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From Business Intelligence to Predictive Analytics James Taylor CEO, Decision Management Solutions
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From Business Intelligence to Predictive Analytics · From Business Intelligence to Predictive Analytics ... Business Decision . ... Decision Management Systems

Jun 16, 2018

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Page 1: From Business Intelligence to Predictive Analytics · From Business Intelligence to Predictive Analytics ... Business Decision . ... Decision Management Systems

From Business Intelligence to Predictive Analytics

James Taylor

CEO, Decision Management Solutions

Page 2: From Business Intelligence to Predictive Analytics · From Business Intelligence to Predictive Analytics ... Business Decision . ... Decision Management Systems

Your presenter – James Taylor

• CEO of Decision Management Solutions

• Works with clients to improve their business by applying analytic technology to automate & improve decisions

• Spent the last 9 years developing the concept of Decision Management

2 © Decision Management Solutions, 2011

Page 3: From Business Intelligence to Predictive Analytics · From Business Intelligence to Predictive Analytics ... Business Decision . ... Decision Management Systems

The value of BI

Improving the quality of decisions

3 © Decision Management Solutions, 2011

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Patterns inform decision-making

0

5

10

Day 1 Day 2 Day 3 Day 4 Day 5 Day 6 Day 7 Day 8 Day 9 Day10

4 © Decision Management Solutions, 2011

Page 5: From Business Intelligence to Predictive Analytics · From Business Intelligence to Predictive Analytics ... Business Decision . ... Decision Management Systems

Time to look forward?

5 © Decision Management Solutions, 2011

Page 6: From Business Intelligence to Predictive Analytics · From Business Intelligence to Predictive Analytics ... Business Decision . ... Decision Management Systems

From BI to Predictive Analytics

?

6 © Decision Management Solutions, 2011

Page 7: From Business Intelligence to Predictive Analytics · From Business Intelligence to Predictive Analytics ... Business Decision . ... Decision Management Systems

3 Steps to Predictive Analytics

Discover Build Improve

7 © Decision Management Solutions, 2011

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DISCOVER DECISIONS

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Operational decisions everywhere

© Decision Management Solutions, 2011 9

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Decisions implement strategy

© Decision Management Solutions, 2011 10

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Decisions are the focal point for risk

© Decision Management Solutions, 2011 11

Risk is not acquired in “big lumps” but one transaction at a time

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Decisions maximize customer value

12 © Decision Management Solutions, 2011

Page 13: From Business Intelligence to Predictive Analytics · From Business Intelligence to Predictive Analytics ... Business Decision . ... Decision Management Systems

Decisions scale for large impact

© Decision Management Solutions, 2011 13

Strategic Decision

Tactical Decision

Operational Decision

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BUILD IN PREDICTIVE ANALYTICS

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Risk Opportunity

Three kinds of Predictive Analytics

© Decision Management Solutions, 2011 15

Fraud

Page 16: From Business Intelligence to Predictive Analytics · From Business Intelligence to Predictive Analytics ... Business Decision . ... Decision Management Systems

Predict Risk

© Decision Management Solutions, 2011 16

How risky is this customer’s application for service… And how should we price it?

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Predict Fraud

© Decision Management Solutions, 2011 17

How likely is this claim to be fraudulent…. and what should we do about it?

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Predict Opportunity

© Decision Management Solutions, 2011 18

What represents the best opportunity to maximize loyalty and revenue? And when should we promote it?

Page 19: From Business Intelligence to Predictive Analytics · From Business Intelligence to Predictive Analytics ... Business Decision . ... Decision Management Systems

Predictive Analytics turn uncertainty about the future

into usable probabilities

19 © Decision Management Solutions, 2011

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Build decision-making components

© Decision Management Solutions, 2011 20

Operational Systems

Analytic Systems

Decision

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Manage the rules of decisions

© Decision Management Solutions, 2011 21

Decision

Page 22: From Business Intelligence to Predictive Analytics · From Business Intelligence to Predictive Analytics ... Business Decision . ... Decision Management Systems

Embed Predictive Analytics

© Decision Management Solutions, 2011 22

Decision

?

?

Page 23: From Business Intelligence to Predictive Analytics · From Business Intelligence to Predictive Analytics ... Business Decision . ... Decision Management Systems

Bring three groups together

© Decision Management Solutions, 2011 23

Business

Decision

Page 24: From Business Intelligence to Predictive Analytics · From Business Intelligence to Predictive Analytics ... Business Decision . ... Decision Management Systems

CONTINUOUSLY IMPROVE DECISIONS

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Measure decision performance

25 © Decision Management Solutions, 2011

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Experiment to learn and adapt

26 © Decision Management Solutions, 2011

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TAKEAWAYS

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From BI to Predictive Analytics

28 © Decision Management Solutions, 2011

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Begin with the Decision in mind

Find the decisions that matter to your business and model them

29 © Decision Management Solutions, 2011

Discover Build Improve

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Find the rules of decision-making

© Decision Management Solutions, 2011 30

Discover Build Improve

Analyze and manage the business rules that underpin your operational decisions

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Embed Predictive Analytics

© Decision Management Solutions, 2011 31

Discover Build Improve

Decision Build predictive analytic models and embed them in operational systems

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Learn to experiment

© Decision Management Solutions, 2011 32

Discover Build Improve

Learn to experiment and use the data from experiments

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Decision Management Systems What if you could make your systems

active participants in optimizing your business?

What if your systems could act intelligently on their own?

Decision Management Systems can do all that and more. This book shows how to integrate operational and analytic technologies to create more agile, analytic, and adaptive systems.

Available October 20, 2011

Discount Code: TAYLOR4389

© Decision Management Solutions, 2011 33

For more information about this new release, visit www.ibmpressbooks.com/title/9780132884389

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THANK YOU

[email protected]

decisionmanagementsolutions.com