.4.1 GOAL QUESTION METRIC 27 2.4.2 BALANCED SCORECARD 29 2.4.3 PROCESS-ORIENTED APPROACHES 31 2.4.4 OTHER APPROACHES 34
2.5 ASSESSMENT OF PERFORMANCE MEASUREMENT APPROACHES 35
2.6 CONCLUSIONS 36
3. PROCESS-ORIENTED E-PROCUREMENT PERFORMANCE MEASUREMENT (PEPM)
APPROACH 38
3.1 SHORTCOMINGS OF STUDIED PROCESS-ORIENTED APPROACHES 38
3.2 RATIONALIZATION OF REQUIRED STEPS IN PEPM APPROACH 39
3.3 OVERVIEW OF PEPM APPROACH AND UNDERLYING STEPS 41
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3.4 STEP 1: E-PROCUREMENT CHAIN ANALYSIS 43
3.5 STEP 2: IDENTIFYING AND MEASURING E-SERVICES 44
3.6 STEP 3: IDENTIFYING SUPPORTING PROCESSES AND OPERATIONS 46
3.7 STEP 4: DEFINING PROCESS PERFORMANCE OBJECTIVES 48
3.8 STEP 5: PROCESS MODELING 49
3.9 STEP 6: DERIVING PERFORMANCE METRICS PER PROCESS 49
3.10 STEP 7: PERFORMANCE METRICS VERIFICATION AND VALIDATION 51
3.11 CONCLUSIONS 53
4. PEPM APPLICATION ON RABOSHOP 54
4.1. STEP 1 OF PEPM APPROACH 54
4.1.1 RABOSHOP AND E-PROCUREMENT 54 4.1.2 RABOSHOP CHAIN STRUCTURE 55
4.2 STEP 2 OF PEPM APPROACH 57
4.3 STEP 3 OF PEPM APPROACH 58
4.4 STEPS 4 – 7: PROCESS OBJECTIVES, MODELS, METRICS, AND VALIDATIONS 59
4.4.1 CATALOGUE BUYING PROCESS 60 4.4.2 FREE ORDER PROCESS 63 4.4.3 OPERATIONAL CONTRACT MANAGEMENT 65 4.4.4 REPLENISHMENT MANAGEMENT 66 4.4.5 CATALOGUE MANAGEMENT 68 4.4.6 PRODUCT CATEGORY MANAGEMENT 70 4.4.7 INCIDENT PROCESS 72 4.4.8 PROBLEM MANAGEMENT 75 4.4.9 CHANGE MANAGEMENT 77 4.4.10 RELEASE MANAGEMENT 80
5. ANALYSIS OF PEPM APPROACH 82
5.1 PEPM VERSUS THE STUDIED PERFORMANCE MEASUREMENT APPROACHES 82
5.1.1 PEPM APPROACH VERSUS ITIL 82 5.1.2 PEPM APPROACH VS. OTHER STUDIED PERFORMANCE MEASUREMENT APPROACHES 82
5.2 ANALYSIS OF STEPS OF PEPM APPROACH 84
5.2.1 PEPM E-SERVICES DISCOVERY AND MEASUREMENT 84 5.2.2 PEPM SUPPORTING PROCESSES IDENTIFICATION 84 5.2.3 PEPM PROCESS PERFORMANCE MEASUREMENT 85
6. CONCLUSIONS AND RECOMMENDATIONS 87
6.1 OPERATIONAL CONTROL IN E-PROCUREMENT CHAINS 87
6.2 PEPM APPROACH 87
6.3 PEPM CONTRIBUTIONS 88
6.4 RECOMMENDATIONS 90
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6.5 FUTURE RESEARCH 90
6.6 DELIMITATION 91
7. REFERENCES 92
APPENDICES 96
APPENDIX A: BPMN 96
APPENDIX B: ITIL PROCESSES 96
APPENDIX C: ITIL PERFORMANCE INDICATORS 99
List of Figures
Figure 1: PEPM approach 3
Figure 2: Controlling e-services 4
Figure 3: Controlling supporting services 4
Figure 4: RCI Cost-Value-Risk principle (RCI Year Plan, 2009) 11
Figure 5: Research approach 15
Figure 6: Literature review approach 17
Figure 7: Procurement model (Van Weele, 2001; Harink, 2003) 18
Figure 8: Positioning of e-procurement tools in e-procurement process (Harink, 2003) 19
Figure 9: Three fundamental market models for e-marketplace (Meier and Stromer, 2009) 21
Figure 10: Devil's quadrangle dimensions (Rijers and Manson, 2005) 26
Figure 11: GQM hierarchical stucture (Basili et al., 1994) 28
Figure 12: Coordinates of Goal (Basili et al., 1994) 29
Figure 13: The four phases of the GQM method (van Solingen and Berghout, 1999) 29
Figure 14: Balanced Scorecard (Martinsons et al., 1999) 31
Figure 15: Concept of process model (Han & Kang, 2007) 32
Figure 16: ITIL processes 34
Figure 17: Top level objectives of PEPM approach 40
Figure 18: Controlling e-services of e-procurement system 45
Figure 19: performance metrics for QoS control 46
Figure 20: Controlling supporting operations of e-procurement system 47
Figure 21: PEPM approach 53
Figure 22: Closed loop: relation between contract, orders, and invoicing (RCI, 2009) 54
Figure 23: Involved parties and their relationships in Raboshop chain 56
Figure 24: To be controlled Raboshop supporting processes 58
Figure 25: second phase of PEPM approach 60
Figure 26: Constructs for operational control of e-procurement chains 88
Figure 27: Total overview of PEPM approach 89
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List of Tables Table 1: E-procurement forms and explanations (De Boer et al., 2001) 20
Table 2: University of California performance metrics categorization 25
Table 3: ITIL V3 - Domains & Objectives 33
Table 4: PEPM's outputs of executing step 1 44
Table 5: PEPM process objective structure 48
Table 6: PEPM performance metric documentation 51
Table 7: UC performance metric quality criteria 51
Table 8: PEPM performance metric evaluation 52
Table 9: Raboshop underlying IT systems 55
Table 10: Raboshop core parties 55
Table 11: Raboshop interacting parties 56
Table 12: Raboshop e-services 57
Table 13: Raboshop critical supporting processes 59
Table 14: List of abbreviations 60
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1. Introduction
This thesis is carried out in Rabobank Nederland. In the following section this organization
is further explained. Thereafter the thesis context, problem statement, the research
questions, research objective, and research approach are described.
1.1 Company profile
This section provides a brief explanation of the organization where the research was carried
out.
Rabobank Group
The research study is performed within Rabobank Nederland. Rabobank can be described as
an international financial service organization, executing ‚all finance services‛ in the
Netherlands. The independent local cooperative banks constitute the core business of the
Rabobank Group. Rabobank International, wholesale banking, and retail banking are the
other major constituents of the Rabobank Group.
This broad and leading financial group was founded in late nineteenth century as a small
collection of farm credit banks. The cooperative structure and local connectedness are
remained the main characteristics of Rabobank group in all these years.
The Rabobank Nederland is the central organization that coordinates major activities within
Rabobank Group departments, acting as a supportive and advisory role. In total, Rabobank
Group has more than nine million clients. There are one hundred and forty seven local
banks with more than one thousand branches.
Rabobank Concern Inkoop
Every organization needs necessary assortments and products to be able to operate their
regular activities. Depending on type of organization needed products may vary from simple
objects like pens and pencils to compound ones such as big machines in construction firms.
Rabobank Concern Inkoop (RCI) is the procurement department of Rabobank Nederland. It
mainly organizes the purchasing function of the Rabobank Group and aims to maximize the
procurement savings and to manage the risks by controlling the Group-wide purchasing
volume.
Every year, Rabobank Nederland purchases significant amount of goods and services. With
that, the purchasing function can be considered having a significant impact on the risk-
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profile and financial results of the Rabobank Group. The principle of RCI is to maximize
value while minimizing costs and risks, see figure 4.
Value
Cost Risk
Figure 4: RCI Cost-Value-Risk principle (RCI Year Plan, 2009)
In order to facilitate the purchasing activities, RCI runs an electronic shop which is called
Raboshop. Raboshop is an electronic marketplace where suppliers offer their products
through product owners and exclusive clients (Rabobank Nederland, local banks, and
affiliated institutions) purchase the offered products.
Various products and services can be ordered through this electronic ordering system.
Posters, office products, business gifts, and IT products are examples of available items in
Raboshop assortment. The offered products must meet Rabobank standards and are being
monitored continuously in order to guarantee their quality.
1.2 Problem statement
Electronic procurement systems (e-procurement) that offer trading opportunities for both
suppliers and buyers are supported by complicated inter-organizational information
systems.
There is a chain of parties for supporting these types of large information systems.
Application management, functional management, client management, and suppliers are
examples of the involved parties.
In these complex systems, efficient business functioning and business continuity depend on
both individual operability of the participating parties and systems and inter-operability of
the chain participants.
Individual operability of the parties and systems is the primary requirement for the success
of any electronic organization. A low-performing supplier or a slow invoicing system can
hamper the operability of the total business drastically.
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The collective efforts and smooth collaboration of the chain participants are the secondary
requirement for the business operability. A well-performing supplier cannot deliver the
products on time if the orders came too late due to a slow-performing ordering system.
Therefore the chain operability consists of individual and collective operability of the chain
participants.
The performance measurement is a key tool for efficient and effective control of such
complex situation. The fully functional points, weak areas, and potential problems can be
detected and addressed if the performance of the e-procurement chain can be measured in a
structured manner. At the same time, the performance measurement provides the chain
management with substantial information of the chain participants activities. The chain
management can use this information to give proper instructions to the stakeholders and to
enhance the performance level of the chain and consequently success of the e-procurement
business.
There are different studies that have been carried out to undermine the different
performance aspects of the e-procurement systems. Either they emphasize on the
performance of the system (e.g. Bremser and Chung, 2005) or they state the performance of
the individual party and organizational units (e.g. Gunasekaran et al., 2004). To the best of
author’s knowledge, the performance measurement of e-procurement chains is not
addressed in any scientific study.
Moreover these studies provide too many performance metrics if the chain management of
an e-procurement system wants to adapt and apply them for the performance measurement
of the chain.
Besides these, the provided performance metrics are too generic in most papers and do not
target a specific type of organization. Further, the methodology of applying the developed set
of performance metrics to a specific situation is not clarified.
Therefore, this thesis focuses on how the performance of an e-procurement chain can be
measured in an efficient and structural manner with the objective of providing the
management with the key insights of chain operability.
RCI, as the chain management of Raboshop, has high interests in measuring the
performance of underlying Raboshop chain. Through performance measurement of the
chain, RCI obtains insights on the operability aspects of the Raboshop chain.
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1.3.1 Main research question
The main question for this research project is:
“How can the performance of an e-procurement chain be measured in order to provide the chain
management with supportive information about its level of operability?”
1.3.2 Sub research questions
In order to answer the main research question properly, it is split up into several sub
questions. Answering these questions will lead up to answering the main research question.
The following sub questions are formulated:
1. What is procurement and e-procurement?
The focus of the thesis falls on the e-procurement systems and their corresponding chains.
Therefore, the initial step for answering the main question is to study and understand the
basics of procurement and e-procurement. Based on the relevant literature, a brief
explanation and discussion of procurement and e-procurement concepts answers this
question.
2. What kind of e-procurement forms and underlying electronic market models are there?
Gaining knowledge of e-procurement types, underlying market models and their offered
services help to analyze the e-procurement systems and their corresponding chains.
3. What are the possible management levels? And at what level the chain management of e-
procurement system of study is operating on?
The levels of management define the scope of control activities. Understanding the
management levels and specifying scope of control are the objectives of this question.
4. What are the well-known approaches for performance measurement? And which performance
measurement approaches is the most suitable approach for the performance measurement of e-
procurement chains?
Acknowledging the existing basic performance measurement approaches and analyzing
their appropriateness for the performance measurement of e-procurement chains provide
the key prospects for performance measurement of e-procurement chains.
5. What are the important performance metrics categorizations? And which performance metrics
classifications are the most suitable for performance measurement of e-procurement chain?
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The performance measurement of e-procurement chains is the main objective of this thesis.
Understanding the concepts of performance measurement and analysis of classifications of
performance metrics are the basics behind the performance measurement.
1.3.3 Research objective
This study aims at performance measurement e-procurement chains. This objective is
achieved by identifying important aspects of controlling and measuring of e-procurement
chains. All the findings are then processed and an exclusive performance measurement
approach for e-procurement chains is designed.
In addition to achieving performance objectives, applicability and efficiency factors are taken
into account while designing the e-procurement performance measurement approach. The
applicability refers to identifying and defining concrete steps on how the approach can be
implemented. Efficiency factor is about designing a fast-to-apply and effective application of
the method. Taking these aspects into account encourage the use and application of the
designed method among other existing performance measurement approaches.
1.3.4 Research approach
The answer to the main research question is composed of gained results from sub
questions.
In the first phase of the thesis (chapter 2) a literature review is carried out. In first section of
literature review, the basic concepts of procurement and e-procurement are studied.
Moreover, types of e-procurement systems are reviewed and ultimately elements of e-
procurement chain and its control levels are studied. The second section of literature study is
to gather knowledge about performance measurement concepts and existing performance
measurement approaches. These two steps provide the necessary knowledge to assess and
develop an exclusive approach for performance measurement of e-procurement chain.
The actual design and development of performance measurement approach is the second
phase of the approach (chapter 3). The steps of the approach and how these must be applied
are addressed.
The designed approach is evaluated on achieving performance objectives, applicability, and
fast-to-apply factors, in third phase of the research, by applying it to an industry case (chapter
4).
Finally, based on composition and application phases of the thesis the developed approach is
analyzed (chapter 5) and its strong and weak points are discussed.
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Figure 5 illustrates the research approach steps.
Literature Review
Approach
Composition
Approach
Application
Approach Analysis
Chapter 2
Chapter 3
Chapter 4
Chapter 5
Figure 5: Research approach
1.3.5 Data collection methods
In the application phase of to be designed method, the required data are gathered by using
data collection methods. The following paragraphs elaborate the data collection methods in
more details.
Interviews
There are several forms of interviews according to Yin (2003). Structured and semi
structured forms are the most common applied types of interviews. In a structured one, each
interview is presented with either open-ended or close-ended question and the set of
questions are fixed. On the other hand, semi structured interviews are flexible allowing new
questions to be made as the interview progresses.
In the application phase of this research, the semi structured interviews are carried out to
gain the required knowledge and data.
Documentation archive
In order to assess the situation as well as to gather the required data for the application
phase of designed method available existing documentations of case study are used as
another form of data collection. Business plans, year plans, presentations, and other
organizational documents are the examples of such archival records that can be studied for
information gathering.
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Participant observation
The project was carried out full-time at the research side itself and therefore participant
observation was applied as another source for data collection. Attending in periodic internal
meetings and informal discussions with people involved were the regular activities to gain
further knowledge of case study situation.
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2. Literature review
In this chapter e-procurement concepts and performance measurement concepts are studied
and analyzed from different angles and perspectives. Figure 6 outlines steps taken towards
the completion of literature review.
E-procurement concepts
Performance measurement concepts
and metrics
Performance measurement
approaches
Processing the information
Approach Constructs
Section 2.1
Sections 2.2 - 2.3
Section 2.4
Figure 6: Literature review approach
The results of this literature study provide sufficient scientific knowledge for the creation of
performance measurement approach for operational control of e-procurement chains.
2.1 Electronic procurement (e-procurement) concepts
This section delves into the subject of procurement and provides insights e-procurement
domain.
The first two sub sections answer the first sub research question:
“What is procurement and e-procurement?”
2.1.1 Procurement
Procurement activities are an inseparable part of any organization. In larger organizations,
purchasing activities get complicated when various goods and services are needed for
different departments and sections.
Van Weele et al. (2003) define procurement as following: ‚Obtaining from external sources
all goods and services which are necessary for running, maintaining and managing the
company’s primary and support activities at the most favorable conditions‛
In general, procurement process is categorized into two sub processes (Harink, 2003):
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- Procurement transaction process: It is about transaction-oriented procurement
- Procurement management process: It consists of activities for management of
procurement transaction process.
There are several steps defined within procurement transaction process. A procurement
process consists of six steps: specifying procurement strategy, selecting right suppliers,
contracting, ordering products and services, expediting and control of deliveries, and follow
up and evaluation (Van Weele, 2001). In addition, Harink (2003) adds procurement
management process. The Figure 7 illustrates the complete procurement process.
Procurement Management Process
Specifying Selecting Contracting OrderingExpediting
& Control
Follow up &
Evaluation
Figure 7: Procurement model (Van Weele, 2001; Harink, 2003)
2.1.2 E-procurement
Many organizations and firms began to use internet as a new way of doing business and this
triggered the rise of electronic commerce (e-commerce). According to Garrett and
Skevington (1999) e-commerce is trading by means of new communication technology (e.g.
internet). It includes all aspects of trading, including commercial market making, ordering,
supply chain management, and the transfer of money.
Business efficiency, increased automation of processes, retained and expanded customer
base, and reduced information costs are some of the major benefits of e-commerce (Kuzic et
al., 2002).
Through the rise of e-commerce, various products and services are available online and
organizations are able to procure their needed products and services online. This initiative
was the start of new era for electronic procurement (e-procurement).
E-procurement refers to all of the connective processes between companies and suppliers
that are enabled by electronic communication networks (Meier and Stormer, 2009). Harink
(2003) defines e-procurement as using internet technology for procurement process. Thus
the ultimate objective of e-procurement systems is to provide electronic services (e-services)
that facilitate procurement process.
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By automating processes and workflows associated with purchasing, the firm expects to
increase the productivity of its purchasing agents, lower purchase prices of different types of
goods and services, streamline the information flow, business processes, and workflows
involved in purchasing, eliminate maverick buying (i.e., buying from unauthorized vendors),
reduce order fulfillment and processing times, reduce the number of suppliers the firm is
dealing with, streamline invoice reconciliation and dispute resolution, reduce the
administrative processing cost per purchase order, integrate budgetary controls into the
procurement process, minimize human errors in the buying and shipping processes, and
monitoring and regulating buying behavior (Turban et al., 2005).
From a different perspective, e-procurement can be considered as a way to benefit from real-
time information sharing and it provides the opportunity to take advantage of total quality
management and supply chain management (Sriram and Stump, 2004).
2.1.3 E-procurement forms
This section delves into the forms of e-procurement and answers the second sub research
question:
‚What kind of e-procurement forms and underlying electronic market models are there?”
Harink (2003) identifies e-procurement forms for automating different steps in
procurement process. E-sourcing, e-tendering, e-reverse auctioning, e-contract management,
e-ordering, and web-oriented ERP are the identified forms of e-procurement. In figure 8 the
positioning of these e-procurement forms are plotted on the procurement process.
Specifying Selecting Contracting Ordering Control Follow up
Purchasing Intelligence
E-sourcing
E-tendering
E-reverse auctioning
E-contracting
Web-based ERP
E-ordering
Network (E-marketplace)
Figure 8: Positioning of e-procurement tools in e-procurement process (Harink, 2003)
The brief explanations of the e-procurement forms are provided in table 1:
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E-procurement forms Description
E-ordering
The process of creating and approving purchasing requisitions, placing purchase orders and receiving goods and services by using a software system based on internet technology. The goods and services ordered are MRO (Maintenance, Repair and Operation) or NPR (Non-Product Related). The software systems contains of an ordering catalogue system preferably used by all employees of an organization.
Web-based ERP The same process as in the case of e-MRO, but with web-oriented ERP, the goods and services ordered are product related.
E-sourcing
Includes the process of identifying new suppliers for a specific category of purchasing requirements using internet technology. It can lead to identification of new suppliers, which can lead to increased competitiveness in the tendering process. it is also a way of decreasing the supply risk associated with a purchasing category.
E-tendering
The process of sending requests for information and prices to suppliers and receiving the responses of participants using internet technology. It sometimes also concerns the analysis and comparison of responses, but excludes the process of closing the deal.
E-reverse auctioning
An auction enables a supplier to sell goods and services to a number of known and unknown buying organizations. Within a relatively short time frame, the buying organization involved submits bids for the goods and services that are auctioned. A reverse auction is the opposite and enables one purchaser to buy goods or services from a number of known or unknown suppliers.
E-contracting The use of a contract management system linked to an automated ordering and /or payment system.
Purchasing Intelligence Concerns the process of uploading purchasing data and the analysis of this data into valuable purchasing information.
Table 1: E-procurement forms and explanations (De Boer et al., 2001)
2.1.4 E-marketplaces
The place where the e-procurement forms are offered is referred to as e-marketplaces (i.e.
electronic marketplace) (Harink, 2003).
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These e-marketplaces are spots on the internet where buyers and sellers can do business
with each other. There are various different types of marketplaces. One can distinguish
between buy-side marketplaces which are set by the buyer, sell-side market places set up by
sellers and neutral marketplaces designed for both buyer and seller (Van Weele et al., 2003).
Figure 9 illustrates the different types of e-marketplaces along with examples from industry
for each type of e-marketplaces.
Figure 9: Three fundamental market models for e-marketplace (Meier and Stromer, 2009)
In the sell-side market model, the supplier provides the purchase software and an electronic
catalogue. Here the buyer must register with each supplier and familiarize himself with
different software solutions and navigational aids. Some suppliers with sell-side solutions
provide extensive functions for personalization, for production configuration, or for
compatibility testing.
In the buy-side market model, the buyer must run and maintain the appropriate software
together with extracts from the product catalogue. Use within a company increases, since the
procurement can be realized with a uniform product view.
In the (neutral) market model the required software solution used simultaneously by several
companies (buyers) as well as by several suppliers (sellers). The third-party can uniformly
display and describe the products with his software solution.
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Based on the above definitions, the services that the e-procurement systems with different
underlying e-marketplaces model provide may vary. This implies taking the model of e-
marketplace into account while analyzing the e-procurement systems and their offered
services.
2.1.5 E-procurement chain and management
This section explains the possible control levels of e-procurement chain that the
management is facing it. The descriptions are rather brief because delving into the matter
might cause deviation of the thesis’s objective. The brief explanations are necessary to clarify
the level of control (i.e. management) on e-procurement chain. The third sub research
question is answered:
“What are the possible management levels? And at what level the chain management of e-
procurement system of study is operating on?”
Positioning the chain management of e-procurement business is a governance issue,
depends on the nature of the business and might differ within every e-procurement
business. Therefore the focus here is on specifying control level (i.e. management level) of
the e-procurement chain for this study.
Primarily, the e-procurement business is enabled by its underlying (inter-organizational)
information systems. These information systems enable different forms of e-procurement
forms and underlying e-marketplaces.
Secondly, based on the e-procurement forms and underlying e-marketplace types, the e-
procurement system is used by buyers and providers (suppliers) of the products and
services. In addition, a group is responsible for developing and maintaining of the
underlying information systems for the enablement of the e-procurement system.
Based on above points, the chain of an e-procurement business consists of parties and
information systems. Hence, controlling chain implies controlling parties, information
systems and their interactions.
The subsequent point is to understand the level of management. Anthony (1965) defines
three levels of management activities:
1. Operational control, which is ‚the process of assuring that specific tasks are
carried out effectively and efficiently.‛
2. Management control, which is ‚the process by which managers assure that
resources are obtained and used effectively and efficiently in the accomplishment
of the organization’s objectives‛.
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3. Strategic planning, which is ‚the process of deciding on the objectives of the
organization, on changes in these objectives, on the resources used to obtain
these objectives, and on the policies that are to govern the acquisition, use and
disposition of these resources.‛
The thesis’s objective is to discover an efficient method for performance measurement of an
e-procurement chain to provide supportive information of the chain operability for its
management. Thus the operational control is the appropriate level for performance
measurement’s focus of this study.
Therefore, the term chain management, within the context of this study, focuses on
operational control level of e-procurement chains.
2.2 Performance measurement concept
Prior to any analysis and application of performance measurement methods, it is necessary
to understand the performance measurement definition and its advantages.
There are several definitions of performance measurement. The U.S. General Accounting
Office (GAO, 2005) provides a comprehensive definition of performance measurement:
‚Performance measurement is the ongoing monitoring and reporting of program accomplishments,
particularly progress towards pre-established goals. It is typically conducted by program or agency
management. Performance measures may address the type or level of program activities conducted
(process), the direct products and services delivered by a program (outputs), and/or the results of
those products and services (outcomes). A program may be any activity, project, function, or policy
that has an identifiable purpose or set of objectives.”
Performance measures quantitatively tell us something important about our products,
services, and the processes that produce them. They are a tool to help us understand,
manage, and improve what our organizations do. Effective performance measures can let us
know:
- How well we are doing.
- If we are meeting our goals,
- If our customers are satisfied,
- If our processes are in statistical control, and
- If and where improvements are necessary
They provide us with the information necessary to make intelligent decisions about what we
do.
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A performance measure is composed of a number and a unit of measure. The number gives
us a magnitude (how much) and the unit gives the number a meaning (what). Performance
measures are always tied to a goal or an objective (the target). Performance measures can be
represented by single-dimensional units like Days, meters, nanoseconds, dollars, number of
reports, number of errors, number of CPR-certified employees, and length of time to design
hardware. They can show the variation in a process or deviation from design specifications
(Stroh and Artley, 2001).
Mark Graham Brown, in his book (Brown, 2010), mentions three important benefits about
why performance measurement has to be used:
- Measurement provides concrete data on which to make sound business decisions,
thus reducing the urge to manage by intuition.
- Measurement identifies areas needing attention and enables positive influence in
that area.
- Improvement is impossible without measurement. If you do not know where you are,
then you cannot know where you are going and you certainly cannot get to where you
want to be.
In a different point of view, performance measurement is necessary when managing
different stakeholders. Performance measurement is fundamental to organizational
improvement. The importance of performance measurement has increased with the
realization that to be successful in the long-term requires meeting (and therefore measuring
performance against) all stakeholders' needs including customers, consumers, employees,
suppliers, local community stakeholders, and shareholders. While the importance of
performance measurement is difficult to quantify it is evident that in virtually all texts,
research, and case studies on organizational improvement, that performance measurement
plays a central role. It is worth noting that performance measurement is a requirement for
benchmarking and business excellence (BPIR).
2.3 Performance metrics classifications
The concept of performance measurement was explained in the previous section. This
section delves into the basic outputs of any performance measurement approach, the so
called performance metrics. This part of literature study will answer the fifth sub research
question:
“What are the important performance metrics categorizations? And which performance metrics
classifications are the most suitable for performance measurement of e-procurement chain?”
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There are several classifications of performance metrics. These classifications divide
performance metrics into several categories. The following sub sections explain the most
well known classifications of performance metrics.
2.3.1 General categories of performance metrics
University of California defines five general categories for performance measures (Stroh and
Artley, 2001). Table 2 explains these categories.
Efficiency A process characteristic indicating the degree to which the process
produces the required output at minimum resource cost. (Are we doing
things right?)
Quality The degree to which a product or service meets customer requirements
and expectations.
Timeliness Measures whether a unit of work was done correctly and on time.
Criteria must be established to define what constitutes timeliness for a
given unit of work. The criterion is usually based on customer
requirements.
Productivity The value added by the process divided by the value of the labor and
capital consumed.
Safety Measures the overall health of the organization and the working
environment of its employees.
Table 2: University of California performance metrics categorization
They mention that depending on the type of organization and the performance targets, this
set of categories can be adapted to meet their situation.
2.3.2 Operational and tactical performance metrics
From a different perspective, performance metrics can be partitioned into operational,
tactical and strategic categories (Reijers, 2002). Operational performance metrics are
covering the measures for day-to-day activities meanwhile tactical and strategic metrics are
about the long term targets that the organization is perusing.
There are different types of performance metrics for different types of users. Senior
managers need in some high level performance metrics that are supportive for decision
making while operational managers need low level performance metrics that provides them
with enough insights about the day-to-day activities and operations. Therefore it is necessary
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to distinguish different levels of performance metrics to address the needs of different types
of employees within an organization.
2.3.3 Leading and lagging performance metrics
This classification of performance metrics is time-oriented. A leading performance metric is
suggestive of future performance. The benefit of leading metrics is that they enable
managers to proactive action to help shape future performance (Stroh and Artley, 2001).
Average handle time, number of contacts and average speed of answer are some examples of
leading performance metrics.
Lagging performance metrics focus on results at the end of a time period. They normally
characterize the historical performance. Total number of problems and total number of
incidents are some example of the lagging indicators. These indicators are used
operationally on daily or periodic basis so that performance can be diagnosed and reviewed.
2.3.4 Devil’s quadrangle dimensions
The devil’s quadrangle distinguishes four main dimensions when evaluating the redesign of
business processes (Reijers and Manson, 2005). Time, quality, cost, and flexibility are the
four dimensions. Figure 10 illustrates the four dimensions and their relationships. The
special characteristic of devil’s quadrangle classification is that it focuses on the process
performance.
Figure 10: Devil's quadrangle dimensions (Rijers and Manson, 2005)
2.3.5 Assessment of performance metrics classifications
The performance metrics are classified according to the domain where they are applied to.
The general categories of UC define basic types that a performance metrics can be assigned
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to. This classification is independent of where and for which objectives the performance
metrics are used.
The operational and tactical classification of performance metrics does not look at the type of
performance metric from the performance aspect viewpoint, but they classify the
performance metrics based on managerial levels. This way of classification is useful when
the management at each level wants to create its own set of performance metrics. The
problem with this classification is the how question. Determining a performance metrics
belongs to which level is not straight forward.
The leading and lagging categorization of performance metrics is useful when the
management either mainly emphasizes on the historical performance of the business
(lagging performance metrics) or is interested in predicting of the business performs in the
future. This type of categorization is useful to draw decisions based on the historical
performance and prediction of the future performance, especially in highly competitive
markets.
Devil’s quadrangle dimensions are usually devoted to process performance measurement
(Reijers and Manson, 2005). These dimensions are suitable especially in case of business
process reengineering. The improvements of process reengineering can be measured
against these performance dimensions.
2.4 Performance measurement approaches
There are several well-known widely recognized approaches that provide methods and tools
for the task of performance measurement. By reviewing the approaches in this section the
fourth sub research question is answered:
“What are the well-known approaches for performance measurement? And which performance
measurement approach is the most suitable approach for the performance measurement of e-
procurement chains?”
2.4.1 Goal Question Metric
The Goal Question Metric (GQM) approach is based on the assumption that for an
organization to measure in a purposeful way it must first specify the goals for itself and its
projects, then it must trace those goals to the data that are intended to define those goals
operationally, and finally provide a framework for interpreting the data with respect to the
stated goals (Basili, et al., 1994).
The GQM model is a hierarchical structure (see figure 11) that has three levels:
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1. Conceptual level (Goal): A goal is identified for an object, for a variety of reasons, with
respect to various models of quality, from various points of view, relative to a
particular environment. Objects of measurement are products, processes, and
resources.
2. Operational level (Question): A set of questions is used to characterize the way the
assessment/achievement of a specific goal is going to be performed based on some
characterizing model. Questions try to characterize the object of measurement with
respect to a selected quality issue and to determine its quality from the selected
viewpoint.
3. A set of data is associated with every question in order to answer it in a quantitative
way.
Figure 11: GQM hierarchical stucture (Basili et al., 1994)
Basili et al. (1994) state that the process of setting the goal is critical to the successful
application of the GQM approach and that is why they support it by specific methodological
steps.
Each goal has four dimensions: issue, viewpoints, objects (products, processes, resources),
and purpose (see figure 12). Issue and purpose of the goal can be derived by analyzing
corporate policy statements, strategic plans, and interviews of the relevant subjects in the
organization. Object coordinate of the Goal is derived by specifying process and product
models. The model of the organization provides the viewpoint coordinate of the goal.
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Figure 12: Coordinates of Goal (Basili et al., 1994)
In a further development of this method, van Solingen and Berghout (1999), introduce a
four phases approach for the implementation of the GQM method (see figure 13). Planning,
definition, data collection and interpretation are these phases. In the planning phase a
project for measurement application is chosen, defined, characterized and planned,
resulting in a project plan. During the definition phase goals, questions, and metrics are
defined and documented with the help of interviews. During data collection phase the actual
data collection takes place, resulting in collected data. In interpretation phase, the collected
data is processed with respect to the defined metrics into measurement results that provide
answers to the defined questions, after which goal attainment can be evaluated.
Figure 13: The four phases of the GQM method (van Solingen and Berghout, 1999)
The outstanding aspect of GQM method is being a goal-oriented approach. Mapping goals
with metrics validates the correctness of this approach.
2.4.2 Balanced scorecard
Perhaps the most well-known of the performance approaches is balanced scorecard (BSC)
framework due to its extensiveness and comprehensiveness. Kaplan and Norton introduced
a balanced framework that covers both financial and nonfinancial performance measures for
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the organizations (Kaplan and Norton, 1992). This framework covers different aspects of
organization’s performance by defining several performance perspectives.
BSC framework for performance measurement was introduced by Kaplan and Norton
(Kaplan and Norton, 1992). This framework defines performance perspectives and provides
guidelines for defining performance metrics for each of these perspectives. Financial,
customer, internal business, and innovation and learning perspectives are the four
perspectives introduced in the framework. Ever since, many organizations and firms have
applied this method to their situations. These four perspectives measure the business or an
organization from different angles. In the following paragraphs a short explanation of each
perspective has been provided.
Financial perspective: These measures reflect the financial performance of the business.
Return on investment (ROI) and cash flow are some of the examples of these measures. This
perspective answers on how we look to shareholders.
Customer perspective: This perspective is concerned with the direct impacts that the measures
will have on the customers. Customer satisfaction level and number of complaints are some
of these metrics. The organization will discover how the customers see the business by
applying this perspective.
Internal business perspective: Performance metrics in this perspective answer the question on
at what we must excel at. The business finds out where it performs effectively and efficiently.
Average processing time and number of incidents are typical examples of metrics in this
perspective.
Innovation and learning perspective: It encourages the identification of measures that answer
the question whether we can continue to improve and create value.
All of these explanations and their possible relations are outlined in figure 14.
The proposed balanced scorecard approach provides a clear roadmap about the performance
measures and the ultimate target groups in any organization. The framework emphasizes
that financial measures do not reflect the total picture of business performance and
therefore they have defined non-financial perspectives to their framework. On this way the
introduced framework balances between different perspectives when measuring the
performance of the business.
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Figure 14: Balanced Scorecard (Martinsons et al., 1999)
Further, Kaplan and Norton (1993) introduced a brief description of a process that enabled
managers to design balanced measurement systems. Neely et al. (2000) state that as the
balanced scorecard has grown in popularity, most of relative performance measurement
design processes have ended up as rather open-ended and vague statements, including the
process introduced by Kaplan and Norton (1993).
2.4.3 Process-oriented approaches
Prior to introducing the process-oriented approaches, a definition of a business process is
necessary. There are several business process definitions and Ko (2009) discusses these and
provides this definition of the process: “A business process is a series or network of value-added
activities, performed by their relevant roles or collaborators, to purposefully achieve the common
business goal”.
Process-oriented performance measurement approaches focus on measuring the
organization’s business processes and ignoring the organizational structures. On this way,
an enterprise is seen as a collection of core business processes that span functional
boundaries and are not as a set of discrete functions and business units. Figure 15 illustrates
the process-oriented concept for organizational analysis.
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Figure 15: Concept of process model (Han & Kang, 2007)
In the following two studied process-oriented performance measurement approaches are
explained.
Kueng (2000) approach:
This approach provides a process performance measurement system (PPMS) for measuring
the performance of a process. The main objective of the PPMS is to provide comprehensive
and timely information on the performance of business processes. This information can be
used to communicate goals and current performance of a business process directly to the
process team, to improve resource allocation and process output regarding quantity and
quality, to give early warning signals, to make a diagnosis of the weaknesses of a business
process, to decide whether corrective sections are needed to assess the impact of actions
taken. Further Kueng defines innovation aspects, social aspects, customer aspects, employee
aspects, and financial aspects as the performance aspects in his methodology.
PPMS approach consists of the following steps: (1) eliciting appropriate process performance
indicators; (2) determining target values for each indicator; (3) developing methods and
instruments to gather the data; and (4) creation an information system that stores collected
data, distributes results and provides easy access to various user categories.
To identify the performance metrics, he prefers to elicit performance metrics from scratch
rather than using an existing generic set of performance metrics. So the first step of the
PPMS consists of the following iterative sub steps: (1) Define high-level process goals; (2)
Derive performance indicators; (3) Derive sub goals; (4) Refine and modify goals.
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Kueng concludes that the process performance measurement is a necessity for the modern
process-oriented organizations that change from time to time .
ITIL:
Information Technology Infrastructure Library (ITIL) is a well-known standard for IT
governance domains. It introduces set of processes for managing an IT-organization and
provides a set of performance metrics for each of the processes. It is a process-oriented
performance measurement industry standard that is very applicable for many kinds of
organizations. ITIL gives detailed descriptions of a number of important IT practices and
provides comprehensive checklists, tasks and procedures that any IT organization can tailor
to its needs. ITIL provides several supportive processes that organizations may apply those to
their situations. Through this standard an organization can be represented with a set of
processes that cover many aspects of the organization.
ITIL version 3 encompasses multiple domains with multiple processes belonging to each of
these domains. Table 3 explains each of the defined domains.
ITIL domain Domain Objective
Service Strategy
To provide guidance on how to design, develop and implement Service Management. It is about ensuring that IT organizations are in position to achieve operational effectiveness and to offer distinctive services to their customers. Its ultimate goal is to make the IT organization think and act in a strategic manner.
Service Design To design and develop IT services. Its scope includes the design of new services, as well as changes and improvements to existing ones.
Service Transition To build and deploy IT services. It also makes sure that changes to services and Service Management processes are carried out in a coordinated way
Service Operation
To make sure that IT services are delivered effectively and efficiently. This includes fulfilling user requests, resolving service failures, fixing problems, as well as carrying out routine operational tasks.
Continual Service Improvement
The Continual Service Improvement process uses methods from quality management in order to learn from past successes and failures. It implements a closed-loop feedback system as specified in ISO 20000 as a means to continually improve the effectiveness and efficiency of IT services and processes.
Table 3: ITIL V3 - Domains & Objectives
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Figure 16 illustrates the belonging ITIL processes for each ITIL domain:
Continual Service
Improvement
Service Operation
Service Transition
Service Strategy
Service Design
- Service Portfolio
Management
- Financial Management
- Service Catalogue
Management
- Service Level Management
- Risk Management
- Availability Management
- IT Service Continuity
Management
- IT Security Management
- Compliance Management
- IT Architecture Management
- Supplier Management
- Change Management
- Project Management
- Release and Deployment
Management
- Service validation and
testing
- Application developement
- Configuration Management
- Knowledge Management- Event Management
- Incident Management
- Problem Management
- IT Operations
Management
- Service Evaluation
- Process Evaluation
- Definition of Improvement
Initiatives
- CSI Monitoring
Figure 16: ITIL processes
Besides defining set of processes and procedures, ITIL provides key performance indicators
(KPI) per process as well. These performance indicators can be used as a starting point for
performance measurement of each process in e-procurement environment.
The ITIL process objectives and the documented KPI are attached in appendix B and
appendix C respectively.
2.4.4 Other approaches
Traditional methods mainly focus on the financial aspects of performance. DuPont and
Activity Based Costing are methods that mainly pay attention to the financial performance of
the organization. On the contrary methods like Self-Assessment and competitive
benchmarking are devoted to non-financial performance of the organizations (Kueng and
Krahn, 1999). In the latter approach, companies measure their performances by using the
set of award criteria provided by the Malcolm Baldridge National Quality Award (MBNQA)
from the United States or European Foundation for Quality Management (EFQM)
frameworks. The benefits using this self-assessment framework is that it produces an
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objective identification of current strengths and areas for improvement and provides a useful
analysis of an organization’s capability, which is of real interest to potential customers.
2.5 Assessment of performance measurement approaches
This section considers the applicability of the performance measurement approaches
studied in section 3.3 to the thesis’s objective, i.e. the performance measurement approach
for e-procurement chain.
The GQM measurement approach is a goal-oriented top-down approach that can be applied
at all levels of the organization. This approach targets development of performance goals for
products, processes, and resources. The focus of this study is to measure performance of e-
procurement chains. Application of GQM method can be useful to define the goals and sub
goals in a systematic manner but further this method relies on producing appropriate
questions that answering them leads to defining performance metrics for the appointed
goals. To do so, designing questions heavily depends on the knowledge and experience of
organization’s experts. Further more, measuring all kinds of objects within e-procurement
chain can get extensive and may lead to infeasible amount of performance data.
In addition, the implementation of GQM, in case of a complex situation, can be very time-
consuming since the questions are needed to be developed and thereafter performance
metrics are drawn upon for each identified question.
From implementer point of view, development of questions requires extensive knowledge of
the domain under analysis and performance measurement experience.
Hence GQM method is hardly suitable for a fast-to-apply and efficient performance
measurement of e-procurement chains.
The BSC framework measures the performance of an organization from different
perspectives. Although the approach is easy to understand and measurement focused, BSC
performs at a high level of corporation and consequently is more suitable for organizational
development at a business management level. The BSC’s high-level deployment makes it
less suitable for implementation in operational control level. Moreover, the framework pays
less attention on how the performance measures are gathered. As stated by Neely et al.
(2000), the implementation of BSC is rather vague. Therefore the BSC approach is less
suitable for a fast-to-apply and efficient performance measurement of an e-procurement
chain.
The aspect of being process-oriented makes the application of an approach independent of
organizational structures. This aspect is very important for the modern organizations that
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change from time to time. Although the actors and resources of the processes may change
due to organizational changes, but the essence of processes remain the same.
The studied process-oriented approaches directly state that in order to gain control of the
situation, the processes must be controlled and managed. Kueng’s approach focuses on how
a single process can be measured and ITIL comes up with set of processes to control and
manage for an IT situation.
E-procurement chain composed of enabling IT systems and parties. In modern day e-
procurement systems, these systems and parties can be very complex and very wide-spread.
Through process-oriented approach the e-procurement chain can be defined as set of
processes and hence the complexity of structure of systems and interacting parties can be
avoided. Gaining control on processes and measuring their performance informs the chain
management of the level of operability of the chain. Hence the process-oriented approaches
are the most suitable approaches towards achieving the thesis’s objective. Kueng approach is
appropriate because it provides the method to measure a process. The fact that e-
procurement system and its services are primarily of IT type, the set of ITIL processes can be
used when applying a process-oriented approach for e-procurement chains.
By focusing on ongoing processes within the belonging chain, the management can monitor
these processes, detect the problems and bottlenecks, and take responsive decisions upon.
Among the other approaches mentioned in sub section 3.3.5, DuPont and Activity-oriented
costing are more suited for measurement of financial performance of the organizations. On
the contrary, the performance measurement of e-procurement chain focuses on the
operability of the system and its chain rather than financial performance of the whole
business. The self-assessment method is a generic industry approach for performance and
quality measurement and is not appropriate for the specific target of this study.
Concluding to this assessment section, the process-oriented approach is the underlying
approach selected for the development of a performance measurement approach for e-
procurement chains.
2.6 Conclusions
The objective of literature review phase of the thesis was to accumulate the necessary
knowledge for the construction of a performance measurement approach for operational
control of e-procurement chains.
The concepts of procurement and the classifications of e-procurement forms were studied. It
was understood that each e-procurement systems can be launched on different types of e-
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marketplace models. Buyer-side, seller-side, and the neutral models were the most well-
known types of e-marketplaces.
Further the typical structure of e-procurement chains and the possible management level of
the chain were reviewed. Based on the thesis’s objective, the operational control was
assigned as the level of management for performance measurement of e-procurement
chains.
The next step in the literature review chapter was to gain insights into performance
measurement concepts and some of the well-known approaches for performance
measurement.
The assessment on the studied performance measurement approaches resulted in selecting
process-oriented performance approach as the underlying approach for the development of a
performance measurement approach in this study.
Based on the gained knowledge in the literature review phase, in the next chapter an
approach for the performance measurement of e-procurement chains is developed and
explained.
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3. Process-oriented E-procurement Performance Measurement
(PEPM) Approach
Based on the findings of the literature review and taking the thesis’s objective into account,
this chapter introduces a process-oriented performance measurement approach for the
operational control of e-procurement chains (i.e. PEPM approach).
Prior to the introduction of PEPM approach, an analysis of the studied process-oriented
performance measurement approaches is carried out to assess the need for the development
of a new approach. Section 3.1 states shortcomings and deficiencies of the studied process-
oriented approaches. Thereafter, in section 3.2, the required steps in PEPM approach are
rationalized. Subsequently, sections 3.3 to 3.10 introduce and explain the designed approach.
3.1 Shortcomings of studied process-oriented approaches
This section assesses the deficiencies of the studied process-oriented approaches. The
arguments rationalize the need for the introduction of a specific process-oriented
performance measurement approach for operational control of e-procurement chains.
Shortcomings of Kueng (2000) approach
The Kueng (2000) approach only explains the necessary steps of how a business process is
measured in a structural way but does not address how the process itself is identified. The
method does not provide any solution for the process identification. Application of Kueng
approach for process-oriented performance measurement of e-procurement chain requires a
process as input. Therefore prior to application of Kueng approach, there should be a
method to generate processes that needs to be controlled and measured.
In addition, in Kueng approach, a stakeholder-approach is introduced for defining
performance aspects and deriving performance measures. The main emphasis of the
approach is on deriving performance metrics from the scratch instead of using from a
standard existing set of performance metrics. Eliciting the performance metrics from scratch
can be very time-consuming (in case there are many processes to be measured) and requires
substantial knowledge of performance measurement to implement it.
Shortcomings of ITIL
ITIL approach provides a large set of management processes and defines performance
metrics for each of these processes. The main objectives of ITIL are to align IT services with
the current and future needs of the business and its customers, to improve the quality of IT
services, and to reduce the long-term cost of service. Although ITIL provides useful set of
Performance Measurement for E-procurement Chain Management
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management processes and provides performance indicators, but the main objective of ITIL
is not performance measurement. Therefore, only application of ITIL to measure
performance of e-procurement chains is not complete. On the contrary to Kueng approach,
ITIL does not provide a method to measure a process, but provides set of processes that
require controlling and measuring.
Furthermore, controlling and measuring all of ITIL processes is an infeasible task for the
chain management of an e-procurement system. Too many processes can lead to an
overwhelming number of measures and resulting data.
In addition, although the process performance metrics can be used as an initial reference for
the identification of the performance metrics for a specific case, the identified process
performance measures do not address what type of process performance aspects and which
part of the process are targeted.
Conclusions
These deficiencies in the studied process-oriented approaches were the reasons towards
developing a more complete process-oriented approach that targets the performance
measurement in e-procurement chains and removes the deficiencies of these process-
oriented approaches. But prior to introducing and explaining the PEPM approach, it is
necessary to clarify and rationalize which steps are required for the new approach. The
following section delves into this matter.
3.2 Rationalization of required steps in PEPM approach
This section argues, rationalizes and introduces the required steps to be developed for the
PEPM approach.
According to the assessment of performance measurement approaches in section 2.5, the
process-oriented approach was found the most suitable approach for the operational control
of e-procurement chains. The main idea behind this approach is to see the whole business as
set of processes (see section 2.4.3). Therefore, in order to know what to control and measure
in e-procurement system chain, based on the process-oriented approach, the first step is to
define e-procurement system and its chain as set of processes. Consequently the identified
processes can be measured. In the following paragraphs the set of processes that needs to be
controlled and measured are discussed and rationalized.
According to Dumas et al. (2001) and Jansen-Vullers and Reijers (2003), the electronic
services (e-services) offered by business to business e-commerce (and in particular in e-
procurement systems) are either simple activities or complex tasks ((semi) automated
business processes). On the other hand, according to the definitions of the e-procurement
provided in section 2.1.2, the main contribution of e-procurement systems to the
Performance Measurement for E-procurement Chain Management
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procurement process is offering e-services that automate some steps of procurement
process. The type and nature of the offered e-services differ depending on the e-procurement
forms and the underlying e-marketplace model. Due to electronic nature of offered services,
any interruption in delivering these e-services results in a huge impact on the operability of
the e-procurement chain. Hence monitoring and controlling the operation of offered
services is essential for the operability level of the e-procurement chain.
The fact that the offered e-services within the e-procurement context are primarily of process
type implies that first step in PEPM approach is to control and measure these e-services.
In addition, ITIL provides set of supporting processes for enabling and maintaining the
offered e-services (divided in five specific domains, section 2.4.3). ITIL emphasizes that
these supporting processes should be managed to assure the smooth management of IT
services (i.e. e-services). Therefore along side to controlling e-services, the set of supporting
processes has to be controlled and measured.
Thus the operational control of e-procurement chain can be ensured with a process-oriented
approach through controlling and measuring both offered e-services and the set of
supporting processes. Figure 17 illustrates this.
Controlling supporting operations
Operational Control of E-procurement chain
Controlling E-procurement services
Figure 17: Top level objectives of PEPM approach
Controlling e-procurement services and supporting operations is done, according to the
thesis’s objective, through performance measurement. Therefore the subsequent stage in
PEPM approach is to explain how all these services and supporting processes can be
measured.
Now that main phases of PEPM approach are specified, the following sections introduce the
approach in detail.
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3.3 Overview of PEPM approach and underlying steps
The objective of the PEPM approach is to produce and identify performance metrics for the
operational control of e-procurement chain in a fast-to-apply and efficient manner.
The development of each step is supported by the use of relevant solutions of the studied
approaches and industry standards.
In this section an overview of the steps of the approach is provided where each step is
detailed with (1) Rationale: why this step, (2) Purpose: objective of the step, (3) Procedure:
how the step should be executed, and (4) Output: what are the expected results after
application of the step.
1. Identify e-procurement type and analyze the chain structure:
a. Rationale: There are different e-procurement forms, and the structure of the
belonging chain differs depending on e-marketplace model. Therefore the first
step towards process performance measurement is to identify e-procurement
form, its underlying e-marketplace business model, chain participants, and the
underlying enabling systems.
b. Purpose: This leads to the recognition of the e-procurement types and chain
participants.
c. Procedure: Use data collection methods introduced in section 1.3.5.
d. Output: The e-procurement types and its underlying e-marketplace business
model, structure of the e-procurement chain.
2. Discovering and measuring e-procurement e-services:
a. Rationale: Based on the arguments in section 3.2, in order to achieve operational
control on e-procurement system, the first step is to identify the set of offered e-
services. Thereafter their performance must be measured. Measuring the e-
services provides substantial information of how well the e-services are operating
and what are the quality levels of the e-services.
b. Purpose: To identify the set of offered e-services, define performance aspects for
e-services and produce performance metrics for each of e-services.
c. Procedure: Analyze e-procurement system and identify its e-services (data
collection method), Use performance aspects for e-services and identify
corresponding performance metrics.
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d. Output: Set of e-services and performance metrics are produced in this step.
3. Identify supporting operations
a. Rationale: According to reasons stated in section 3.2, supporting processes of e-
procurement system should be identified and each process needs to be measured.
The measurement produces metrics to obtain insights of how well the supporting
processes are operating.
b. Purpose: To identify the set of to be controlled and measured supporting
processes for the operational control of e-procurement chain
c. Procedure: Use existing set of ITIL supporting processes, apply selection criteria.
d. Output: Recognition of set of to be monitored supporting processes.
4. Determine performance objectives per process:
a. Rationale: The first step for the process performance measurement is to
undermine why we are measuring (Kueng, 2000). A lot of measurement points
can be set while measuring a process and in doing so, drawing conclusions on the
performance of the process gets aimless if there are no process performance
objectives. Therefore to get the optimal number of performance metrics that
assess the performance of the process, process performance objectives should be
defined.
b. Purpose: To ensure there is a clear purpose for producing each process
performance metric.
c. Procedure: Enquire chain management with the help of the PEPM composed
process performance aspects.
d. Output: List of process performance objectives for each process.
5. Model processes:
a. Rationale: Modeling the process has several benefits to process performance
measurement. According to Brockers et al. (1996) the following are the major
benefits for process modeling in measurement programs: (1) Information about
the objects to be measured: before an attribute of a performance can be
measured, it is necessary to identify the corresponding product, resource or
process precisely. (2) Information about the resource who measures: process
models can capture the resource assignment that is required during each process
step. Therefore process models directly support the identification of responsible
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persons in the context of data collection. This advantage of process modeling gets
more obvious when a complex inter-organizational process needs to be measured.
(3) It is important to identify when the data have to be collected. For example,
often product data can be collected only if the product has reached a stable state.
b. Purpose: To model the process that leads to recognizing the exact process
activities, their order of execution and the resources involved. The modeling
makes sure that the processes are set up correctly.
c. Procedure: Use data collection methods to model each process.
d. Output: Process models.
6. Derive performance metrics per process:
a. Rationale: Having the process performance objectives defined for each process,
the very next step according to Kueng (2000) is to derive the performance
metrics. Defining process performance metrics is to assess the process
performance objectives.
b. Purpose: To elicit the process performance metrics.
c. Procedure: Follow the steps explained in PEPM approach.
d. Output: The set of process performance metrics for each of modeled processes.
7. Evaluate performance metrics:
a. Rationale: Eliciting of process performance metrics is more a subjective process.
Therefore the defined process performance metrics should be verified and
validated. The verification is to determine the quality of the performance metrics.
The validation of the performance metrics is whether they assess the process
performance objectives.
b. Purpose: To verify and validate the derived performance metrics.
c. Procedure: Verify and validate performance metrics against PEPM approach
solutions.
d. Output: The process performance metrics are verified and validated.
3.4 step 1: E-procurement chain analysis
The performance measurement of the e-procurement chain is the objective of PEPM
approach. Based on section 2.1, there are different business models and forms for e-
Performance Measurement for E-procurement Chain Management
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procurement systems and chains. Hence the structure and scope of the belonging chain
differs when the business models and the enabled e-procurement businesses are of different
models and types. Therefore, the first step of PEPM approach is to analyze the e-
procurement system and its underlying e-marketplace model. E-procurement system
analysis and identification of the involved parties in the chain are the objectives of
performing this step.
Informal interviews with the chain management and reading the available documentations
of e-procurement system under study are the means for applying this step. The application
of this step should outputs factors stated in table 4.
1. E-procurement type The e-procurement forms and the underlying e-marketplace type
are identified for the e-procurement system under study.
2. Chain structure The parties and systems are clearly identified and a sketch of the
total chain is developed.
Table 4: PEPM's outputs of executing step 1
3.5 step 2: Identifying and measuring e-services
In this step of PEPM approach the offered e-services are identified and then the set of
relevant performance metrics are introduced.
The identification of e-services is carried out by analysis of the e-procurement system,
reading the available documentations and informal discussion with the experienced people.
The type of e-procurement system and the underlying e-marketplace model is the main
guidance to this identification step.
Once the e-services are identified, the performance of the services can be measured. Dumas
et al. (2001) argue that the quality of service is an auditable aspect of most services. They
express that consumer’s expectations of the service being requested and the level of
commitment that the service provider has for completing the service request are the two
main dimensions that characterize the quality of service domains. Further, Jansen-Vullers
and Reijers (2003) discuss the performance aspects for e-services. Based on these two
studies, the performance aspects for evaluating the e-services are: (1) accessibility: a measure
of the access/uptime of the service, (2) reliability: a measure of the probability of success of
the transactions involved in the service provisioning, (3) conformance: the probability that a
service provider’s service level agreement is fulfilled in a particular situation, (4) cost: a
measure for expenditures made for enabling the service, (5) timeliness: a measure of the
speed of service execution, and (6) quality: a measure for user’s satisfaction and loyalty of the
service.
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This implies that the identified e-services of e-procurement system can be controlled by
these performance aspects. Further, with the help of the provided set of processes in ITIL,
the set of relevant processes can be selected. Using the syntax and semantic of the value-
focused thinking, the top level objectives (performance aspects) can be linked to the
corresponding service management processes obtained from the set of ITIL processes. In
figure 18 the quality service performance aspects are linked to the relevant ITIL processes.
For the attached ITIL processes to each performance aspects of e-services the set of
performance metrics needs to be produced. The provided set of performance metrics for
each ITIL process, available in appendix C, can be used for the initial identification and
definition of performance metrics for each quality of service performance aspect.
Controlling E-procurement
services
Controlling accessibility of
services
Controlling timeliness of
services
Controlling conformance
of services
Controlling reliability of
services
Controlling quality of services
- Availability Management
- Continuity Management - Service Evaluation
- Process Evalutation
- Improvement Initiatives
- Service Level Management
- Compliance Management
Controlling cost of services
- Financial Management
- Process timeliness
- Resource timeliness
Figure 18: Controlling e-services of e-procurement system
Thus the e-services of an e-procurement system can be measured using the provided
structure in figure 18. Depending on the nature and type of e-service, the ITIL
corresponding performance metrics may be adapted to the situation of the e-procurement
system under analysis through discussion rounds with chain management of e-procurement
system, see figure 19 for quality of service performance metrics.
The only quality of service performance aspect that cannot be addressed using the existing
set of performance metrics of ITIL is the timeliness. There are multiple parties interacting
with the enabled business processes, and the speed of process depends on the behavior of
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participants within the business process. Therefore the timeliness performance aspect can
be measured when the process is modeled where all the interactions and dependencies can
be indicated. Thus, to define performance metrics that address the timeliness issue of the e-
service, the enabled process needs to be measured. In the later steps of PEPM approach, it is
explained how a general process can be measured (adapted from Kueng (2000)).
- Availability Management
- Continuity Management
- Service Evaluation
- Process Evalutation
- Improvement Initiatives
- Service Level Management
- Compliance Management
- Financial Management
- Service availability- Number of service Interruptions- Duration of service interruptions- Availability Monitoring- Availability Measures
- Business processes with continuity agreements- Gaps in disaster preparation- Implementation duration- Number of disaster practices- Number of identified shortcomings during disaster practices
- Services covered by SLAs- Services covered by OLAs/Ucs- Monitored SLAs- SLAs under Review- Fulfilment of Service Levels- Number of Service Issues
- Adherence to Budgeting Process- Cost-/ Benefit Estimation- Post Implementation Review- Adherence to Approved Budget- Adherence to Project Resources- Proposals for Cost Optimization
- Number of Customer Complaints- Number of Accepted Customer Complaints- Number of Customer Satisfaction Surveys- Percentage of Returned Questionnaires- Number of Service Evaluations- Number of Identified Weaknesses
- Number of Process Assessments- Number of Process Evaluations- Number of Identified Weaknesses
- Number of Improvement Initiatives- Number of Completed Improvement Initiatives
ITIL
qu
alit
y o
f se
rvic
e p
roce
sses
Figure 19: performance metrics for QoS control
3.6 step 3: Identifying supporting processes and operations
Besides the e-services of e-procurement system, there are supporting processes that are there
to enable, support and maintain the e-services. A large part of the supporting processes is
aimed at maintaining the means of production (Reijers, 2002). ITIL identifies several
supporting processes for each of its identified domains (see section 2.4.4). The identified
ITIL domains can be used for introducing the sub goals for controlling supporting
operations. Figure 20 illustrates the link between ITIL processes and identified sub goals.
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Controlling supporting operations
Controlling service design
Controlling service transition
Controlling service operation
- Service Catalogue Management
- Architecture Management
- Supplier Management
- RiskManagement
- Security Management
- Capacity Management
- Change Management
- Project Management
- Release Management - Service validation & testing
- Application developement
- Configuration Management
- Knowledge Management
- Incident Management
- Problem Management
- Operations Management
- Access Management
- Facilities Management
Controlling service strategy
- Service Portfolio Management
Figure 20: Controlling supporting operations of e-procurement system
To apply this step to e-procurement situation the following sub steps must be carried out: (1)
service portfolio management process needs to be adapted to e-procurement situation and
ultimately must be replaced by processes that their objective is to manage and promote
service portfolio of e-procurement system; (2) The responsible group (s) for execution of
each process must be determined. The sources of groups are identified in first step of PEPM
approach; (3) there are many such kinds of processes in large and widely stretched e-
procurement systems but the objective here should be to keep the number of key processes
to a manageable yet useful level. Therefore selection criteria are needed for these supporting
processes that are critical for the operational control of the e-procurement system.
The operational control of the e-procurement system contains the supervision of parties and
systems across the chain. Hence the criterion for the inclusion of the supporting processes
for the performance measurement program is to consider those processes that span across
multiple parties and systems. The optimal performance of these cross-party processes
depends not only on the individual performance of the participating parties and systems but
more importantly on the collaborations and interactions between the parties and systems.
The second criterion is the outsourcing issue. In case some of the processes are outsourced
the measurement of these processes are not necessary. These kinds of processes can be
controlled by defining clear service level agreements.
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Thus for the application of this phase, the set of to be measured processes can be identified
by filtering them against the defined selection criteria. The set of obtained critical supporting
processes can then be measured by using the next steps of PEPM approach.
3.7 step 4: Defining process performance objectives
The procedure of defining performance metrics are based on the steps explained in the
Kueng (2000) paper.
He mentions that the first step for the process performance measurement is to define
process performance objectives. But how this step is carried out is not explained. Therefore
the PEPM approach introduces a structural method for this matter.
The performance objectives of a process can be determined through partial using of the
GQM method and combining the studied performance metric categorizations. In order to
provide a structural approach for the identification of the process objectives, the steps to
discover the ‘Goal’ aspect of GQM is used. The GQM introduces purpose, issue, object, and
viewpoint dimensions for Goal aspect (see section 2.4.1 for more details). The approach
however does not specify the possible issue categories. In section 2.3 different classifications
of performance metrics are reviewed. Among these the University of California (UC)
classification provides the extensive performance categories that are applicable for the issue
dimension of Goal of GQM method. In order to complete the set of performance metrics
types, the cost category, mentioned in the Devil’s quadrangle classifications, is added to the
UC categories. For the object dimension in GQM method, the products, processes, and
resources are mentioned as the possible types.
The viewpoint dimension is the chain management of e-procurement business in PEPM
approach.
To summarize this step, the objectives of each process are obtained by filling in the table 5
iteratively for each process:
Purpose Improve, Detect, Discover, Reduce, …
Issue Effectiveness, Quality, Timeliness, Productivity, Safety, Cost
Object Process, Resource, Product
Viewpoint Chain management
Table 5: PEPM process objective structure
Interviews can be carried out for the application of this step of the approach. Table 5 can be
used as the tool while taking interview for obtaining the process performance objectives.
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3.8 step 5: Process modeling
The process will be modeled in order to visualize and overview the process steps, their order
of execution and involved resources.
Business process modeling is the activity of representing the processes so that it can be
analyzed and improved. Business process modeling is typically performed by business
analysts and managers who are seeking to improve process efficiency and quality (Ko,
2009). It outlines the involved parties and systems in the process and determines the order
of the activities. Therefore to measure the performance of a process, the modeling is
important.
There are several modeling languages. These languages standardize the way processes are
modeled. Event-process chain (EPC), business process modeling notation (BPMN), and
unified modeling language (UML) are some of the well-known process modeling languages.
In the PEPM approach the BPMN modeling language is selected. It is a graphical
representation for specifying business processes in a workflow. BPMN was developed by
Business Process Management Initiative (BPMI), and is currently maintained by the Object
Management Group since the two organizations merged a few years ago.
The main objective of BPMN is to support business process management for both technical
users and business users by providing a notation that is intuitive to business users yet able
to represent complex process semantics. In addition, BPMN models can be mapped to
constructs of execution languages. These advantages were the main reasons for using BPMN
as the modeling language in the PEPM approach.
Thus BPMN is selected as the modeling language in order to obtain a structured overview of
the process which simplifies the extraction of performance metrics for distinct process steps.
For each model, the process input, output, and description are detailed.
In appendix A, the core constructs of the BPMN language are illustrated.
The performance measurement is carried out from the chain management point of view.
Therefore the process is modeled in proportion to the process objectives put by the chain
management. This implies that the processes are modeled with different level of details in
order to avoid unnecessary complexity in the models.
3.9 step 6: Deriving performance metrics per process
The procedure of deriving performance metrics and their documentations in PEPM
approach are described in this step.
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Performance metric identification
Kueng (2000) suggests deriving the performance metrics from the scratch based on the
stakeholder’s needs. However the proposed performance metrics method is applicable to any
type of organization and to any situation, the process of deriving from the scratch is very
time-consuming; especially when there are many complex processes (in case of e-
procurement performance measurement) to be measured. In addition, the proposed method
requires extensive knowledge and experience in process performance measurement because
it is based on number of meetings and does not follow any specific rule or solution.
Therefore the PEPM approach tries to use from the existing generic sets of performance
metrics identified by the industry standards and performance measurement related studies.
The available set of metrics in industry standards and process-oriented approaches is used as
a reference in order to save time for the derivation of performance metrics for each process.
In PEPM approach, primarily, ITIL performance indicators are used and are enlisted in
Appendix C.
PEPM approach provides the following process for deriving performance metrics from an
existing set and adapting to a specific situation: (1) a performance metric is selected for a
process if it can be mapped to one of process performance objectives, (2) based on GQM
definitions a performance metric targets either a product or a process or a resource.
Therefore target of performance metric should be identified and then adapted with the help
of BPMN model of the process, (3) performance metrics characteristics (name, definition,
unit, etc.) can then be documented according to the format explained in following section.
The use of given performance metric derivation process in PEPM approach does not cover
defining a performance metric from scratch. In case a new metric has to be defined, the
Kueng (2000) method can be used.
Performance metric documentation
Seel and Thomas (2007) document performance metrics in a specific table. Performance
metric definition, unit of measure, and person responsible for collecting the data are the
properties in their table. In order to address which process performance aspect is targeted, in
PEPM approach extends Seel and Thomas (2007) performance metrics with the Devil’s
quadrangle (DQ) dimension. Reijers and Mansar (2005) explain that these dimensions are
suitable for the process performance measurement. Thus the documentation of
performance metrics according to PEPM approach is the format described in table 6.
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Performance metric Explanation Unit Responsible DQ-Dimension
Name of
performance
metric
Explicit
definition of
performance
metric is
provided here.
Unit of measure
is determined,
e.g.:
#: Number
%: Percentage
€: Finance
The party in the
chain responsible
for the actual
measurement
To denote which
domain is
measure belongs
to: Quality, time,
flexibility, and
cost
Table 6: PEPM performance metric documentation
3.10 step 7: Performance metrics verification and validation
The last step in PEPM approach is to verify and validate the derived performance metrics per
process.
There are two steps for verifying and validating the produced performance metrics of each
process in PEPM approach. The quality test is to verify and relevancy to validate the
performance metrics.
Performance metrics verification
University of California (UC) performance measurement approach provides a specific test to
determine the quality of a particular performance metric, the so-called S.M.A.R.T. test. This
test verifies whether the define performance metrics meet certain quality criteria. The quality
criteria of SMART test are explained in table 7.
S = Specific
clear and focused to avoid misinterpretation. Should include measure assumptions and definitions and be easily interpreted.
M = Measurable
can be quantified and compared to other data. It should allow for meaningful statistical analysis. Avoid "yes/no" measures except in limited cases, such as start-up or systems-in-place situations.
A = Attainable achievable, reasonable, and credible under conditions expected.
R = Realistic fits into the organization's constraints and is cost-effective.
T = Timely doable within the time frame given.
Table 7: UC performance metric quality criteria
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The SMART test provides an explicit procedure for examining the performance metrics. The
ultimate objective of SMART test is to improve the quality of performance metrics.
The first two quality criteria, ‘specific’ and ‘measurable’, verify whether clear explanation,
target of performance metric and an appropriate measurable unit are defined for the
performance metrics. The verification of these two criteria can be done when the
performance metrics are defined. But verifying the rest of quality criteria of SMART test,
‘Attainable’, ‘Realistic’, and ‘Timely’ can be examined when the performance metrics are
being implemented. Since PEPM approach’s focus is to produce set of performance metrics
and the approach does not go into the implementation of performance metrics, these quality
criteria cannot be verified.
Concluding that in PEPM approach, the defined performance metrics for each process are
verified against the ‘specific’ and ‘measured’ quality criteria. The rest of the quality criteria
can be verified when the performance metrics are implemented.
Performance metrics validation
The derived process performance metrics should assess the defined process performance objectives. Mapping performance metrics to objectives of a process reflects to what extent the objectives are assessed. On this way, either the irrelevant performance metrics or unmeasured process performance objectives are detected. In PEPM approach, the derived process performance metrics can be mapped to the process objectives using the table 8.
Measures \ Objectives Objective 1 Objective 2 …
Performance metric 1
Performance metric 2
…
Table 8: PEPM performance metric evaluation
Although the PEPM approach tries to validate the derived performance metrics, but Folan
and Browne (2005) emphasize that the procedure of selecting a particular performance
measure is, to a certain extent, a subjective process. It often involves top management sitting
around a table and choosing one measure from a number of alternatives. They indicate that
the process of deriving performance metrics is an iterative process that should happen from
time to time, depending how the business and its scopes changes.
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3.11 Conclusions
A process-oriented performance measurement approach (i.e. PEPM approach) is developed
to assess the performance of e-procurement chains. The PEPM approach consists of several
steps. Each of these steps are developed by partially using the solutions of the existing
approaches and methods. GQM method and Kueng-approach, industry standards such as
ITIL, BPMN modeling language are examples of the used approaches in developing each
step of PEPM approach. Figure 21 illustrates an overview of PEPM approach and its steps.
Step 1: Analyze E-procurement system and
its chain
Step 2: Determine and Measure E-services
Step 3: Select supporting processes
Step 4: Set process
performance objectives
Step 5: Model process
Step 6: Derive process
performance metrics
Step 4: Verify and validate performance
metrics
Process performance measurement
Figure 21: PEPM approach
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4. PEPM application on Raboshop
The constructed approach is evaluated by applying it to Raboshop as an e-procurement
system. Through this phase the applicability and practicality aspects of the developed
method is justified. The required and retrieved data and information from Raboshop
situation and its chain are gathered by the use of collection methods mentioned in section
1.3.5.
4.1. Step 1 of PEPM approach
The Raboshop was analyzed and the structure of the Raboshop chain was identified.
4.1.1 Raboshop and E-procurement
Raboshop is an e-procurement system that incorporates e-ordering and e-contract types.
Raboshop supports the contract-to-pay process, i.e. from contracting until and including
billing. Thus Raboshop is a type of e-procurement system that automates the operational
part of procurement process defined by van Weele (2003), section 2.1.2. The relationship
between contract management, purchase orders, invoices and payments results in a so-called
closed loop between the tactical and operational procurement process, see figure 22.
Approve
Requisition
Invo
icin
g
Monitor
Receive
Order
Assi
gn
Stra
tegi
ze
QualifyAw
ard
Negotiate
Contract
Analyze
Procurement
Sourcing
Figure 22: Closed loop: relation between contract, orders, and invoicing (RCI, 2009)
In addition, Raboshop offers services for the suppliers of the products as well such as
catalogue management. Therefore, the fact that Raboshop provides services for both buyers
and suppliers implies the neutral type of Raboshop as an e-marketplace.
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4.1.2 Raboshop chain structure
Raboshop consists of several underlying systems and multiple parties are interacting with
this system (Raboshop chain). These are explained in this step.
Raboshop as an e-procurement system is composed of several underlying IT-systems. In
table 9 a high level definition of the underlying system is presented.
SAP
Raboshop is a SAP-oriented information system composed of several SAP
modules. SAP SRM, SAP MDM are the most important modules.
FA
This is the system used for electronic invoicing of the orders. This system
interacts with Raboshop SAP modules.
Table 9: Raboshop underlying IT systems
The Raboshop systems are supported by several IT-provider groups. Table 10 explains core
parties in Raboshop chain.
Party Complete name Role
RCI Rabobank
Concern Inkoop
RCI is the front side of Raboshop chain. It is
responsible for service portfolio management and
business development. This group monitors all the
other groups within the chain as well.
CRG Control Rabobank
Group
Functional management of Raboshop is the
responsibility of this group.
GICT Group ICT Application management and development
management are the responsibilities of this group.
Table 10: Raboshop core parties
In addition to the core parties of Raboshop, there are other groups that interacting with the
system. Table 11 enlists these parties.
Party Role
Users
A large group of authorized users can procure their products using
the Raboshop e-procurement system. Local banks and affiliated
institutions are examples of authorized users of Raboshop.
Product owners This group is responsible for offering products and services in
Performance Measurement for E-procurement Chain Management
Master Thesis -56- TU/e
(PO) Raboshop catalogue.
Suppliers (S) This group is responsible for supplying the actual Raboshop products.
Logistics Service
Provider (LSP)
This party is an intermediary transporter for Raboshop stock
products.
Cross-dock Transporting of some of products is carried out via this party.
Table 11: Raboshop interacting parties
The total overview of the participants and their relationships within the Raboshop business
are modeled in figure 23.
CRG
GICT
Users
Raboshop System
Product Owners
Suppliers
LSP
Cross-dock
Transport
Sellers
Buyers
RCI
Raboshop Business
Intermediaries
Figure 23: Involved parties and their relationships in Raboshop chain
Performance Measurement for E-procurement Chain Management
Master Thesis -57- TU/e
The Raboshop chain management (i.e. RCI) supervises, communicates, coordinates, directs,
and facilitates parties and underlying systems in order to ensure the continuous business
operability and to plan the future improvements and business expansions.
4.2 Step 2 of PEPM approach
The objective of this step is to discover the Raboshop major e-services and measure them.
Raboshop e-services:
As identified in step 1, Raboshop is a neutral e-marketplace providing services for both
buyers and sellers.
Bearing this in mind, the following services are provided by Raboshop (table 12):
Process name Description Target groups
Catalogue buying
process
This service enables the users of Raboshop to
procure products and services available in
Raboshop catalogue.
Buyers, Sellers
Free order process
This service enables the users of Raboshop order
the products and services not available in Raboshop
catalogue.
Buyers, Sellers
Contract labor This service partially facilitates the process of
external hiring process. Buyers
Operational contract
management
Through this service, contract information can be
recorded in Raboshop for online use. Sellers
Catalogue
Management
Product catalogues are managed through this
service. Sellers, Buyers
Replenishment
Management
This service ensures on time replenishments for on
time delivery of Raboshop stock products. Sellers
Product category
management
This service takes care of changes to the product
categories (Product category is a code with which
products and services with similar characteristics
can be summarized in a specific group of goods).
Buyers, Sellers
Reporting This service provides reports of procurement data. Buyers, Sellers
Table 12: Raboshop e-services
Performance Measurement for E-procurement Chain Management
Master Thesis -58- TU/e
Measurement of Raboshop services:
The identified Raboshop services are measured based on the identified quality of service
performance aspects explained in step 2 of PEPM approach. ITIL provides set of
performance metrics for the measurement of quality of Raboshop e-services. The
explanation of the corresponding processes and performance metrics are attached in
appendices C and D. Performance metrics that address the timeliness performance aspect of
Raboshop services are identified in the process measuring stage of PEPM approach (i.e.
steps 4 – 7).
4.3 Step 3 of PEPM approach
The objective of this step is to discover the Raboshop supporting processes.
Raboshop supporting processes:
The sub steps one and two were applied on figure 20 for Raboshop situation and figure 24 is
obtained.
Raboshop Controlling supporting operations
Controlling service design
Controlling service transition
Controlling service operation
- Change Management (RCI/CRG/GICT)
- Project Management (RCI)
- Release Management (CRG/RCI) - Service validation & testing (CRG/RCI)
- Application developement (GICT)
- Configuration Management (GICT/CRG)
- Knowledge Management (CRG)
Controlling service strategy
- Business Developement (RCI)
- Buyers Relationship Management (RCI)
- Sellers Relationship Management (RCI)
- Training Management (CRG/RCI)
- Service Catalogue Management (RCI)
- Architecture Management (CRG/GICT)
- Supplier Management (CRG/GICT)
- RiskManagement (CRG/GICT)
- Security Management (CRG/GICT)
- Capacity Management (CRG/GICT)
- Incident Management (RCI/CRG/GICT)
- Problem Management (RCI)
- Operations Management (CRG/RCI)
- Access Management (CRG/RCI)
- Facilities Management (CRG/GICT)
Figure 24: To be controlled Raboshop supporting processes
Performance Measurement for E-procurement Chain Management
Master Thesis -59- TU/e
The sub step there was then applied. Cross-party and outsourcing criteria were applied to list
of supporting processes. List of critical supporting processes are obtained and explained in
table 13.
Process Name Description
Incident management
This process aims to restore normal service operation as quickly as
possible and minimize the adverse effect on business operations,
thus ensuring that the best possible levels of service-quality and –
availability are maintained.
Problem management
The process aims to resolve the root causes of incidents and thus
to minimize the adverse impact of incidents and problems on
business.
Change management This process explains the standard procedures and methods that
are used for well-structured and efficient handling of all changes.
Release management
This process regulates the implementation of any approved change
and focuses on the protection of the live environment and its
services through the use of formal procedures and checks.
Project management
This process is about a temporary endeavor, having a defined
beginning and end, undertaken to meet unique goals and
objectives, usually to bring about beneficial change or added value.
Training management
Raboshop customers and all the employees working with
Raboshop need specific training. This process takes care of
appropriate training material for different target groups.
Table 13: Raboshop critical supporting processes
The measurement of these supporting processes is done in the following sections which
explain the process performance measurement of the processes with the help of PEPM
approach.
4.4 Steps 4 – 7: Process objectives, models, metrics, and validations
Steps 4 – 7 of PEPM approach are bundled in this section. This is done in order to bundle
the results of performance measuring for each process and create a better overview of the
steps taken.
Due to combining multiple steps of the PEPM approach, the following format (figure 25) is
used for each process.
Performance Measurement for E-procurement Chain Management
Master Thesis -60- TU/e
Figure 25: second phase of PEPM approach
Based on the results of the previous steps of PEPM approach on Raboshop situation, the
processes are measured based on their type. If the process is a Raboshop service the
timeliness factor, as the only performance aspect, is measured otherwise all the performance
aspects are considered. Further, the following abbreviations are used while modeling the
processes (table 14).
SC Shopping Cart RFC Request For Change
PO Purchase Order UAT User Acceptance Test
POR Purchase Order Response CRG – CA CRG Cost Accounting
POC Purchase Order Confirmation CRG – BI CRG Functional manager
GR Goods Receipt FAB Functioneel Applicatie Beheer
ERS Electronic Receipt Settlement TAB Technisch Applicatie Beheer
CRG – FA CRG Financial Accounting OLA Operational Level Agreement
UC Under-pinning Contracts SLA Service Level Agreement
Table 14: List of abbreviations
4.4.1 Catalogue buying process
Catalogue buying process is the main service of the Raboshop e-procurement system.
Multiple parties and multiple systems are executing different steps of this process.
Performance Measurement for E-procurement Chain Management
Master Thesis -61- TU/e
Process performance objectives:
1. To improve cycle time of catalogue buying process.
2. To improve response time of involved resources.
Process input: The authorized clients of Raboshop system can login the Raboshop web-
oriented portal. They navigate the available product catalogues and they create a shopping
cart by selecting their desired products or services. The catalogue buying process is initiated
by submitting the shopping cart.
Process output: The product is delivered and the corresponding invoice is issued or the
shopping cart is rejected.
Process description: The submitted SC is automatically controlled and based on the required
criteria it needs to be completed, approved or a purchase order is created directly. Depending
on the purchase value limit of the buyer or type of the product, the manager of buyer or
product owner are prompted to further process SC. If all steps are okay, a PO is created and
sent to the supplier. Supplier responses and creates a POC and delivers the product either
directly or via a cross-dock. After the GR confirmation, the purchase order is invoiced and
the process workflow of the catalogue buying process is terminated.
Process model:
En
duse
r M
anag
erR
abos
hop
En
duse
rS
upp
lier
FA
Sent for approval
Approval needed
Rejected
Confirm goods receips (GR)
Process PO (POR)
Cro
ss
dock
er
PO confirmation (POC) creation
ok
Nok
Send goods
To Cross docker
Invoicing
+
Execute invoicing process (ERS)
Completion needed
Submit shopping cart
(SC)
Approved
Rejected
To Enduser
+
Start return delivery process
Invoicing
Receive decision
Receive goods
Purchase order (PO) creation
Receive goods/message
Rejected
Send goods
Sent for Completion
Confirm completed SC
Pro
duct
Ow
ner
+
SC Completion process
+
SC Approval process
Performance Measurement for E-procurement Chain Management
Master Thesis -62- TU/e
Performance measure Explanation Unit Responsible DQ-
dimension
SC-PO response time
The average time elapsed from submitting
the shopping cart till creation of the
purchase order.
Days CRG Time
SC-SC response time
The average time elapsed from submitting
the shopping cart till approving the
shopping cart (for special types of
products).
Days CRG Time
PO-POR response time The average time elapsed from receiving
PO till approving it by the supplier. Days CRG Time
POR-POC response time The average time elapsed from POR till
delivering goods. Days CRG Time
POC Cross-dock average
time
The average time elapsed from creation of
POC and delivery from cross-dock. Days CRG Time
POC – GR time
The average time between POC creation
and GR in case of deliveries more than the
specified amount (responsiveness of the
receiver)
Days CRG Time
GR – ERS time
The average time between GR and ERS.
This can be used to check if all approved
GR’s are on time invoiced and to discover
wrong settings.
Days CRG Time
GR – Return goods time
The average time between GR creation and
Approve goods return in case of the return
goods process. It can be used to check if all
return requests are handled on time.
Days CRG Time
SC – ERS time The average time elapsed from submitting
the shopping cart till invoicing. Days CRG Time
Time between SC – ERS
with SC approval
The average time elapsed from submitting
the shopping cart till invoicing. Days CRG Time
Time between SC – ERS
without SC approval
The average time elapsed from submitting
the shopping cart till invoicing. Days CRG Time
Performance Measurement for E-procurement Chain Management
Master Thesis -63- TU/e
Performance metrics verification and validation:
- All the performance metrics pass the quality factors of PEPM approach. The definitions of performance metrics are specific and measurable.
- The performance metrics are mapped to the process objectives to show their
relatedness.
Measures \ Objectives 1. Process
Timeliness 2. Resource
Response time SC-PO response time
x
SC-SC response time x
PO-POR response time x
POR-POC response time
POC Cross-docker average time x
POC – GR time x x
GR – ERS time x
GR – Return goods x
Time between SC - ERS x
Time between SC – ERS with SC
approval x x
Time between SC – ERS without
SC approval x
4.4.2 Free order process
Raboshop provides the possibility for its clients to order products which are not present in
Raboshop catalogue. This service is called free ordering process.
Process performance objectives:
1. To improve the timeliness of the free order process
2. To improve the response time of the resources
Process input: The process is initiated as soon as a non-catalogue product is ordered.
Performance Measurement for E-procurement Chain Management
Master Thesis -64- TU/e
Process output: The order is either accepted and product is delivered or is at some stage
rejected and the buyer is notified.
Process description: SC for requested free order is sent to the operational purchaser (product
owner) for the eventual order completion (e.g. assigning a price). Thereafter the user
confirms completed order and his manager approves order and PO is created. PO is then
printed out by requestor and signed by his manager. The signed PO is then sent to the
relevant supplier. The supplier confirms the PO and delivers the product. In the last step the
invoicing is processed.
Process model:
En
du
ser
Man
ager
Rab
osh
op
En
du
ser
Su
pp
lier
FA
Yes
Confirm goods receips (GR)
ok
Nok
Invoicing
+
Execute invoicing process (ERS)
Submit Freeorder
SC
+
Start return delivery process
Invoicing
Sent for Completion
Pro
du
ct
Ow
ner
+
SC Completion process
No
Print out PO and signature
Send PO to supplier
Deliver order
Complete? Recieve goods
Sent for Approval
+
SC Completion process
+
Signature process
Performance
measure Explanation Unit Responsible DQ-Dimension
Cycle time free
order
Average total time spent from
placing a free order till and
including invoicing.
Days CRG Time
SC – PO
completion
response time
Average time between receiving SC
and completing the SC by the
product owner.
Days CRG Time
SC – PO approval Average time between receiving the Days CRG Time
Performance Measurement for E-procurement Chain Management
Master Thesis -65- TU/e
Performance metrics verification and validation: - All the performance metrics pass the quality factors of PEPM approach. The definitions
of performance metrics are specific and measurable.
- The performance metrics are mapped to the process objectives to show their relatedness.
Measures \ Objectives 1. Process Timeliness
2. Resource Response time
Cycle time free order x
SC – PO completion response
time x
SC – PO approval time x
PO – Delivery time x x
Invoicing time x
4.4.3 Operational contract management
Alongside ordering possibilities, Raboshop offers services for e-contracting form for procurement process. Process performance objectives: (1) to improve cycle time of contract registration process. Process input: A request for contract registering or contract change is submitted. Process output: Either the request is accepted and processed or the request is rejected. Process description: The conditions for the request of creating a new contract or changing the exiting one are checked and a decision will be made. All the steps of contract registering and contract updates are monitored. Process model:
time agreed SC and PO approval.
PO – Delivery
time
Average time from receiving the
PO by supplier and delivering the
goods.
Days CRG Time
Invoicing time Average time for invoicing process. Days CRG Time
Performance Measurement for E-procurement Chain Management
Master Thesis -66- TU/e
Con
trac
t Man
ager
sR
CI
+
Prepare contract
registration
+
Finalize contract
registration
+
Contract control
and release
+
Commuicate
contract
Performance metrics verification and validation: - All the performance metrics pass the quality factors of PEPM approach. The definitions
of performance metrics are specific and measurable.
- The performance metrics are mapped to the process objectives to show their relatedness.
Measures \ Objectives 1. Process Timeliness
Time to record a contract x
4.4.4 Replenishment management
Raboshop has stock and non-stock products. Stock products are kept by LSP in order to
avoid backordering and delivery delays for customers of Raboshop. Product owners monitor
level of stock for stock products and if necessary they create replenishment orders.
Process objective:
1. To improve cycle time of replenishment process.
2. To improve resource response time.
Process input: The replenishment order is submitted.
Process output: The goods are delivered to logistics service provider.
Performance measure Explanation Unit Responsible DQ-Dimension
Time to record a
contract
Average time to record a contract in
Raboshop. Days RCI Time
Performance Measurement for E-procurement Chain Management
Master Thesis -67- TU/e
Process description: The received replenishment order is processed in FA4U system manually.
Thereafter it is sent to Raboshop SRM for sourcing and purchase order creation. Logistics
service provider prepares itself for the new delivery and supplier delivers the ordered
products. Stock levels of the products are created and sent to product owners for the task of
stock level monitoring.
Process model:
RC
IP
rodu
ct O
wn
erSu
pplie
rLS
P
Create stock overview
Send stock overview
+
Monitor product stock
level+
Create & send replenishment
request
Control & process request
+
Goods delivery process
+
Goods receipt process
Performance measure Explanation Unit Responsible DQ-Dimension
Time for
replenishment
process
Average time for of completion
replenishment process. Days RCI Time
Time to control and
process order
Average time spent to control
and process the replenishment
process.
Days RCI Time
Time to deliverying
goods
Average time from receiving
replenishment order till
delivering goods to LSP.
Days Supplier Time
Time to create stock
overview
Average time to create stock
overview. Days RCI Time
Performance Measurement for E-procurement Chain Management
Master Thesis -68- TU/e
Performance metrics verification and validation: - All the performance metrics pass the quality factors of PEPM approach. The
definitions of performance metrics are specific and measurable. - The performance metrics are mapped to the process objectives to show their
relatedness.
Measures \ Objectives 1. Process Timeliness
2. Resource response time
Time for replenishment
process x
Time to control and process
order x
Time to send goods x
Time to create stock overview x
4.4.5 Catalogue management
This process aims at efficient and effective establishment, management, and utilization of
product catalogues present in Raboshop.
Process objectives:
1. To improve cycle time of process.
2. To improve response time of resources.
Process input: Product owner submits a request regarding a new/changed/removed product
catalogue.
Process output: The request is either rejected or is applied in the respective Raboshop
product catalogue.
Process description: After request submission, it is controlled. Upon that it is checked
whether the attached-file is complete. Then the file is loaded into the system and product
owner is asked for approval. The changes are implemented permanently after product owner
approval.
Process model:
Performance Measurement for E-procurement Chain Management
Master Thesis -69- TU/e
Send product data request
Pro
du
ct o
wn
erR
CI
Publish in Raboshop SRM
Check the file
Insert product data in FA4U
stock
Enrich product data in SAP
MDM
Non stock
Further enrich product data
Attach to a contract
Performance metrics verification and validation: - All the performance metrics pass the quality factors of PEPM approach. The
definitions of performance metrics are specific and measurable. - The performance metrics are mapped to the process objectives to show their
relatedness.
Performance measure Explanation Unit Responsible DQ-quality
Time to process the
stock product requests
Average cycle time from receiving
the request for stock product till its
complete processing.
Days RCI time
Time to process the
non-stock product
requests
Average cycle time from receiving
the request for non-stock product
till its complete processing.
Days RCI time
Change/Creation
products –
Approving/Releasing
products time
The average time between
creation/change products and
approving/releasing the products.
It is to measure the progress of
handling new products.
Days CRG Time
Time to process
catalogue request with
product owner
Average time when product owner
is involved in completion of
catalogue request process
Days RCI Time
Time to process
catalogue request
without product owner
Average time when product owner
is not involved in completion of
catalogue request process
Days RCI Time
Performance Measurement for E-procurement Chain Management
Master Thesis -70- TU/e
Measures \ Objectives 1. Process Timeliness
2. Resource response time
Time to process the stock product
requests x
Time to process the non-stock product
requests x
Change/Creation products –
Approving/Releasing products time x
Time to process catalogue request with
product owner x
Time to process catalogue request
without product owner x
4.4.6 Product category management
Raboshop products are divided into several product categories and each of these product
categories (PC) are bound to specific contracts with the corresponding suppliers.
Process objectives:
1. To improve cycle time of process.
2. To improve response time of resource.
Input: A request for changing an existing PC or for adding a new PC initiates this process.
Output: The request is either rejected or is applied in the Raboshop.
Description: After process is initiated, a formal request is created and sent for further
completion. Thereafter the request is checked and if everything is okay the complete form is
sent for implementation. A system format form is created and sent back for the completeness
and correctness. At last the product category is created or the existing one is changed.
Process model:
Performance Measurement for E-procurement Chain Management
Master Thesis -71- TU/e
Control request
content
RC
IC
RG
Add necessary
info
Construct a
formal RFC for
PC
GIC
T
Construct an
internal request
Send RFC to
CRG-BI
Control RFC and
complete
Pro
du
ct O
wn
er
Send a request for
change/new PC
Create/
Change PC
Control new/
changed PC
Receive feedback
request
Not ok
Ok
Performance measure Explanation Unit Responsible DQ-Dimension
Time to change an
existing category
Average time from receiving a PC
change request till completing the
process.
Days RCI Time
Time to create a new PC Average time to create a new PC. Days RCI Time
Time to construct a
formal RFC
Average time to construct the required
RFC in this process. Days RCI Time
Time to control RFC
and complete
Average time to control and complete
RFC. Days CRG Time
Time to create/change
PC in the system
Average time to implement changes or
add new pc in system Days GICT Time
Time to construct a PC
request
Average time to construct a PC request Days RCI Time
Time to control PC
request
Average time to control a PC request Days CRG Time
Performance Measurement for E-procurement Chain Management
Master Thesis -72- TU/e
Performance metrics verification and validation: - All the performance metrics pass the quality factors of PEPM approach. The
definitions of performance metrics are specific and measurable.
- The performance metrics are mapped to the process objectives to show their
relatedness.
Measures \ Objectives 1. Process
Timeliness 2. Resource
response time
Time to change an existing category x
Time to create a new PC x
Time to construct a formal RFC x
Time to control RFC and complete x
Time to create/change PC in the system x
Time to construct a PC request x
Time to control PC request x
4.4.7 Incident process
In case any kind of problem or interruption of services is face, customer service can be
reached.
Process performance objectives:
1. To shorten cycle time of incident process.
2. To improve response time of resources.
3. To improve the effective response for an incident.
4. To improve the efficiency of incident resolution by distributing the incidents
through the involved parties correctly.
Process input: Submitting an incident triggers incident process.
Process output: Incident is either resolved or unresolved.
Process description: After the incident is submitted, customer service categorizes the
problem and tries to solve the incident right away. If it cannot be solved, incident will be
sent to CRG. Either the problem will be solved there or it will be sent to GICT for further
handling. Some of the incidents related to functional question can be answered by RCI.
Performance Measurement for E-procurement Chain Management
Master Thesis -73- TU/e
Process model:
0th Line Support
Special Line Support
1st Line Support
2nd Line Supoort
+
Resolve Incident
RC
IIn
cid
ent
Man
agem
ent
Pro
cess
RC
I-C
ust
om
er
Ser
vice
CR
GG
ICT
+
Resolve Incident
+
Resolve Incident
+
Resolve Incident
Possible triggers;- E-mail- Phone call- System malfunctioning
Performance Measurement for E-procurement Chain Management
Master Thesis -74- TU/e
Performance measure Explanation Unit Responsible DQ-Dimension
Incident resolution time Average time spent to resolve the
incident Days RCI Time
Number of periodic
incidents
The total number of incidents
registered by the customer service
for specific periods.
# RCI Quality
Number of incidents
buyers
The total number of incidents
submitted by buyers (users) of
Raboshop services for specific
periods.
# RCI Quality
Number of incidents
from sellers
The total number of incidents
submitted by sellers of products
and services of Raboshop chain for
specific periods.
# RCI Quality
Percentage of incidents
resolved by RCI
Proportion of number of incidents
resolved by customer service to the
total number of incidents.
% RCI Quality
Percentage of incidents
resolved by CRG
Proportion of number of incidents
resolved by CRG to the total
number of incidents.
% CRG Quality
Percentage of incidents
resolved by GICT
Proportion of number of incidents
resolved by GICT to the total
number of incidents.
% GICT Quality
Number of current
incidents
Average number of to be resolved
incidents # RCI Quality
Percentage of timely
resolved incidents
Proportion of resolved incidents
within the agreed time to the total
number of resolved incidents.
% RCI Quality
Incident occurrence rate
Plotting the number of incidents
from multiple periods to see
whether a decreasing (or
increasing) trend can be
discovered.
N/A RCI Quality
Performance Measurement for E-procurement Chain Management
Master Thesis -75- TU/e
Performance metrics validation:
- All the performance metrics pass the quality factors of PEPM approach. The definitions of performance metrics are specific and measurable.
- The performance metrics are mapped to the process objectives to show their
relatedness.
Measures \ Objectives 1. Process Timeliness
2. Resource Response time
3. Efficient response
4. Proper incident distr.
Incident resolution time x
Number of periodic incidents x
Percentage of incidents resolved
by RCI x
Percentage of incidents resolved
by CRG x
Percentage of incidents resolved
by GICT x
Number of current incidents x
Percentage of timely resolved
incidents x
Incident occurrence rate x
4.4.8 Problem management
This process looks at the roots and causes of the incidents. Through active monitoring of the
incident management process problem management is realized.
Process objectives:
1. To reduce resolution time of problem process.
2. To increase quality of the system.
3. To reduce the cost of resolving underlying incidents.
Process input: A problem is detected.
Process output: A solution for the problem is realized.
Process description: Through monitoring the incident process and internal questions of chain
partners, a problem is diagnosed. This problem will be further analyzed and discussed in
change board and upon that either a RFC can be created or the problem is isolated.
Performance Measurement for E-procurement Chain Management
Master Thesis -76- TU/e
Process model: R
CI
+
Problem identification
CR
G
+
Problem diagnosis & resolution
+
Problem closure and evaluation
Performance metrics validation: - All the performance metrics pass the quality factors of PEPM approach. The definitions of
performance metrics are specific and measurable.
- The performance metrics are mapped to the process objectives to show their relatedness.
Performance
measure Explanation Unit Responsible DQ-Dimension
Number of
Problems
Number of problems registered by
problem management (per
category).
# RCI quality
Problem
resolution time
Average time for resolving a
problem.
Days RCI time
Number of
incidents per
problem
Average number of incidents linked
to the same problem before problem
identification.
# RCI quality
Number of
incidents per
known problem
Average number of incidents linked
to the same problem after problem
identification.
# RCI quality
Time until
problem
identification
Average time between first
occurrence of an incidents and
identification of the underlying root
cause.
Days RCI time
Problem
resolution effort
Average work effort for resolving
problems.
Days RCI cost
Performance Measurement for E-procurement Chain Management
Master Thesis -77- TU/e
Measures \ Objectives 1. Process Timeliness
2. Quality of system
3. Reduce cost of incidents
Number of Problems x
Problem resolution time x
Number of incidents per problem x x
Number of incidents per known
problem x
Time until problem identification x
Problem resolution effort x
4.4.9 Change management
In order to meet the demands of customers and stay competitive in the business, the business
needs to improve and bring the necessary changes in the system. End-users, suppliers,
operational managers and other people involved in Raboshop business.
Process objectives:
1. To reduce the time of the change clearance.
2. To improve the efficiency of the important activities within the process.
3. To reduce the timeliness of activities.
4. To detect the complexity of the change process.
Process input: End-users, suppliers, operational managers and other people and parties
connected to the Raboshop business may submit their requests and desires for new changes.
These requests and desires are the primary initiative for the change process.
Process output: The submitted desire is either rejected or implemented and added to system’s
functions.
Process description: The first step in the process is to analyze and validate the submitted
request. This happens in the bi-periodic change board meetings that currently consist of RCI
and CRG group. Thereafter either the request is rejected or passed to the next phase. Upon
approval a feasibility study is initiated and the outcome will be discussed again in the change
board meeting. Again either it will be rejected or passed. Upon approval a priority will be
assigned to the request. Thereafter a formal so-called RFC will be created. This RFC is
submitted for an impact analysis. When the impact analysis is done, it will be implemented
and integrated into the system’s current features.
Process model:
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Present business request
Discuss it in changebord
Prioritize Perform
feasibility study
Construct RFC
Perform impact analysis
Document the request
Rejected
Re-prioritize
RC
IC
RG
GIC
T
Make a decision
Rejected
+
Implement
Possible sources: End-users, Suppliers
Performance measure Explanation Unit Responsible DQ-Dimension
Number of change
requests
The average number of periodic
submitted change requests.
# RCI Quality
Number of feasibility
studies
Number of the current feasibility
studies per a specific period.
# RCI Cost
Number of finished
feasibility studies
Number of finished feasibility
studies per a specific period of the
year.
# RCI Quality
Time for feasibility study Average time for executing a
feasibility study.
Days RCI Time
Number of RFC’s Number of RFC’s submitted for
implementation per month.
# RCI Cost
Time for impact analysis Average time spent for impact
analysis
Days CRG Time
Amount impact analysis Total amount paid for the
execution of impact analysis
studies per a specific period.
€ RCI Cost
Change Acceptance Rate Proportion of number of accepted
change requests to number of
rejected change requests per a
specific period.
% RCI Flexibility
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Performance metrics validation:
- All the performance metrics pass the quality factors of PEPM approach. The definitions of performance metrics are specific and measurable.
- The performance metrics are mapped to the process objectives to show their relatedness.
Measures \ Objectives 1. Process Timeliness
2. Efficiency of activities
3. Resource timeliness
4. Process complexity
Number of feasibility studies x
Number of finished feasibility
studies x
Time for feasibility study x
Number of RFC’s x
Time for impact analysis x
Amount impact analysis x
Change Acceptance Rate x
Time for change request
clearance x
Time for RFC clearance x
Time for change request
clearance
Average time from registering a
change request till RFC creation.
Days RCI Time, quality
Time for RFC clearance Average time from RFC
submission until RFC
implementation (including impact
analysis).
Days RCI Time, quality
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4.4.10 Release management
New implemented changes and additional features will be bundled together in release
version. The Raboshop releases happen multiple times per year. The process of release
needs to be carefully managed for a successful and error-free release. Any flaw in the new
version of the system may have substantial consequences in interrupting other processes.
Process objectives:
1. To improve the quality of the releases.
2. To improve the timeliness of testing and fixing errors.
3. To improve the productivity of the release process.
4. To improve test plans to reduce production issues.
Process input: A new version of Raboshop. This version includes additional features and
functions or some changes have with respect to the previous version.
Process output: A functioning version of Raboshop replaces the old one.
Process description: The first step of the release is to test the list of the implemented
additional features and the changes made in some of current system’s functionalities.
Thereafter the end-users of Raboshop will be informed about the new version. At the
same time the relevant user acceptance tests will be created (if needed) and then carried
out in order to detect potential errors and flaws in the new version. If no errors are
detected the release will go live according to the plan.
Process model:
Plan release
RC
IC
RG
Develope distributiion &
backout proceduresTest release
UAT
GIC
T
Fix errors
Fix errors
Inform the business
of new release
Carry out
release
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Performance metrics verification and validation: All the performance metrics pass the quality factors of PEPM approach. The definitions of performance metrics are specific and measurable. The performance metrics are mapped to the process objectives to show their relatedness.
Measures \ Objectives 1. Process timeliness
2. Resource timeliness
3. Process productivity
Number of releases x
Number of implemented RFC’s x
Time for unit tests x
Number of identified errors x
Time for UAT x
Percentage of failed release UAT’s x
Time for error fixing x
Incidents caused by new release x
Performance measure Explanation Unit Responsible DQ-Dimension
Number of releases Number of releases per year. # RCI quality
Number of
implemented RFC’s
Number of RFC’s submitted from
business side and implemented and
integrated in the new release.
# RCI quality
Time for unit tests Average total time for application
level unit testing for the new release Days CRG time
Number of identified
errors
Number of identified errors during
unit testing phase of the release # CRG quality
Time for UAT Average time for carrying out the
UA tests. Days RCI time
Percentage of failed
release UAT’s
Percentage of release components
which fail to pass acceptance tests. % RCI quality
Time for error fixing Time until re-submission of fixed
release components. Days CRG time
Incidents caused by
new release
Number of incidents attributable to
new release. # RCI quality
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5. Analysis of PEPM approach
This chapter explains the analysis of the PEPM approach in both composition and
application phases. The experiences and reflections identified and perceived of the approach
are discussed here. The approach is analyzed based on its specific properties, i.e. objective
and process discovery, process performance metrics derivation, and process-oriented
approach.
5.1 PEPM versus the studied performance measurement approaches
This section analyzes PEPM approach by comparing it to the studied performance
measurement approaches. The advantages and disadvantages of the approach are discussed
5.1.1 PEPM approach versus ITIL
ITIL provides a set of processes in the domain of IT service management and associates a
number of performance metrics for each of defined processes. It focuses on processes and
lacks a clear performance measurement strategy. The PEPM approach is similar to ITIL in
the way that both are process-oriented. However, the difference is that PEPM approach has
performance measurement as his main mission. More specifically, PEPM approach uses
process-oriented approach in order to gain insights into performance aspects of e-
procurement system but ITIL focuses on managing the system and operations through
processes.
PEPM approach develops a new classification of ITIL processes by recognizing two sets of
processes: one set concentrates on performance measurement of e-services and the other set
focuses on the measurement of the supporting processes. This categorization provides a
more suitable structure for performance measurement of e-procurement chains.
The PEPM approach does not achieve its objective (i.e. operational control of e-procurement
chain through performance measurement) by only using ITIL sets of processes and metrics.
For example the timeliness performance aspect of the services cannot be addressed without
delving into the service specifics itself because the type of e-procurement services and the
involved resources determine the timeliness aspects of the services. Hence PEPM approach
contains additional procedures compared to ITIL.
5.1.2 PEPM approach vs. other studied performance measurement approaches
PEPM versus Kueng’s approach
The second studied process-oriented performance measurement approach was Kueng’s
(2000) approach. This approach explained what the necessary steps are to measure a
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process. The difference between PEPM approach and Kueng’s approach is in their
objectives. The main objective of the Kueng’s approach is to provide a methodology for
structural process performance metrics identification. On the other hand, PEPM’s objective
is to provide a process-oriented methodology for performance measurement of e-
procurement chains. Therefore the difference between these two approaches is obvious,
namely, PEPM approach focus is far greater than the Kueng’s approach, operational control
of e-procurement chain where many processes are to be measured, in PEPM approach,
versus how a single process is measured, in Kueng’s approach.
PEPM versus GQM method
The GQM method is a goal question metric approach that starts by identification of goals,
development of relevant questions about the goals and ultimately definition of performance
metrics that assess the goals of the measurement. The problem with GQM method is that it
does not necessarily address how the goals are defined in a structural manner and how the
questions have to be developed. The brief explanation of how goals and questions can be
developed in Basili et al. (1994) is somewhat intuitive and demands a very deep knowledge
of the method and performance measurement experience. On the other hand, PEPM
approach is a structural process-oriented approach. The implementer of PEPM approach is
guided through the process of performance measurement and is provided with the
necessary tools and methods to apply each step of the approach. The only similarity between
PEPM approach and GQM method is when in PEPM approach the process goals are to be
defined. GQM methodology was partially used to complete this step of PEPM approach.
PEPM versus BSC method
BSC framework is a comprehensive approach that defines a balanced set of performance
perspectives. The objective of the framework is to define set of performance objective in each
of these perspectives. The defined set of performance objectives and the belonging
performance measures assess monitoring and controlling the business objectives of the
organization. The problem with this approach is that it does not necessarily address how its
steps should be carried out. Kaplan and Norton (1993) introduced a methodology for
implementing the BSC framework where a series of discussion rounds and meetings are
held with the management. Although it provides a structural way to implement the BSC
framework but it is highly dependent on the business opinions. In case the management
does not know what is needed to measure the performance, then the implementation of BSC
framework may result in unnecessary or irrelevant performance metrics. When designing
the PEPM approach, it is more emphasized on how each step should be applied in order to
provide a unified way for implementing the approach. The implementer of the PEPM
approach applies the approach by following the provided instructions. The disadvantage of
PEPM approach with respect to BSC framework is that the strategic business objectives
cannot be mapped directly to the identified process performance metrics.
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PEPM versus financial performance measurement approaches
Since the objective of PEPM approach is the operational control of e-procurement chain,
little attention is paid on the financial performance of the total e-procurement business. On
the other hand, DuPont and other financial performance measurement approaches are
providing extensive methods to assess the financial performance of the organizations.
5.2 Analysis of steps of PEPM approach
Each phase of PEPM approach is analyzed in this section to discuss the strong and weak
points of the approach.
5.2.1 PEPM e-services discovery and measurement
According to the PEPM approach, after the initial step of understanding and identifying the
type of the e-procurement system and specifying the belonging structure of the chain, the e-
services of the e-procurement system are identified and measured. Performance
measurement of e-services results in gaining insights in performance level and quality of
offered e-services. Through the application of this step on Raboshop situation, there were
number of e-services detected. The Raboshop e-services had the type of either automated
(e.g. catalogue buying process) or semi automated business processes (e.g. catalogue
management). Measuring these types of e-services with the help of PEPM approach was
inline with the process-oriented aspect of the approach.
The set of identified ITIL processes and metrics for quality of service performance aspects
caused fast implementation of this step through the application phase. However
identification of timeliness performance aspect of each e-service required application of
process measurement phase of PEPM approach.
5.2.2 PEPM supporting processes identification
In addition to measuring performance of offered e-services by e-procurement system, PEPM
approach covered performance measurement of supporting operations and processes. In
order to detect which of supporting processes should be measured a couple of criteria were
introduced in PEPM approach.
The development of criteria for the selection of supporting processes was very critical for the
efficiency aspect of the approach. The ultimate objective was to keep the number of to be
measured processes to a manageable level and at the same time to achieve the goals of the
approach.
Through the application of this phase on Raboshop situation, the set of ongoing supporting
processes were detected and in order to optimize the set of to be measure processes, the
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selection criteria (i.e. cross-party and outsourcing aspects) were applied. Through the
application phase, the responsibilities of supporting processes were assigned to the parties
of the chain. Hence management received an overview of the role of each party within the
set of supporting processes. Application of selection criteria identified the set of to be
measured processes. Application of this step of PEPM approach generated the critical set of
to be controlled and monitored supporting processes for Raboshop chain.
5.2.3 PEPM process performance measurement
In this stage of PEPM approach, steps 4 – 7, the discovered critical processes were
measured. To do so, the first step was to obtain objectives per process. Designing a
structured table to obtain process performance objectives ensured a unified approach for the
identification of process performance objectives. At the same time, the developed table was
the appropriate guidance on the focal points that must be taken into account when defining
the process performance objectives.
Through the application of this phase on Raboshop it was observed that clear structure of
discovering process performance objective provided a clear strategy for identifying
performance objectives. Moreover, the structure gave a unified method of documenting the
process performance objectives.
The modeling step of the process was composed of process input, output, description, and
the model in BPMN. Composing BPMN models for Raboshop situation clarified the process
participants, their responsibilities within the process and their relationship to each other.
The subsequent step in performance metric discovery phase of PEPM approach was to
derive the process performance metrics. The process performance objectives and process
model were the ingredients for the derivation of process performance metrics. In the PEPM
approach, it was recommended to use the existing set of performance metrics from ITIL and
other relevant studies and apply it to the e-procurement situation.
Through application steps for performance metrics derivation, the set of ITIL performance
indicators used for Raboshop situation were very practical, for both e-services performance
metrics and supporting processes.
The verification and validation of performance metrics in PEPM approach was based on the
quality and their relevancy. Both steps were applied for Raboshop derived process
performance metrics. Through the use of a mapping table designed in PEPM approach, the
relevancy of the performance metrics to the corresponding process performance objectives
was elaborated. The mapping table was perceived as a methodic for the validation of the
performance metrics.
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As stated in section 3.10, step seven of PEPM approach, the quality testing was limited to
specificness and measurability factors of SMART test due to the focus of the PEPM
approach on performance metrics discovery and definition. The rest of SMART quality
factors are testable when the performance metrics are implemented and the relevant data are
retrieved.
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6. Conclusions and Recommendations
The results of this study are summarized in this chapter. The main findings and the answer
to the main question are stated here. Thereafter the eventual recommendations and
suggestions are explained.
6.1 Operational control in e-procurement chains
The study was to address the operational control of e-procurement chains through
performance measurement. The operability factor for business continuity was the main
factor behind the operational control. Operability refers to the ability to keep an equipment,
a system or a whole industrial installation in a safe and reliable functioning condition,
according to pre-defined operation requirements.
The chain operability in an e-procurement business consists of individual operability of
systems and chain participants and their collective efforts. The latter due to the fact that in e-
procurement activities there are systems to enable e-procurement and there are parties (e.g.
buyers and sellers) that interact with the system and to each other.
Performance measurement of the chain produces key insights into the level of operability of
the chain.
Therefore the focus of this study was performance measurement of e-procurement chain to
gain operation control over the chain and therefore the following main research question
was formulated:
“How can the performance of an e-procurement chain be measured in order to provide the chain
management with supportive information about its level of operability?”
The ultimate objective of the study was to develop a performance measurement approach for
operational control of e-procurement chains.
6.2 PEPM approach
Analysis of e-procurement and performance measurement studies resulted in a process-
oriented approach that explains how performance of an e-procurement chain is measured. A
logical structure prior to defining PEPM approaches was created. This structure explains
aspects of e-procurement systems and chains that need to be controlled and ultimately
measured. Figure 26 illustrates aspects that are needed to be monitored and controlled.
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Operational Control of E-procurement chain
Controlling E-procurement
services
Controlling accessibility of
services
Controlling timeliness of
services
Controlling conformance
of services
Controlling reliability of
services
Controlling quality of services
Controlling cost of services
Controlling supporting operations
Controlling service design
Controlling service transition
Controlling service operation
Controlling service strategy
Control on quality of service and supporting processes
Figure 26: Constructs for operational control of e-procurement chains
To measure constructs of monitoring in a systematic manner, a process-oriented
performance measurement approach (i.e. PEPM approach) was composed. This method
clearly identified what needs to be controlled and measured and how it has to be measured.
Through application of PEPM approach the management is able to gain insights on the level
of operability of the chain. A total overview of PEPM approach and its steps are illustrated in
figure 27.
The designed method can be then used by organizations that offer e-procurement e-services.
The method clearly outlines the set of services and processes for controlling and measuring.
6.3 PEPM contributions
1. The designed approach can be applied independent of the organizational structures of e-
procurement chain. The process-oriented aspect of the approach causes viewing the
chain as the set of processes. This fact results in applicability of the PEPM approach to
many different forms of e-procurement chains.
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Step 1: Analyze E-procurement system and
its chain
Step 2: Determine and Measure E-services
Step 3: Select supporting processes
Step 4: Set process
performance objectives
Step 5: Model process
Step 6: Derive process
performance metrics
Step 4: Verify and validate performance
metrics
Process performance measurement
Figure 27: Total overview of PEPM approach
2. The approach is in a way unique from the applicability point of view. There are many
studies that provide approaches and methods for performance measurement of supply
chain management, e-business, and information systems. Most of these papers
introduced set of performance metrics based on their designed approaches but did not
address how their method can be applied. On the contrary, the PEPM approach is a
practical approach that specifically explains detailed steps toward performance
measurement.
3. Application of approaches such as GQM and BSC for performance measurement of e-
procurement chains heavily relies on discussion rounds, management opinions and
organizational goals. These approaches do not provide guidelines for their implementers
of what is required to be measured for the implementers of the approach. On the
contrary, PEPM approach addresses what is needed to be measured and the implementer
of the approach is guided through the process of performance measurement with clear
steps.
4. With respect to the relation between PEPM approach and ITIL, PEPM gives a
performance measurement view to ITIL. The set of ITIL processes are outlined in order
to achieve different performance measurement goals.
5. Efficiency and applicability objectives were the design issues while developing PEPM
approach. The approach is fast-to-apply because it provides specific steps for
performance measurement. Application of each step is facilitated by the use of current
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methods. It is perceived that PEPM approach takes less time to apply than other studied
approaches. PEPM approach is process-oriented thus independent of organizational
structures and provides specific steps that guide the implementer of the approach
through the steps. Therefore PEPM approach is perceived to have high level of
applicability. However, the more definite assessment of these two factors can be obtained
when PEPM is implemented by a third-party implementer.
6. Rabobank Concern Inkoop (RCI) acts as chain management of Raboshop. Monitoring
and controlling the chain and belonging business are the main responsibilities of RCI.
Therefore PEPM approach can be used as a supportive tool for process control and
measurement. It can be applied periodically in order to gain control on processes and
change or update set of performance metrics when changes happen within the business.
6.4 Recommendations
1. A performance measurement system such as GQM-based system introduced by van
Solingen and Berghout (1999) consists of the definition, performance metrics discovery,
data collection, and interpretation phases (figure 13). The scope of the designed PEPM
approach is to discover the performance metrics. The approach does not address how the
performance metrics data can be collected and whether some target values should be
assigned on the defined performance metrics. Hence, the discovered performance
metrics should be further analyzed for the eventual assignment of target values.
Thereafter the exact data collection methods and the method for the analysis of the
results have to be considered.
2. The developed PEPM approach was applied to only one case study, i.e. Raboshop. To
gain more reliable conclusions and assess the efficiency and practicality aspects of the
approach, more case studies are needed as well. It is recommended that the developed
approach should be analyzed through application on other e-procurement situations as
well.
6.5 Future research
1. The scope of the developed performance measurement approach was at the operational
control level. Tactical and strategic levels of control are not discussed in PEPM approach.
A study on these levels of control completes performance measurement on all the
management levels. The optimal goal for performance measurement of e-procurement
chains is to create a complete performance measurement approach for the e-
procurement chains for all management levels.
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2. In the PEPM approach the processes were represented by modeling them in the process
modeling language BPMN. Conceptual mapping and data modeling for process
representations are the alternative options to model the processes. These two provide a
more detailed and exact specification of the processes which define and relate the
performance metrics for specific process data. However it is perceived that conceptual
mapping and data modeling are less suitable for management to understand process
steps. A further research on the most suitable data representation method for PEPM
approach is desired.
6.6 Delimitation
1. The set of studied performance measurement approaches are limited to a few whereas
an abundance of approaches existed. However, the studied approaches are widely
appreciated and used in both academic papers and industrial solutions.
2. An evaluation of derived performance metrics is done with respect to the process of
PEPM approach itself. Due to time constraints, gauging of these measures is not carried
out for Raboshop and therefore it is infeasible to determine the appropriateness of
measures to the industry case.
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7. References
Angeles, R., 2005. Business -to-business e-procurement corporate initiative: A descriptive
empirical study. Fredericton, NB, Canada, ICEC conference, 2005,
Anthony, R.N., 1965. Planning and Control Systems: A Framework for Analysis. Harvard Business School, Cambridge, MA. Bremser, W.G., Chung, Q.B., 2005. A framework for performance measurement in the e-business
environment. Electronic Commerce Research and Applications 4, 395-412, Elsevier.
Brockers, A., Differding, C., Threin, G., 1996. The Role of Software Process Modeling in
Planning Industrial Measurement Programs. IEEE, Proceedings of Metrics.
Brown, M.G., 2010. Pocket Guide to Performance Management. Quality Press; Spi edition.
Business Performance Improvement Resource (BPIR). URL: http://www.bpir.com. Last
access on July 2010.
COBIT, 2000. Control Objectives. Released by the COBIT Steering Committee and the IT
Governance Institute.
De Boer, L., Harink, J., Heijboer, G., 2001. A Model For Assessing The Impact Of Electronic
Procurement Forms. The 10th International Annual IPSERA Conference.
Dumas, M., O’Sullivan, J., Heravizadeh, M., Edmond, D., ter Hofstede, A., 2001. Towards A Semantic Framework For Service Description. In: Proceedings of the Kluwer Academic Publishers. Folan, P., Browne, J., 2005. A review of performance measurement: Towards performance measurement. Computers in Industry 56, 663-680. Gable, G.G., Sedera, D., Chan, T., 2003. Enterprise Systems Success: A Measurement Model.
Twenty-Fourth International Conference on Information Systems.
Garrett, S.E.G., Skevington, P.J., 1999. An introduction to eCommerce. BT Technol J, Vol 17,
No.3.
Ghandour, A., Deans, K., Benwell, G., 2008. Measuring eCommerce Website Success. 19th
ACIS, Christchurch.
Gunasekaran, A., Patel, C., MacGaughey, R.E., 2004. A framework for supply chain
performance measurement. International journal of production economics 87, 333-347,
Elsevier.
Performance Measurement for E-procurement Chain Management
Master Thesis -93- TU/e
Gunasekaran, A., Patel, C., Tirtiroglu, E., 2001. Performance measures and metrics in a supply
chain environment. International Journal of Operations & Production Management. Vol 21,
No. ½ , pp. 71-87. MCB University Press.
Han, K.H., Kang, J.G., 2007. Two-stage Process Analysis Using the Process-oriented Performance Measurement Framework and Process Simulation. Fifth International Conference on Software Engineering Research, Management and Applications. Information Technology Infrastructure Library (ITIL). URL: http://www.itil.nl. Last accessed
on July 2010.
Jansen-Vullers, M.H., Reijers, H.A., 2003. Business Process Redesign for effective e-commerce processes in the service industry. BETA technical report, Eindhoven University of Technology. Kaplan, R., Norton, D., 1993. Putting the balanced scorecard to work. Harvard Business Review 71 (5), 134-147. Kaplan, R.S., Norton, D.P., 1992. The Balanced Scorecard – Measures that Drive Performance.
Harvard Business Review.
Kim, J., Suh, E., Hwang, H., 2003. A model for evaluating the effectiveness of CRM using the
balanced scorecard. Journal of Interactive Marketing, Volume 17, Number 2.
Klinkenberg, N., Rietveld, E., 2002. De knikkers en het spel – Ondernemerschap voor managers.
Thema.
Ko, R.K.L, 2009. A Computer Scientist’s Introductory Guide To Business Process Management (BPM). ACM, Crossroads, Volume 15, No.4. Kueng, P., 2000. Process performance measurement system: a tool to support process-based organizations. Total Quality Management, Vol. 11, No. 1, 67-85. Kueng, P., Krahn, A.J.W., 1999. Building a Process Performance Measurement System: some
early experiences. Journal of Scientific & Industrial Research, Vol. 58, No. ¾, pp. 149-159.
Kuzic, J., Fisher, J., Scollary, A., 2002. Electronic commerce benefits, challenges and success
factors in the austoralian banking and finance industry. ECIS, Poland.
Li, J., Li, L., 2005. On the Critical Success Factors for B2B E-marketplace. ICEC’05, Xi’an,
China, ACM.
Lucey, T., 2005. Management Information Systems. London: Thomson, 9th edition, ISBN:
978-1-84480-125-8.
Martinsons, M., Davison, R., Tse, D., 1999. The balanced scorecard: a foundation for the
strategic management of information systems. Decision Support Systems 25, 71-88, Elsevier.
Performance Measurement for E-procurement Chain Management
Master Thesis -94- TU/e
Meier, A., Stormer, H., 2009. eBusiness & eCommerce: Managing the Digital Value Chain.
Springer-Verlag, Berling Heidelberg.
Mistry, J. Performance Measurement In the eCommerce Industry. Worcester Polytechnic
Institute. Journal of Business & Economics Research, volume 1, number 11.
Morisawa, T., 2002. Building Performance Measurement Systems with the Balanced Scorecard
Approach. Nomura Research Institute, No.45.
National e-Procumement Project (NEPP), Desktop Guide to e-Procurement. Part 5: What is
an e-Marketplace… and how to get started. www.nepp.org.uk.
Neely, A., Mills, J., Platts, K., Richards, H., Gregory, M., Bourne, M., Kennerley, M., 2000.
Performance measurement system design: developing and testing a process-oriented approach.
International Journal of Operations and Production Management 20 (10), 1131-1145.
Overmeer, M., Palte, Y., Kars, M., Geelof, R., 2008. Ketenregie bij de WIZ-diensten. Divosa
Academie, Universiteit Twente.
Owen, M., Raj, J., 2003. BPMN and Business Process Management. Introduction to the New
Business Process Modeling Standard. Popkin Software.
Reijers, H.A., 2002. Design and Control of Workflow Processes. Business Process Management
for the Service Industry. Eindhoven University Press Facilities.
Reijers, H.A., Mansar, S.L., 2005. Best practices in business process redesign: an overview and qualitative evaluation of successful redesign heuristics. Omega, The International Journal of Management Science, No. 33, pp. 283-306. Romeyn, T., Rietveld, E., 2009. GrexxBoxx. Whitepaper Grexx.
Seel, C., Thomas, O., 2007. Process Performance Measurement for E-Government: A Case Scenario from the German Ministerial Administration. Systemics, Cybernetics and Informatics, Volume 5 – Number 3. Smith, H., Neal, D., Ferrara, L., Hayden, F., 2002. The Emergence of Business Process
Management. CSC Research Services.
Spanos, N. 100 IT Performance Metrics. Solution Consulting, Computer Aid, Inc.
Sriram, V., Stump, R., 2004. Information technology investments in purchasing: an empirical
investigation of communications, relationship and performance outcomes. Omega 32, The
International Journal of Management Science, 41-55.
Performance Measurement for E-procurement Chain Management
Master Thesis -95- TU/e
Stroh, S., Artley, W., 2001. The Performance-oriented Management Handbook, Establishing an
integrated performance measurement system. Performance-oriented Management Special
Interest Group (PBM SIG).
Subramaniam, C., Shaw, M.J., 2002. A study of the value and impact of B2B E-commerce: the
case of web-base procurement. International Journal of Electronic Commerce, Vol. 5, No.4, 19-
40.
The Control Objectives for Information and related Technology (COBIT). URL:
http://www.isaca.org. Last accessed on July 2010.
Turban, E., King, D., Viehland, D., Lee. J., 2005. Electronic Commerce: A Managerial
Perspective. Pearson-Prentice Hall, Upper Saddle River, NJ.
U.S. General Accounting Office (GAO), 2005. Performance measurement and evaluations.
GAO-05-739SP.
Vaidya, K., Callender, G., Sajeev, A.S.M., Gao, J., 2004. Towards a Model for Measuring the
Performance of e-Procurement Initiatives in the Australian Public Sector: A Balanced Scorecard
Approach. AEGC, University of Melbourne.
van der Aalst, W.M.P, ter Hofstede, A.H.M., Weske, M., 2003. Business process management: A survey. In proceedings of the Business Process Management: International Conference (BPM’03). Van der Aalst, W.M.P., Van Hee, K.M., 2002. Workflow management: models, methods, and
systems. MIT Press.
Van Weele, A., Lakemond, N., Claessens, F., 2003. E-Procurement: Feit of Fictie?.
Management & Informatie.
Weele, A.J. van, Veth, A.F.L, 2001. Concurrentiekracht door e-procurement: nu of nooit? Holland Management Review, 2(25), 54-71. White, S.A., 2004. Introduction to BPMN. IBM Corporation.
Yin, R.K., 2003. Case study research – Design and methods. Sage Publications – London.
Zur Muehlen, M., 2001. Workflow-oriented Process Controlling – Or: What You Can Measure You Can Control. In: Layna Fischer (Ed.): Workflow. Handbook. Future Strategies, Lighthouse Point, FL, pp. 51-77.
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Appendices
In this chapter the supplementary material for the thesis report is represented.
Appendix A: BPMN
The processes are modeled in the BPMN language. The following figure illustrates the core
set of this modeling language (taken from BPMI.org). The reader is referred to the tutorial of
BPMN (Owen and Raj, 2003) for further the complete understanding of the language.
Appendix B: ITIL processes In the following table set of ITIL processes are defined.
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Process Name Process definition
Service Portfolio Management
To decide on a strategy to serve customers, and to develop the service provider's offerings and capabilities.
Financial Management
To manage the service provider's budgeting, accounting and charging requirements.
Service Catalogue Management
To ensure that a Service Catalogue is produced and maintained, containing accurate information on all operational services and those being prepared to be run operationally. Service Catalogue Management provides vital information for all other Service Management processes: Service details, current status and the services' interdependencies.
Service Level Management
To negotiate Service Level Agreements with the customers and to design services in accordance with the agreed service level targets. Service Level Management is also responsible for ensuring that all Operational Level Agreements and Underpinning Contracts are appropriate, and to monitor and report on service levels.
Risk Management To identify, assess and control risks. This includes analyzing the value of assets to the business, identifying threats to those assets, and evaluating how vulnerable each asset is to those threats.
Capacity Management
To ensure that the capacity of IT services and the IT infrastructure is able to deliver the agreed service level targets in a cost effective and timely manner. Capacity Management considers all resources required to deliver the IT service, and plans for short, medium and long term business requirements.
Availability Management
To define, analyze, plan, measure and improve all aspects of the availability of IT services. Availability Management is responsible for ensuring that all IT infrastructure, processes, tools, roles etc are appropriate for the agreed availability targets.
Continuity Management
To manage risks that could seriously impact IT services. ITSCM ensures that the IT service provider can always provide minimum agreed Service Levels, by reducing the risk from disaster events to an acceptable level and planning for the recovery of IT services. ITSCM should be designed to support Business Continuity Management.
Security Management
To ensure the confidentiality, integrity and availability of an organization's information, data and IT services. Information Security Management usually forms part of an organizational approach to security management which has a wider scope than the IT Service Provider.
Compliance Management
To ensure IT services, processes and systems comply with enterprise policies and legal requirements.
Architecture Management
To define a blueprint for the future development of the technological landscape, taking into account the service strategy and newly available technologies.
Supplier Management
To ensure that all contracts with suppliers support the needs of the business, and that all suppliers meet their contractual commitments.
Change Management
To control the lifecycle of all Changes. The primary objective of Change Management is to enable beneficial Changes to be made, with minimum disruption to IT services.
Project Management
To plan and coordinate the resources to deploy a major Release within the predicted cost, time and quality estimates.
Release Management
To plan, schedule and control the movement of releases to test and live environments. The primary goal of Release Management is to ensure that the integrity of the live
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environment is protected and that the correct components are released.
Service Validation and Testing
To ensure that deployed Releases and the resulting services meet customer expectations, and to verify that IT operations is able to support the new service.
Application Development and
Customization
To make available applications and systems which provide the required functionality for IT services. This process includes the development and maintenance of custom applications as well as the customization of products from software vendors.
Service Asset and Configuration Management
To maintain information about Configuration Items required to deliver an IT service, including their relationships.
Knowledge Management
To gather, analyze, store and share knowledge and information within an organization. The primary purpose of Knowledge Management is to improve efficiency by reducing the need to rediscover knowledge.
Event Management
To filter and categorize Events and to decide on appropriate actions. Event Management is one of the main activities of Service Operations.
Incident Management
To manage the lifecycle of all Incidents. The primary objective of Incident Management is to return the IT service to users as quickly as possible.
Request Fulfillment
To fulfill Service Requests, which in most cases are minor (standard) Changes (e.g. requests to change a password) or requests for information.
Access Management
To grant authorized users the right to use a service, while preventing access to non-authorized users. The Access Management processes essentially executes policies defined in IT Security Management. Access Management is sometimes also referred to as Rights Management or Identity Management.
Problem Management
To manage the lifecycle of all Problems. The primary objectives of Problem Management are to prevent Incidents from happening, and to minimize the impact of incidents that cannot be prevented. Proactive Problem Management analyses Incident Records, and uses data collected by other IT Service Management processes to identify trends or significant Problems.
IT Operations Management
To monitor and control the IT services and IT infrastructure. The process IT Operations Management executes day-to-day routine tasks related to the operation of infrastructure components and applications. This includes job scheduling, backup and restore activities, print and output management, and routine maintenance.
Service Evaluation To evaluate service quality on a regular basis. This includes identifying areas where the targeted service levels are not reached, and holding regular talks with business to make sure that the agreed service levels are still in line with business needs.
Process Evaluation To evaluate processes on a regular basis. This includes identifying areas where the targeted process metrics are not reached, and holding regular benchmarking, audits, maturity assessments and reviews.
Definition of Improvement
Initiatives
To define specific initiatives aimed at improving services and processes, based on the results of service and process evaluation. The resulting initiatives are either internal initiatives pursued by the service provider on his own behalf, or initiatives which require the customer’s cooperation.
CSI Monitoring To verify if improvement initiatives are proceeding according to plan
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Appendix C: ITIL performance indicators
KPI Service Portfolio management Definition
Number of Planned New Services Percentage of new services which are developed, being triggered by Service Portfolio Management
Number of Unplanned New Services Percentage of new services which are developed without being triggered by Service Portfolio Management
Number of Strategic Initiatives Number of strategic initiatives launched from the Service Portfolio Management process
Number of New Customers Number of newly won customers
Number of Lost Customers Number of customers which were lost to competing service providers
KPI Financial Management Definition
Adherence to Budgeting Process Percent of projects using the standard IT budgeting process
Cost-/ Benefit Estimation Percent of project files containing cost-/ benefit estimates
Post Implementation Review Percent of projects where costs and benefits are verified after implementation
Adherence to Approved Budget Percent of IT expenses exceeding the approved budget
Adherence to Project Resources Percent of expenses exceeding the planned budget for a project
Proposals for Cost Optimization Number of proposals by Financial Management for the optimized use of financial resources
KPI Service Level Management Definition
Services covered by SLAs Number of services covered by SLAs
Services covered by OLAs/ UCs Number of Services where SLAs are backed up by corresponding OLAs/ UCs
Monitored SLAs Number of monitored Services/ SLAs, where weak-spots and counter-measures are reported
SLAs under Review Number of Services/ SLAs which are regularly reviewed
Fulfilment of Service Levels Number of Services/ SLAs where the agreed service levels are fulfilled
Number of Service Issues Number of issues in the service provision, which are identified and addressed in an improvement plan
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KPI Capacity Management Definition
Incidents due to Capacity Shortages Number of incidents occurring because of insufficient service or component capacity
Exactness of Capacity Forecast Deviation of the predicted capacity development from actual course
Capacity Adjustments Number of adjustments to service and component capacities due to changing demand
Unplanned Capacity Adjustments Number of unplanned increases to service or component capacity as result of capacity bottlenecks
Resolution Time of Capacity Shortage
Resolution time for identified capacity bottlenecks
Capacity Reserves Percentage of capacity reserves at times of normal and maximum demand
Percentage of Capacity Monitoring Percentage of services and infrastructure components under capacity monitoring
KPI Availability Management Definition
Service Availability Availability of IT Services relative to the availability agreed in SLAs and OLAs
Number of Service Interruptions Number of service interruptions
Duration of Service Interruptions Average duration of service interruptions
Availability Monitoring Percentage of services and infrastructure components under availability monitoring
Availability Measures Number of implemented measures with the objective of increasing availability
IT Service Continuity Management Definition
Business Processes with Continuity Agreements
Percentage of business processes which are covered by explicit service continuity targets
Gaps in Disaster Preparation Number of identified gaps in the preparation for disaster events (major threats without any defined counter measures)
Implementation Duration Duration from the identification of of a disaster-related risk to the implementation of a suitable continuity mechanism
Number of Disaster Practices Number of disaster practices actually carried out
Number of Identified Shortcomings during Disaster Practices
Number of identified shortcomings in the preparation for disaster events which are identified during practices.
KPI IT Security Management Definition
Number of Implemented Preventive Measures
Number of preventive security measures which were implemented in response to identified security threats
Implementation Duration Duration from the identification of a security threat to the implementation of a suitable counter measure
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Number of Major Security Incidents Number of identified security incidents, classified by severity category
Number of Security-Related Service Downtimes
Number of security incidents causing service interruption or reduced availability
Number of Security Tests Number of security tests and trainings carried out
Number of Identified Shortcomings during Security Tests
Number of identified shortcomings in security mechanisms which were identified during tests
KPI Supplier Management Definition
Number of Agreed UCs Percentage of contracts underpinned by UCs
Number of Contract Reviews Number of conducted contract and supplier reviews
Number of Identified Contract Breaches
Number of contractual obligations which were not fulfilled by suppliers (identified during contract reviews)
KPI Change Management Definition
Number of Major Changes Number of major changes assessed by the CAB (Change Advisory Board)
Number of CAB Meetings Number of CAB (Change Advisory Board) meetings
Time for Change Clearance Average time from registering an RFC with Change Management until Change clearance
Change Acceptance Rate Number of accepted vs. rejected RFCs
Number of Urgent Changes Number of urgent changes assessed by the ECAB (Emergency Change Advisory Board)
KPI Project Management Definition
Number of Projects Number of major release rollouts under the control of Project Management
Percentage of Projects with Project Charters
Percentage of projects which are started with a signed Project Charter in place
Number of Changes to Project Charter
Number of changes to the Project Charter after project start
Adherence to Project Budget Actual vs. planned consumption of financial and personnel resources
Project Delays Actual vs. planned project completion dates
KPI Release and Deployment Management
Definition
Number of Releases Number of releases rolled out into the productive environment, grouped into Major and Minor Releases
Duration of Major Deployments Average duration of major deployments from clearance until completion
Number of Release Backouts Number of releases which had to be reversed
Proportion of Automatic Release Proportion of new releases distributed automatically
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Distribution
KPI Service Validation and Testing Definition
Percentage of Failed Release Component Acceptance Tests
Percentage of release components which fail to pass acceptance tests
Number of Identified Errors Number of identified errors during release testing per release
Time for Error Fixing Time until re-submission of fixed release components
Incidents Caused by New Releases Number of Incidents attributable to new releases
Percentage of Failed Service Acceptance Tests
Percentage of Service Acceptance Tests which fail to obtain the customer’s sign-off
KPI Service Asset and Configuration Management
Definition
Verification Frequency Frequency of physical verifications of CMS contents
Verification Duration Average duration for physical verifications of the CMS contents
Effort for CMS Verifications Average work effort for physical verifications of the CMS contents
CMS Coverage Percentage of configuration components for which data is kept in the CMS
Automatic CMS Update Percentage of configuration components for which data in the CMS is updated automatically
Number of CMS Errors Number of occasions when CMS contents are found to be incorrect
KPI Incident Management Definition
Number of Repeated Incidents Number of repeated Incidents, with known resolution methods
Remotely Resolved Incidents Number of incidents resolved remotely by the Service Desk (i.e. without carrying out work at user's location)
Number of Escalations Number of escalations for incidents not resolved in the agreed resolution time
Number of Incidents Number of incidents registered by the Service Desk - per category
Incident Resolution Time Average time for resolving an incident - per category
First Time Resolution Rate Percentage of incidents resolved at the Service Desk during the first call - per category
Resolution within SLA Rate of incidents resolved during solution times agreed in SLA
Incident Resolution Effort Average work effort for resolving incidents per category
KPI Problem Management Definition
Number of Problems Number of Problems registered by Problem Management - per category
Problem Resolution Time Average time for resolving a problem - per category
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Number of Incidents per Problem Average number of incidents linked to the same problem before problem identification
Number of Incidents per Known Problem
Average number of incidents linked to the same problem after problem identification
Time until Problem Identification Average time between first occurance of an incident and identification of the underlying root cause
Problem Resolution Effort Average work effort for resolving problems - per category
KPI Service Evaluation Definition
Number of Customer Complaints Number of received customer complaints
Number of Accepted Customer Complaints
Number of received customer complaints which were accepted as justified
Number of Customer Satisfaction Surveys
Number of formal Customer Satisfaction Surveys carried out during the reporting period
Percentage of Returned Questionnaires
Percentage of questionnaires returned, in relation to all questionnaires being sent out
Number of Service Evaluations Number of formal Service Evaluations carried out during the reporting period
Number of Identified Weaknesses Number of weaknesses which were identified during Service Evaluation, to be addressed by improvement initiatives
KPI Process Evaluation Definition
Number of Process Benchmarkings, Maturity Assessments, and Audits
Number of formal Process Benchmarkings, Maturity Assessments, and Audits carried out during the reporting period
Number of Process Evaluations Number of formal Service Evaluations carried out
Number of Identified Weaknesses Number of weaknesses which were identified during Service Evaluation, to be addressed by improvement initiatives
KPI Definition of Improvement Initiatives
Definition
Number of Improvement Initiatives Number of improvement initiatives, resulting from identified weaknesses during Service and Process Evaluation
Number of Completed Improvement Initiatives
Number of improvement initiatives which were completed during the reporting period