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Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution...

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Christian Rast Global Head of Data & Analytics D&A Insights: Berlin 2016 19 October 2016
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Page 1: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

Christian Rast

Global Head of Data & Analytics

D&A Insights: Berlin 2016

19 October 2016

Page 2: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

2© 2016 KPMG International Cooperative (‘KPMG International’), a Swiss entity. Member firms of the KPMG network of independent firms are affiliated with KPMG

International. KPMG International provides no services to clients. No member firm has any authority to obligate or bind KPMG International or any other member firm vis-à-

vis third parties, nor does KPMG International have any such authority to obligate or bind any member firm. All rights reserved.

Countries

36Participants

>280Days

2

Companies

54Speakers

22Sector

Spotlights

3

Page 3: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

Setting the scene: a global view of today’s marketBerlin, 19 October 2016

Page 4: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

Data & Analytics is no longer a trend —it is a given

Page 5: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

5© 2016 KPMG International Cooperative (‘KPMG International’), a Swiss entity. Member firms of the KPMG network of independent firms are affiliated with KPMG

International. KPMG International provides no services to clients. No member firm has any authority to obligate or bind KPMG International or any other member firm vis-à-

vis third parties, nor does KPMG International have any such authority to obligate or bind any member firm. All rights reserved.

Main drivers for fourth industrial revolution depend on D&AData & Analytics

33%say D&A has already

delivered better business

performance and

49%believe that it will deliver

better business performance

over the next 2 years

Industry 4.0

Internet of ThingsIoT is expected to grow from just 2% of the

digital universe in 2013 to 10% in 2020

Big Data

Big Data was a $28.5bn market in

2014, growing to $50.1bn in 2017

Sources: KPMG CEO Survey 2016, GTAI, McKinsey, Forbes, WikiBon, Baseline

Page 6: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

6© 2016 KPMG International Cooperative (‘KPMG International’), a Swiss entity. Member firms of the KPMG network of independent firms are affiliated with KPMG

International. KPMG International provides no services to clients. No member firm has any authority to obligate or bind KPMG International or any other member firm vis-à-

vis third parties, nor does KPMG International have any such authority to obligate or bind any member firm. All rights reserved.

Potential versus challenges and threatsTechnology

77%of CEOs are

concerned about

whether their

organization is

keeping up with new

technologies

Innovation

77%of CEOs say it is

important to

specifically

include innovation in

their business

strategy

Disruption

65%of CEOs are

concerned that new

entrants are

disrupting their

business models

Page 7: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

7© 2016 KPMG International Cooperative (‘KPMG International’), a Swiss entity. Member firms of the KPMG network of independent firms are affiliated with KPMG

International. KPMG International provides no services to clients. No member firm has any authority to obligate or bind KPMG International or any other member firm vis-à-

vis third parties, nor does KPMG International have any such authority to obligate or bind any member firm. All rights reserved.

Digital disruption and business transformation

Established business models Platforms

D&A

Page 8: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

Industries have been disrupted by digitalizationLearn how they have taken on the challenge

Page 9: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

9© 2016 KPMG International Cooperative (‘KPMG International’), a Swiss entity. Member firms of the KPMG network of independent firms are affiliated with KPMG

International. KPMG International provides no services to clients. No member firm has any authority to obligate or bind KPMG International or any other member firm vis-à-

vis third parties, nor does KPMG International have any such authority to obligate or bind any member firm. All rights reserved.

Horizontal/vertical platforms — market standard not yet establishedSmartphones

Taking control of the car’s screen offering

maps, messaging, music and more

Diverse mobility

35m drivers will use car-sharing by 2021

Automotive

Page 10: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

10© 2016 KPMG International Cooperative (‘KPMG International’), a Swiss entity. Member firms of the KPMG network of independent firms are affiliated with KPMG

International. KPMG International provides no services to clients. No member firm has any authority to obligate or bind KPMG International or any other member firm vis-à-

vis third parties, nor does KPMG International have any such authority to obligate or bind any member firm. All rights reserved.

Connectivity/digital platforms — disrupt the automotive sector

Autonomous cars

There will be 21mautonomous cars by

2035

Automotive

Electrification

There will be 400melectric cars on our

roads in 2040

Car sharing

More than 15% of all

cars on the road will

be shared by 2030

Sources: Bloomberg, IHS Automotive, Morgan Stanley, BCG, Barclays

Page 11: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

11© 2016 KPMG International Cooperative (‘KPMG International’), a Swiss entity. Member firms of the KPMG network of independent firms are affiliated with KPMG

International. KPMG International provides no services to clients. No member firm has any authority to obligate or bind KPMG International or any other member firm vis-à-

vis third parties, nor does KPMG International have any such authority to obligate or bind any member firm. All rights reserved.

Tools used to provide insights and generate valueKPMG dealer network

optimization

Strategic options for an automotive

dealership based on market attractiveness

Automotive

KPMG global production

footprint

Use of data & analytics tools to monitor

and visualize production processes

An

aly

sis

m

od

ule

Bu

sin

ess u

nit

Page 12: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

12© 2016 KPMG International Cooperative (‘KPMG International’), a Swiss entity. Member firms of the KPMG network of independent firms are affiliated with KPMG

International. KPMG International provides no services to clients. No member firm has any authority to obligate or bind KPMG International or any other member firm vis-à-

vis third parties, nor does KPMG International have any such authority to obligate or bind any member firm. All rights reserved.

Disruption will be driven by technology platforms

Retail

Page 13: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

13© 2016 KPMG International Cooperative (‘KPMG International’), a Swiss entity. Member firms of the KPMG network of independent firms are affiliated with KPMG

International. KPMG International provides no services to clients. No member firm has any authority to obligate or bind KPMG International or any other member firm vis-à-

vis third parties, nor does KPMG International have any such authority to obligate or bind any member firm. All rights reserved.

Real source of value creationBig Data

Retailers who fully leverage the power of Big Data could increase their margins by 60%

Retail

72%are collecting and

analyzing open data (e.g.,

government data)

64%are gathering social

media data (e.g.,

Facebook, Twitter)

78%are collecting location

on-based information (e.g.

GPS, mobile logins)

Page 14: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

14© 2016 KPMG International Cooperative (‘KPMG International’), a Swiss entity. Member firms of the KPMG network of independent firms are affiliated with KPMG

International. KPMG International provides no services to clients. No member firm has any authority to obligate or bind KPMG International or any other member firm vis-à-

vis third parties, nor does KPMG International have any such authority to obligate or bind any member firm. All rights reserved.

Forecast demand, optimize pricing and identify customersVideo analytics

— Study customer paths and

behavior, helping retailers to

design more effective store

layouts

— Utilizing video analytics

for traffic and conversion

analysis to integrate

workforce management and

re-align staffing based on

traffic trends

Retail

Real-time pricing

Major retailer adjusts pricing in

near-real time for 73m items,

based on demand and

inventory, using technology

from SAS Institute

KPMG Location

Analytics solutions

Provides retailers the ability to

track customer movement in

real-time, easily integrating various

data sources and having the ability

to interact with visitors in real-

time based on their profile

Shopping mall

heat map

Customer

interaction

Sources: GTAI, McKinsey, Forbes, WikiBon, Baseline, Infosys, IBM, WIPRO

Page 15: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

15© 2016 KPMG International Cooperative (‘KPMG International’), a Swiss entity. Member firms of the KPMG network of independent firms are affiliated with KPMG

International. KPMG International provides no services to clients. No member firm has any authority to obligate or bind KPMG International or any other member firm vis-à-

vis third parties, nor does KPMG International have any such authority to obligate or bind any member firm. All rights reserved.

Standardized platform for transactions and communication

Hosting a global

platform, monitoring

its traffic and owning

the data will generate

tremendous value

Banking

Page 16: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

16© 2016 KPMG International Cooperative (‘KPMG International’), a Swiss entity. Member firms of the KPMG network of independent firms are affiliated with KPMG

International. KPMG International provides no services to clients. No member firm has any authority to obligate or bind KPMG International or any other member firm vis-à-

vis third parties, nor does KPMG International have any such authority to obligate or bind any member firm. All rights reserved.

Open platform enriched by public sources

Sources: Deutsche Bank, Aureus Analytics, STBigData, Data Science Association

Banking

Computational complexity example:

1m

customers

46Pricing zones

18products

KPMG Deposit Pricing

Optimization solution

A fully automated, closed-loop pricing optimization

solution that leverages predictive analytics

combined with a pricing optimization model.

Big Data analytics

Use analytic capabilities to generate credit card

information, transactional data and publicly

available economic statistics to develop proprietary

insights into consumer trends.

Monitor financial market activity by using network

analytics and natural language processors to

catch, e.g., illegal trading activity

Matching & rule-based

algorithms

Enable the business to gain greater

visibility on its performance and identify

abnormal information to quickly flag

errors (applied, e.g., in anti-money

laundering processes).

Page 17: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

17© 2016 KPMG International Cooperative (‘KPMG International’), a Swiss entity. Member firms of the KPMG network of independent firms are affiliated with KPMG

International. KPMG International provides no services to clients. No member firm has any authority to obligate or bind KPMG International or any other member firm vis-à-

vis third parties, nor does KPMG International have any such authority to obligate or bind any member firm. All rights reserved.

Smart devices connected to healthcare apps Healthcare

Page 18: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

18© 2016 KPMG International Cooperative (‘KPMG International’), a Swiss entity. Member firms of the KPMG network of independent firms are affiliated with KPMG

International. KPMG International provides no services to clients. No member firm has any authority to obligate or bind KPMG International or any other member firm vis-à-

vis third parties, nor does KPMG International have any such authority to obligate or bind any member firm. All rights reserved.

Massive insights from connected smart devicesInternet of Things

$177b projected

healthcare IoT market

segment by 2020

Sources: InformartionWeek Healthcare, Study: Big data analytics in healthcare

Zio XT Patch Electrocardiogram patches

developed by iRhythm aim to

detect abnormal heart activity over an extended period of time

HealthPatch MD, a

biosensor developed by Vital

Connect that measures and

tracks a patient's heart rate,

respiratory rate, skin

temperature, and body posture

Quell Wearable created by

NeuroMetrix to reduce

pain by using an accelerometer

to gauge a user's activity level

and adjust its stimulation

intensityGlucose monitoring Abbott

designed a wearable continuous

glucose monitoring system for

people with diabetes

Healthcare

Page 19: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

19© 2016 KPMG International Cooperative (‘KPMG International’), a Swiss entity. Member firms of the KPMG network of independent firms are affiliated with KPMG

International. KPMG International provides no services to clients. No member firm has any authority to obligate or bind KPMG International or any other member firm vis-à-

vis third parties, nor does KPMG International have any such authority to obligate or bind any member firm. All rights reserved.

Platforms share data and analyze patternsExample: premier US healthcare alliance network

—Network of more than 3.75k hospitals and

health systems, 130k non-acute facilities

and 400k physicians with data on one in four patients

discharged from hospitals.

—Large database of clinical, financial, patient,

and supply chain data, with which the network

has generated comprehensive and comparable clinical

outcome measures, resource utilization reports and

transaction cost data.

Outcome

Saving of ~29k lives

Reduction of healthcare spending by ~$7 billion.

Healthcare

Sources: InformationWeek Healthcare, Study: Big data analytics in healthcare, Premier Inc.

Page 20: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

20© 2016 KPMG International Cooperative (‘KPMG International’), a Swiss entity. Member firms of the KPMG network of independent firms are affiliated with KPMG

International. KPMG International provides no services to clients. No member firm has any authority to obligate or bind KPMG International or any other member firm vis-à-

vis third parties, nor does KPMG International have any such authority to obligate or bind any member firm. All rights reserved.

Centralized platform to run trusted algorithms/gain insightsKPMG K-Helix

—Converts, e.g., a month end reporting

process that took six weeks into a

click-of-the-button process

—Provides additional value-added

features including advanced analytics

and data visualization.

Healthcare

KPMG ‘Total Cost of Care’ analysis

—TCC methodology leverages KPMG’s National Claims

Database (100m+ covered lives, refreshed quarterly)

—Proprietary algorithms to construct a patient and disease-

centric longitudinal and episodic view of care

—Cost of care analysis with the client’s peer group to provide

cost and quality comparison metrics

Page 21: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

What is the key challenge of D&A?

Page 22: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

22© 2016 KPMG International Cooperative (‘KPMG International’), a Swiss entity. Member firms of the KPMG network of independent firms are affiliated with KPMG

International. KPMG International provides no services to clients. No member firm has any authority to obligate or bind KPMG International or any other member firm vis-à-

vis third parties, nor does KPMG International have any such authority to obligate or bind any member firm. All rights reserved.

Trust in analytics

34%of CEOs have limited trust in the

accuracy and effectiveness of the

way their organization uses Data &

Analytics.

—Suitable algorithms

—Efficient technology

Overcome the trust deficit

Trust in data

78%of CEOs have concerns about the

quality of data on which they base

their decisions.

—Reliable sources

—Data protection

—Availability

—Real-time data

— (Un)structured data

101111000111000

101000101111101

011100111110010

Page 23: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

23© 2016 KPMG International Cooperative (‘KPMG International’), a Swiss entity. Member firms of the KPMG network of independent firms are affiliated with KPMG

International. KPMG International provides no services to clients. No member firm has any authority to obligate or bind KPMG International or any other member firm vis-à-

vis third parties, nor does KPMG International have any such authority to obligate or bind any member firm. All rights reserved.

Trust in data

85%

Exploit the output and derive the right decisions

of CEOs are concerned with having to

consider the integration of basic automated

business processes with artificial

intelligence and cognitive processes.

Interpretation

Conclusion

Make better decisions faster

Page 24: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

Trusted analytics

KPMG‘s D&A story

Page 25: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

25© 2016 KPMG International Cooperative (‘KPMG International’), a Swiss entity. Member firms of the KPMG network of independent firms are affiliated with KPMG

International. KPMG International provides no services to clients. No member firm has any authority to obligate or bind KPMG International or any other member firm vis-à-

vis third parties, nor does KPMG International have any such authority to obligate or bind any member firm. All rights reserved.

Four key elements are key to derive trustworthy decisionsRich Data

Smart Capabilities

Meaningful Algorithms

Technology/Alliances

Page 26: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

26© 2016 KPMG International Cooperative (‘KPMG International’), a Swiss entity. Member firms of the KPMG network of independent firms are affiliated with KPMG

International. KPMG International provides no services to clients. No member firm has any authority to obligate or bind KPMG International or any other member firm vis-à-

vis third parties, nor does KPMG International have any such authority to obligate or bind any member firm. All rights reserved.

Lighthouses bring the best technology and people together

+1000 data engineers

+600 data scientists

people

USEMA

ASPAC

data

~10kbench-

marking

samples

Technology

600+solutions

Page 27: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

27© 2016 KPMG International Cooperative (‘KPMG International’), a Swiss entity. Member firms of the KPMG network of independent firms are affiliated with KPMG

International. KPMG International provides no services to clients. No member firm has any authority to obligate or bind KPMG International or any other member firm vis-à-

vis third parties, nor does KPMG International have any such authority to obligate or bind any member firm. All rights reserved.

Alliance partners helps accelerate growth, foster innovation

Motivation

Growth Ambition Ad-hoc partnering

Untapped

opportunities

Risk and

Compliance

Solutions gaps Innovation — need

to stay relevant

Impact

Lead with technology

Extend market reach

Amplify value

Expand scale

Result

To be

The Clear

Choice

Digital transformation

partner

Page 28: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

28© 2016 KPMG International Cooperative (‘KPMG International’), a Swiss entity. Member firms of the KPMG network of independent firms are affiliated with KPMG

International. KPMG International provides no services to clients. No member firm has any authority to obligate or bind KPMG International or any other member firm vis-à-

vis third parties, nor does KPMG International have any such authority to obligate or bind any member firm. All rights reserved.

Partnering with Microsoft = ‘The Clear Choice’Joint successes

100+ joint clients

Azure Business

Transformation Win

of the Year

Compelling solutions Global reach

Cloud

Transformation &

Compliance

Data & Analytics

CRM

ERP

30+ Member firms active

1,500+ trained specialists

Numerous GOLD certifications

Industry & LOB

Risk, Security &

Compliance

Tax, Audit & Legal

Tools, Templates &

better Practice

Global Delivery

Expertise

Cognitive (Cortana)

FS innovation / Blockchain

Augmented reality (Hololens)

Cyber security

Industry and LOB solutions, e.g.,

— Digital procurement platform

— Healthcare online decision

engine

— Financials for O365

— Process mining with Power BI

Joint innovation

Understanding of market issues

and competitive landscape

End-to-end projects from strategy

to implementation

Compliance with regulations

Transparency on project

effectiveness

Objective advice

Digital transformation

with trust

Page 29: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

29© 2016 KPMG International Cooperative (‘KPMG International’), a Swiss entity. Member firms of the KPMG network of independent firms are affiliated with KPMG

International. KPMG International provides no services to clients. No member firm has any authority to obligate or bind KPMG International or any other member firm vis-à-

vis third parties, nor does KPMG International have any such authority to obligate or bind any member firm. All rights reserved.

Visualize the results

Page 30: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

30© 2016 KPMG International Cooperative (‘KPMG International’), a Swiss entity. Member firms of the KPMG network of independent firms are affiliated with KPMG

International. KPMG International provides no services to clients. No member firm has any authority to obligate or bind KPMG International or any other member firm vis-à-

vis third parties, nor does KPMG International have any such authority to obligate or bind any member firm. All rights reserved.

Insights Centers - experience the power of D&A

4global Insights

Centers600+solutions

250clients sessions

Page 31: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

Thank you

Page 32: Christian Rast...Optimization solution A fully automated, closed-loop pricing optimization solution that leverages predictive analytics combined with a pricing optimization model.

© 2016 KPMG International Cooperative (“KPMG International”), a Swiss entity. Member firms of the KPMG

network of independent firms are affiliated with KPMG International. KPMG International provides no client

services. No member firm has any authority to obligate or bind KPMG International or any other member firm

vis-à-vis third parties, nor does KPMG International have any such authority to obligate or bind any member

firm. All rights reserved.

The information contained herein is of a general nature and is not intended to address the circumstances of any

particular individual or entity. Although we endeavor to provide accurate and timely information, there can be no

guarantee that such information is accurate as of the date it is received or that it will continue to be accurate in

the future. No one should act on such information without appropriate professional advice after a thorough

examination of the particular situation.

The KPMG and logo are registered trademarks or trademarks of KPMG International.

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