Date post: | 12-Aug-2015 |
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MELJUN P. CORTES
MELJUN P. CORTES
Descriptive AnalyticsUnderstanding and Analyzing Business Performance
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MELJUN P. CORTES
“Analytics” - Definition“.. the process of analyzing information from a particular domain, such as website analytics..”
“… applying the breadth of BI capabilities to a specific content area (for example, sales, service, supply chain and so on).”
“…describe statistical and mathematical data analysis that clusters, segments, scores and predicts what scenarios are most likely to happen..”
Gartner, IT Glossary > Analytics
“Analytics facilitates realization of business objectives through reporting of data to analyze trends, creating predictive models for forecasting and optimizing business processes for enhanced performance.”
Institute for Operations Research and Management Science (INFORMS)
MELJUN P. CORTES
Analytics – Five Key Areas Of Customer Needs
Business analytics centers around five key areas of customer needs:
Information access Insight Foresight
Business agilityBusiness agility Strategic alignmentStrategic alignment
MELJUN P. CORTES
Descriptive Analytics
also referred to as business intelligence provides a clear understanding of what has happened in the
past through:– visualization of key performance metrics, or – data in a report or dashboard
Today, the past can be as recent as just a millisecond ago
INTUITION needed and ability to INTERPRET the data
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Descriptive Analytics – Three Categories
Standard Report and Dashboarding
Adhoc reporting
Analysis/Query/Drill-down
MELJUN P. CORTES
Descriptive Analytics – The “most understood” Analytics
most commonly used and most well understood type of analytics:– Categorizes– Characterizes– Consolidates– Classifies Data
Includes: – Dashboards– reports (e.g., budget, sales, revenue and costs)– various types of queries
Tools provide ways of interfacing to enterprise data sources, including: – report generation, – distribution capability– data visualization facilities
Descriptive analytics techniques are most commonly applied to structured data help to provide an understanding of the past as well as events occurring in real-
time
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Descriptive Analytics - Implementation Many are implemented though out-of-the-box business intelligence software
solutions or spreadsheet tools
version control difficulties may result from a proliferation of spreadsheets
Advantage of a descriptive analytics software platform: connectivity to the underlying trusted information management system The ability to work with data along multiple dimensions to gain insight
– what is happening now?
– what happened in the past?
descriptive analytics relies on the human review of data– does not contain robust techniques that facilitate understanding what might happen in
the future
– does not provide the tools to suggest decisions of what should be done next
MELJUN P. CORTES
Descriptive Analytics & Business Performance Insight
Descriptive analytics does provide significant insight into business performance
Enables users to better monitor and manage their business processes
Often serves as a first step in the successful application of predictive or prescriptive analytics
Organizations effectively using descriptive analytics typically have:
– A single view of the past
– Can focus their attention on the present
– Not lose time on reconciling different views of the past