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FSIUG WEBINAR
   Jaime Fitzgerald, Founder & President of Fitzgerald Analytics

            Turning Data to Dollars™ in the Era of "Big Data":
             How to avoid common pitfalls of managing large 
               volumes of data, sidestep "big data hype," and 
                              capitalize on new opportunities

                                                              Date: April 18, 2012
                                                            Time: 2:00 – 3:00 EST

More and more technologists are getting excited about "Big Data", which they often define as
having greater volume, greater variety, and greater velocity than traditional data assets.
Although "Big Data" has great potential to spur innovation, the enabling technology and
analytics create new challenges and risks. Organizations are investing significant time and
money in "Big Data" strategies, tactics, teams and tools. Yet, despite the hype, most "Big Data"
initiatives have not generated concrete and positive ROI.
• Message from our 
                   President, Rich 
                   Bouthilette
                 • Message from our 
Today’s Agenda
                   Quest Education 
                   Specialist, Jenn Abney
                 • Webinar
                 • Q&A 
The Financial Services Industry User Group  
                    (FSIUG)

• Quest Affliated ‐ Independent User Group  
• Comprised of Financial Services Instutions that 
  have licensed an Oracle ERP product
• Main Purpose:  Provide ways for members to 
  share implementation strategies and product 
  experiences and help them shorten the 
  learning curve related to maximizing their ERP 
  platform
Recent Activities
• User Group meetings at various conferences 
  such as Collaborate and Open World
• Held a successful Financial Services Industry 
  Symposium last summer at Adelphi University 
  in Long Island
• Had a Kiosk at Oracle’s Financial Services 
  Industry Meeting in February in NYC
Upcoming Plans
• Lunch and Learns
  – Suggestions for topics?
• Webinars
• Financial Services Industry track at Reconnect
  – Peoplesoft Product focused event happening in late 
    August in Hartford, CT
  – Submit FSI related abstracts
  – Send abstracts or ideas to me of what you want to 
    hear:   Richard Bouthillette   rbouthillette@amica.com
            800/652‐6422  x24037
Reconnect
• Jennifer Abney, Education Specialist, Quest 
  International User Group
August 27‐29, 2012
                                   Connecticut Convention Center
                                   Hartford, Connecticut  USA
                                   QuestDirect.org/RECONNECT


• PeopleSoft RECONNECT is a new PeopleSoft-focused
  event, replacing our Regional events. This new event will offer in-
  depth education into PeopleSoft product modules in a way that
  isn’t possible at COLLABORATE due to space limitations.

• What content will be available?
   o Granular content within PeopleSoft modules like:
   o HCM
   o Financials
   o Supply Chain
   o Tools & Technology
   o Upgrades
   o Enhancement discussions with Oracle development and
     support.
   o SIG meetings around the featured product modules.
Turning Data to Dollars™ in the Era of 
"Big Data"




• Jaime Fitzgerald, Founder and President, 
Fitzgerald Analytics 
April 18, 2012


                                              Architects of Fact‐Based Decisions™
Nice to Meet You!

                      Data to Dollars™ specialist.  
                      Creator of a structured methodology and 
                      toolkit to accomplish this.  
                      Will share further at Reconnect!

                     • Key Mission is to 
                       Find & unlock opportunities
                       via data, technology, people, + processes.


                     Principles:
Jaime Fitzgerald
  @jfitzgerald       “Begin with the End in Mind” (Covey)

                     “Quality is Free” (McGregor)
Table of Contents



Introduction

  1. Big Data… Big Results?

  2. Data to Dollars™

  3. Implications of Big Data

  4. Key Takeaways and Questions
Transforming Data to Dollars™
It’s a journey…
 1                                  2
          Small Data



          Big Data
      Product of Alberta

                                    3


        Really Big Data

     Product of everywhere
Defining Big Data: “Three Vs”


"Big Data“ is often defined as data with:

     greater volume…

           greater variety…

                and/or

                       greater velocity….
Another Way to Define “Big Data”
What are the optimal methods to accomplish your goal?


             Traditional approaches              Big‐data approaches
                  • Centralized                 • Distributed
  Data storage    • Relational DBs (tables)     • Non‐relational DBs (key‐value pairs)

   Data access • SQL queries                   • Map‐reduce and custom algorithms

                  • Centralized                 • Distributed
  Data analysis   • Standardized analytics      • Custom analytics

                  •   MS SQL Server             •   Hadoop
                  •   Oracle                    •   BigTable
  Typical tools   •   Tableau                   •   Riak
                  •   Excel pivot tables        •   Amazon S3

Note that this definition hinges on methods applied, not on dataset sizes:

                       800GB Can Be                      80GB Can Be 
                       “Traditional”                      “Big Data”
My Perspective Towards “Big Data”


Skeptical (of the hype)…
                  ….yet
                          Cautiously Optimistic!



     Big Data
 Product of Alberta
Big Data Hype – Does is Cause a Problem?




“Data is the New Oil”  – World Economic Forum Report 
The Potential is Real…It’s Just Not Easy to Get
Table of Contents



Introduction

  1. Big Data… Big Results?

  2. Data to Dollars™

  3. Implications of Big Data

  4. Key Takeaways and Questions
Will Big Data Unlock Big Results?




• It depends…

• ...on the 
  principles you 
  work by.

                            Stephen Covey
Beginning with the End in Mind


                  1. Your Goal

              2. Insight You Need

             3. Analytic Methods

               4. Data You Need

      5. Tools, Platforms, Technology, 
           People, and Processes
“A Journey of a Thousand Miles….”



                                                                       2


     1
                       Fitzgerald Analytics: Converting Data to Dollars™

         Better Data                    Better Analysis                    Better Results



                                                                       3



  Worth The Trip!
Key Steps in the Journey to Results




         1. Data            2. Analytics            3. Results


 Data Governance                              Better Decisions
                         Analysis   Insight
 Data Management                              Better Processes

 Data Quality                                 More Customers

 New Data Source                              Happier Customers
  Acquisition
Table of Contents



Introduction

  1. Big Data… Big Results?

  2. Data to Dollars™

  3. Implications of Big Data

  4. Key Takeaways and Questions
Simplify Your Analytic Process via “Causal Clarity”
  •   …Clearly defining “Cause and Effect” is the most crucial enabler of analysis 
      that is simple, efficient and high impact.

          1                          2                              3
                   Define             Define Business                     Define
                    Goal                  Model                          Causality

Inputs      Usually net profit       Products / services           Aka “drivers tree”
            Can be anything!:        How sold / how                Makes the causal 
               – Marketing ROI         delivered                      model visual

               – Non‐profit impact    To what customers

               – Customer             At what price
                 satisfaction         Cost structure (fixed vs. 
               – Etc.                  variable)
                                      Known KPIs and 
                                       rationale for them
Here’s a Simple Example
•   A simple example…

                                       Volume   . . . 

                        Revenues

                                        Price   . . . 


      Profit


                                       COGS     . . . 

                         Costs

                                       SG&A     . . . 
Causality Flow and Strategy Planning
• Causality flow and strategy planning move in opposite directions…

                                  Causality flows this way…


                                                                   Volume          . . . 
                                      Revenues
                                                                    Price          . . . 

            Profit

                                                                    COGS           . . . 
                                        Costs
                                                                    SG&A           . . . 


   … but strategy is best developed in this direction (“Beginning with the End in Mind”)
“Causal Clarity”

• If cause and effect are clear, practical analytics becomes feasible

    1. Drivers of              2. Optimized by          3. Unlocking 
      Results…                Analysis & Data…         Better Results

                                 Better                   Revenue
  Key Decisions
                                Decisions
                                                            Costs

                                                            Risks
   Key Business                   Better 
    Processes                   Processes                 Profit


                     Causes                              Effects
Causal Models: A Simple “Base Case”
• Each business model has an inherent “causal model,” but the 
  “core branches” are similar

                                                            Example: Drivers 
                                                              of Net Profit
                         Revenue

                           less
  Your        Has     Cost of Revenue      Gross Profit
Business              Operating Costs
 Model                                       less         Net Profit
                        Marketing          Other Costs
                        Overhead

                          Other
A Point of Opportunity

Here is an opportunity to enhance ROI on Marketing + Sales efforts:

  Point of Opportunity:                 “Efficiency of New Client Acquisition”
       Key Driver / KPI:                   Acquisition Cost per New Client
                  Formula:  [spending on new client marketing]/[# New Clients)

  Transactions 
   per Client           Price per Txn
        X

   # of Clients           Volume




    Sales and 
    Marketing
Types of Questions Analytics May Answer

  We are about to get practical, let’s keep the following in mind…

                         Past                Present               Future


                  What happened?       What is happening  What will happen?
  Information                                now?
                     (Reporting)             (Alerts)          (Extrapolation)

                                                                 What’s the 
                    How and why       What’s the next best     best/worst that 
                    did it happen?          action?             can happen?
        Insight
                      (Modeling,       (Recommendation)          (Prediction,
                     experimental                               optimization, 
                        design)                                  simulation)
Source: Tom Davenport in “Analytics at Work”, Harvard Business School Press
What We Need to Get Practical

• To get practical about analytics, we need three things…


       What We Need                          Definition

 1. Causal Clarity re: Your        How You Make Money
    Business Model                 Key Drivers of Results

 2. Definition of Your Points of   Gaps vs. Potential
    Opportunity                    Opportunities Recognized

 3. A Plan to Capture the          Insight You Need
    Opportunity                    Method to Get It
Planning Your Analysis

     1. Your Goal = “Point of Opportunity”

              2. Insight You Need

              3. Analytic Methods

               4. Data You Need

       5. Tools, Platforms, Technology, 
            People, and Processes
Choosing Analytic Methods

Selecting the right analytic method is a key success factor.  Consider 
the logic below…


          1.  Your Goals


                                                 Analytic 
        2.  Types of Info      Informs           Method
            you Need


         3.  Information 
             Available
Table of Contents



Introduction

  1. Big Data… Big Results?

  2. Customer Profitability Analysis

  3. Implications of Big Data

  4. Conclusion and Questions
What does “Big Data” change?

 1. Your Goal = “Point of Opportunity” 

         2. Insight You Need

        3. Analytic Methods
                                          Big Data
          4. Data You Need                Changes
                                          These
                                          Steps...
  5. Tools, Platforms, Technology, 
       People, and Processes
Big‐Data Approaches and Tools Make Data Analysis


 Possible, for very large data sets that cannot be handled at all 
  with typical relational databases.

 Faster, for large data sets that can be handled with typical 
  relational databases, but doing so would take a long time. This 
  is the situation in the example above.

 Cheaper, for large data sets that can be handled with typical 
  relational databases, but doing so would be very expensive.
Big Data Allows Us To Work with Large Datasets
•    We can analyze datasets larger than ever before

                               For a given desired speed of analysis…

                                                    Beyond a certain point, conventional 
                                                    methods just aren’t feasible –
                                                    Google couldn’t run on a relational DB
    IT Costs




                                            For larger datasets, big‐data
                                            methods make more sense

                                                                              Dataset size
                For smaller datasets,
                conventional methods are
                more cost‐effective                       Traditional           Big‐data
                                                           methods              methods
Big Data Allows Us To Get Results Faster
•    We can get results faster than ever before

                                  For a given dataset size…
    IT Costs




               SLOW                                           FAST   Analysis speed


                                                    Conventional       Big‐data
                                                      methods          methods
Table of Contents



Introduction

  1. Big Data… Big Results?

  2. Customer Profitability Analysis

  3. Implications of Big Data

  4. Conclusion and Questions
Example: Iterative Customer Profitability Enhancement



         Build/Maintain Customer                         Take Smarter Actions w/ Customers
           Profitability Models:                          Target: Who? 
                                                           • Create consistent message
                                                          • Message or action: What?
                                                             Target action to individuals
    Identify costs & revenues
                                                           • Optimize product / service
    Build profiles                Data                   Offering:  Product design
                                                             portfolio
                                 Warehouse                Service:  How delivered? 
    Integrate data from
     “new” sources                                           (how experienced by customer?)




             External                  New Customer Knowledge 
               Data            Results of our actions
             Sources
                               Assess accuracy of our predictive models
                               Refine segmentation schema
                               Define new goals, questions, data “wish 
                                lists” (big data? Or small…)
Impact of Speed…

Type of data and                               Our understanding
technology tools:                              Of customers:


                           Daily / weekly / 
       Small Data              monthly
    (+ related tech)




        Big Data                 Instantly
    (+ related tech)
Impact of “resolution” (quality of picture)

                               All his                         His son’s
                           friends have                        favorite 
                               Chase                            color is
                                                                 blue



                    Instantly                                  Father just 
                                                               started at 
    Big Data        Instantly                                    Bank of 
                                                                 America
(+ related tech)
                    Instantly
                    Instantly


                          Helping us Take Smarter Actions w/ Customers
                    Target: Is he one? 
                    Message or action: What?
                    Offering:  Product design
                    Service:  How delivered? 
                     (how experienced by customer?)
So how does Big Data + Related Tools Help With…


1
       Customer Segmentation and Lifetime Value (CLV)

2
                    Customer Retention

3
                     Cross‐sell, Up‐sell

4
               Marketing Optimization & ROI

5
         New Financial Product Design & Innovation
Q&A

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