connecting data and experience: how decision management works

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Hot Technologies with Rick Sherman, Wayne Eckerson and FICO Live Webcast April 30, 2014 Watch the archive: The need to adapt quickly only continues to increase. Decision cycles can no longer span weeks and months, but must occur in days or even hours. Traditional methods for managing data cannot fulfill this business requirement. Rather, organizations must embrace new technologies and practices for accessing, processing and delivering not just data, but also analytical models. In doing so, they will achieve a level of decision management that can fundamentally transform how their business works. Register for this episode of Hot Technologies to hear veteran Analysts Rick Sherman of Athena IT Solutions, and Wayne Eckerson of Eckerson Group, as they give their insights on how today's analytics leaders are solving serious challenges by connecting data and experience. They'll be briefed by David Ross of FICO, who will outline his firm's recent innovations in turning analytical insights into actionable strategies that deliver results faster. He'll outline how FICO is leveraging the spectrum of data available today, including business intelligence systems and a wide range of Big Data sources. Visit InsideAnlaysis.com for more information.

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Page 1: Connecting Data and Experience: How Decision Management Works

Grab some coffee and enjoy the pre-show banter before the top of the hour!

Page 2: Connecting Data and Experience: How Decision Management Works

H T  Technologies    of   2014  

Page 3: Connecting Data and Experience: How Decision Management Works

HOST:  Eric  Kavanagh  

Page 4: Connecting Data and Experience: How Decision Management Works

     THIS  YEAR  is…  

Page 5: Connecting Data and Experience: How Decision Management Works

Decision  Management      

�  Data  is  not  enough  &  experience  is  not  enough  

�  Understanding  trends  is  nice  –  predicting  them  is  better  

�  Business  performance  ultimately  drives  decisions  

Page 6: Connecting Data and Experience: How Decision Management Works

ANALYST:  

Rick  Sherman  Founder,    Athena  IT  Solutions    

ANALYST:  

Wayne  Eckerson  President,    Eckerson  Group  

GUEST:  

David  Ross  Senior  Director  of  Product  Management,    FICO  TH

E  LINE  UP  

Page 7: Connecting Data and Experience: How Decision Management Works

INTRODUCING  

Rick  Sherman  

Page 8: Connecting Data and Experience: How Decision Management Works

Rick  Sherman  Athena  IT  Solu4ons  rsherman@athena-­‐solu4ons.com    

Copyright © 2014 Athena IT Solutions

Hot  Technologies  of  2014:  Connec4ng  Data  &  Experience:  

How  Decision  Management  Works  

Page 9: Connecting Data and Experience: How Decision Management Works

Slide 9 Copyright © 2014 Athena IT Solutions All rights reserved.

From Descriptive to Prescriptive Analytics Right Skills, Right Job

•  Data Scientists ü Very skilled ü Misunderstood & isolated

•  Business analysts ü Not stats, biz, eco or psych gurus ü Model consumers

•  Predictive Modeling ü  Too labor intensive ü  Self-service is misguided goal

•  Data Exploration & Preparation ü  Big Data - Too Much Labor ü Data Integration - Silos

Page 10: Connecting Data and Experience: How Decision Management Works

Slide 10 Copyright © 2014 Athena IT Solutions All rights reserved.

From Descriptive to Prescriptive Analytics Right Architecture, Right Tools

Analytical Hub & Predictive Analytics Platform

Data scientists “in charge”

Objectives: •  Self-service BI •  Improved time to market •  Reusable & Embedded •  Revisions

Functional layers: •  BI Portfolio •  (Self-Service) Data Integration

ü  BI schema ü  Ent Apps & External

•  Predictive analytics ü  Modeling & Statistical Tools ü  Data Visualization ü  Development Platform

Page 11: Connecting Data and Experience: How Decision Management Works

Slide 11 Copyright © 2014 Athena IT Solutions All rights reserved.

From Descriptive to Prescriptive Analytics Right team, Right Approach

Project Life-Cycle & Project Team

Page 12: Connecting Data and Experience: How Decision Management Works

Slide 12 Copyright © 2014 Athena IT Solutions All rights reserved.

From Descriptive to Prescriptive Analytics Next Steps

Page 13: Connecting Data and Experience: How Decision Management Works

INTRODUCING  

Wayne  Eckerson  

Page 14: Connecting Data and Experience: How Decision Management Works

©  Eckerson  Group  LLC  

Bus

ines

s Va

lue

High

2010-20

Reporting

1980’s

Analysis

Prediction (Prescription)

Monitoring

Query, Excel, OLAP, Visual Discovery

Dashboards, scorecards

Statistics, data mining, optimization Static & interactive

reports

“What happened?”

“Why did it happen?”

“What’s happening?”

“What will happen?”

Low

= Reporting

= Analysis

1990’s 2000’s

All

user

s B

usin

ess

anal

ysts

Exe

cs, M

grs,

W

orke

rs

Sta

tistic

ians

/D

ata

Sci

entis

ts

Tools

Use

rs

Waves  of  BI  

Page 15: Connecting Data and Experience: How Decision Management Works

©  Eckerson  Group  LLC  15

Two  Strains  of  Analy4cs  Exploration & Analysis Prediction & Optimization

Navigate historical data Model historical data

Deductive

Business analysts

Ad hoc and viz tools

Inductive

Data scientists

Data mining tools

Page 16: Connecting Data and Experience: How Decision Management Works

©  Eckerson  Group  LLC  16

Predic4ve  Modeling  Steps  13%

18%

25%

23%

12%

9%

8%

1. Project definition

2. Data exploration

3. Data preparation

4. Model creation

5. Scoring and deployment

6. Model management

Other

Based  on  166  responses,  Wayne  Eckerson,  “Predic6ve  Analy6cs:  Extending  the  Value  of  Your  DW  Investment,”  TDWI  Research,  2007.  

Page 17: Connecting Data and Experience: How Decision Management Works

©  Eckerson  Group  LLC  

Workflow  1.  Select  a  func6on  2.  Load  data  3.  Hit  Run    

Self-­‐service  predic4ve  analy4cs?  

Business  analysts  

Value    1.  Put  power  in  more  hands  2.  Prototyping  3.  Deliver  “good  enough”  results    

Page 18: Connecting Data and Experience: How Decision Management Works

INTRODUCING  

David  Ross  

Page 19: Connecting Data and Experience: How Decision Management Works

© 2014 Fair Isaac Corporation. Confidential. This presentation is provided for the recipient only and cannot be reproduced or shared without Fair Isaac Corporation’s express consent.

From Descriptive to Prescriptive: Evolving Your BI Strategy

David Ross Senior Director, Product Management FICO

Page 20: Connecting Data and Experience: How Decision Management Works

© 2014 Fair Isaac Corporation. Confidential. 20 © 2014 Fair Isaac Corporation. Confidential.

Moving from

Insights to

Tangible Solutions

Page 21: Connecting Data and Experience: How Decision Management Works

© 2014 Fair Isaac Corporation. Confidential. 21

Maturing from Descriptive to Prescriptive Analytics

Business Intelligence

Descriptive Analytics

Predictive Analytics

Prescriptive Analytics

Summarize Past and Current Behavior

Automatically take the ideal action on each individual

Target each decision to a customer’s future behavior

Make different offers to groups

of customers

Understand the trends in the business

Predict Future Behavior and Adapt

Dec

isio

n Va

lue

Analytic Capability

Page 22: Connecting Data and Experience: How Decision Management Works

© 2014 Fair Isaac Corporation. Confidential. 22

Decision Management Provides the Solution

Benefits of Decision Management

Make changes in a fraction of the time and cost

Deploy analytic models in hours not months

Develop and deploy solutions in a tenth of the time

Adapt and learn to continually act correctly

Optimize for the best outcome across actions

Increase decision accuracy by orders of magnitude

Page 23: Connecting Data and Experience: How Decision Management Works

© 2014 Fair Isaac Corporation. Confidential. 23

Through innovative techniques… …drive more profitable decisions

Transforming 1:1 marketing •  Delivers over 100MM highly targeted offers every week.

•  Unprecedented scale in retail analytics. Individual recommendations selected from thousands of product categories each with their own ‘auto-generated propensity model’.

•  Creates a marketplace for manufacturer investments in 1:1 marketing.

•  New Innovations include: Time to Event Analytics and Up-lift Models

“Coupons normally had a response rate of 1 percent or 2 percent. With eValues, as many as 20 percent to 30 percent of eligible customers collect the discount they are offered.”

Linda Vytlacil, Vice President Member Insights and Innovation, Sam’s Club

Page 24: Connecting Data and Experience: How Decision Management Works

24 © 2014 Fair Isaac Corporation. Confidential. 24 © 2014 Fair Isaac Corporation. Confidential.

The Strengths of Decision Management

Historical Data

Industry Data

Transactional Data

Policies and Guidelines

Analytics/Modeling

Business Rules

Optimization

Personalized Treatments

Predictive Offers

Optimal Pricing

Consistency

Accuracy

Auditability

Compliance

Continuous Improvement

Decision Management

Page 25: Connecting Data and Experience: How Decision Management Works

25 © 2014 Fair Isaac Corporation. Confidential.

Your Challenge: Do More… Do It Faster… Do It for Less… Do It with Fewer People

Provide Single Customer View

Add New Services

Add New Products

Deliver Cross-Channel

Assure Compliance

Maintain and Update

Future-Proof Investment

Page 26: Connecting Data and Experience: How Decision Management Works

© 2014 Fair Isaac Corporation. Confidential. 26

Insight Thrives on Data

► Access to any data, anytime ► Assess what data is valuable

► More reliable predictions ► Better decisions

► Understand the correlations from macro to micro data

► Advanced analytic techniques develop advanced predictions

► Mining consumers as a source of data

Page 27: Connecting Data and Experience: How Decision Management Works

© 2014 Fair Isaac Corporation. Confidential. 27

Analytics Give Decisions Insight “There is nothing so terrible as activity without insight” - Goethe

► Connect data and experience ► Analytics can predict what will happen

and when ► Decisions can determine the right action

at the right time

► Optimization will derive the best outcome for the business

► Knowledge can be continually gained: Expertise → Insight → Optimal activity

Page 28: Connecting Data and Experience: How Decision Management Works

© 2014 Fair Isaac Corporation. Confidential. 28

Monitor, Act and Learn

► Understand how your business is performing

► Connect decision performance to overall business performance

► Know when you and how you need to change

► Align business performance improvement to cost of change

Page 29: Connecting Data and Experience: How Decision Management Works

© 2014 Fair Isaac Corporation. Confidential. 29

Shortening Time to Value Gains Earlier Returns

► Business users controlling which decisions to improve and when

► Simple and easy decision assessment, update and deployment

► Business process and business decisions closely coupled

► Faster integration, easier deployment and scalable infrastructure

► Cloud and on-premise implementation

Page 30: Connecting Data and Experience: How Decision Management Works

© 2014 Fair Isaac Corporation. Confidential. 30

FICO® Decision Management Platform is at the heart of analytically driven applications

Big Data

IMPROVE

AUTHOR EXECUTE MANAGE

Analytics Optimization

Decisions

Page 31: Connecting Data and Experience: How Decision Management Works

© 2014 Fair Isaac Corporation. Confidential. 31

Conclusions / Summary

► The need to adapt and change only continues to increase ► Decision management is central to improving business performance

► Availability and access to data is exploding ► The right data and insight ensure the best decisions are made

► Understanding performance ensures the improvements made

► Decisions can be made consistently across organizations ► Complicated methods do not require complicated tools

An effective and holistic decision management strategy creates a significant competitive advantage

Page 32: Connecting Data and Experience: How Decision Management Works

© 2014 Fair Isaac Corporation. Confidential. This presentation is provided for the recipient only and cannot be reproduced or shared without Fair Isaac Corporation’s express consent.

Thank You

Please contact FICO at: 1-888-342-6336 [email protected]

Page 33: Connecting Data and Experience: How Decision Management Works
Page 34: Connecting Data and Experience: How Decision Management Works

The  Archive  Trifecta:  •  Inside  Analysis    www.insideanalysis.com  •  SlideShare    www.slideshare.net/InsideAnalysis  •  YouTube    www.youtube.com/user/BloorGroup  

THANK  YOU!