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Structured Problem Solving &
Hypothesis Generation
What We Will Cover

   • What Is Structured Problem Solving?
   • How Do We Define the Problem?
   • How Do We Generate Hypothesis about the Root Cause of a
     Problem?
   • How Do We Structure our Hypothesis using the Fish Bone
     Approach?




                                                               2
What is Structured Problem Solving?

            Structured problem solving is a formal approach to
                       organizing peoples’ thinking

        1. Define the Problem
           • Understand the problem statement
           • Facilitate understanding of the issue
        2. Develop a Hypothesis
           • Used to prove (or disprove) our logic
           • Which if ―true‖ we can use to solve the underlying cause
        3. Structure the Analysis
           • Use a logical framework to analyze the problem
           • Use the Root Cause Analysis to group your ideas

 To help you solve a problem, your structure must disaggregate the problem into
 smaller and easier to solve components.

                                                                                  3
Our problem solving approach begins by answering a simple series
of questions

    • Is there a problem or opportunity?           DEFINE THE
                                                    PROBLEM



    • If so where does it lie?
                                                   IDENTIFY
                                                  ROOT CAUSE

    • Why does it exist?

                                                   STRUCTURE
                                                  THE ANALYSIS
    • What could we do about it?


    • What should we do about it?                  FIND THE
                                                   SOLUTION




                                                                   4
Defining the issue is the 1st step in the journey to final recommendations




                                                                                       Develop
                                                                                   Conclusions and
      Define the      Form                          Analyze
                                   Gather Data                    Find Insights         Make
       Issues      Hypotheses                        Data                         Recommendations
                                                                                    to Implement




  What are the     Statements      Factual       Analyze what     So what? -      What you
  questions        that provide    information   the data tells   aha, new        should do…
  keeping you      direction and   gathered to   us               thought         and how
  awake at         structure for   prove or
  night?           the analysis    disprove
                                   hypotheses




  Because “If you don’t know where you are going, any road will take you there.” Anonymous

  -
                                                                                                     5
How do we define a problem?

 Start your thinking by being ...



                        Mutually
                        Exclusive and
           MECE
                        Comprehensively
                        Exhaustive



                                          6
Start with the right definitions – Is this Chart MECE?

                                       US Car Market




             Light                       Passenger
                                                                     Big 3
            Trucks                         Cars




                  Sport
    Mini Vans     Utility                               Ford          GM         Chrysler
                 Vehicles




      Clarity of the problem up front will set your subsequent analysis up to succeed!

      -
                                                                                            7
Typically, logical pyramids help you to define, disaggregate, structure and
ultimately, solve the business problem
 To understand the problem, assertions or ideas must be:
   • Summaries of the ideas grouped below them
   • The same kind of idea, and they must answer the same question implied by their
     summary
   • In a logical order:
     - Deductively or inductively
     - Trace course or time order
     - Divide or structural order (e.g., Sales, Marketing, Manufacturing, etc.)
     - Classify or degree order (e.g., most important, 2nd most important, etc.)
                                                            Main
                                                          Assertion




         Key Line




        Source: Barbara Minto, ―The Pyramid Principle‖.

                                                                                      8
Logical pyramids increase the effectiveness of problem solving, results
delivery, and communication

   Logical pyramids                          Vertical structure
   have simple                               Horizontal structure
   rules…
                                             Key line / narrative


   …but help ensure                          The effectiveness of our work depends heavily on how
   thorough                                   compellingly we can argue that the solution we put forward serves
   analysis…                                  the organization best


   …while                                    The reasoning we have to apply to come to our solution is complex
   decreasing                                 and difficult to summarize for brief stakeholder interactions
   complexity…


   …and increasing                           To build succinct and compelling presentations of our work, we use
   the power of                               logical pyramids as the preferred communication style:
   presentations                                 – Pyramids make information more memorable and meaningful
                                                 – They lead to a clearer definition of the problems we solve
    …which will make
    your work/life much                          – They structure our solutions to these problems and make them more
    easier to handle                               compelling
   Source: Barbara Minto, ―The Pyramid Principle‖.

                                                                                                                   9
Hypothesis generation ensures that we get to the Root Cause of our
business problem




                                                                                              Develop
                                                                                           Conclusions and
   Define the           Form
                                        Gather Data   Analyze Data        Find Insights         Make
    Issues           Hypotheses
                                                                                           Recommendations
                                                                                            to Implement



  What are the      Statements that     Factual       Analyze what        So what? —aha,   What you should
  questions         provide             information   the data tells us   new thought      do… and how
  keeping you       direction and       gathered to
  awake at night?   structure for the   prove or
                    analysis            disprove
                                        hypotheses




            “Hypothesis: a Tentative Assumption made in order to draw out and test its logical
            or empirical consequences” Webster’s Dictionary

                                                                                                             10
A hypothesis should identify not only the issue but also the cause and the
impact
  Think through these 3 stages as you create a hypothesis to help
  you plan out how you will test it:

   What is the issue?
                                                   ―X is xxx‖ or ―X is an
      • What is the underlying opportunity?           opportunity …‖
      • Where is the advantage?



   What do you think causes the issue?
                                                      ―… due to …‖
      • What are the key drivers of the process?




   What is the impact of the issue?
      • How can we tell there is an opportunity?    ―… resulting in …‖

      • Why do we care?


                                                                            11
Hypotheses are developed in 3 steps
 1                    • What are the real strategic issues?
      Define the      • What is the impact on the             Is there a market for white label
      question          organisation?                         insurance products?
                      • What are the priorities?


 2                    • We believe this to be true . . .       • Direct channels are growing
     Review and
      Describe        • A series of statements, not yet        • Retailers have a strong
      Multiple          backed by data                           channel and brand
     Assertions       • Based on initial data search or        • There are existing products
                        expert opinions


 3                    • We think . . .                        Chubb Insurance can access
                      • It looks like . . .                   new business by using the
       Form the
                                                              brand strength of Tesco
      hypothesis      • The right answer may be . . .         resulting In low cost acquisitions
                      • The options could be . . .            and profitable business

 A number of assertions need to be true for a hypothesis to be valid.

                                                                                                   12
How to find a good hypothesis
 Start by Asking Questions:

      • Talk to lots of people about the core problem
      • Brainstorming during case team meeting
      • Ask ―5 Why’s‖

 Validate Your Initial Hypothesis:

     • Assume perfect rationality — how should the business system behave?
     • Look for analogies (other industries or problems)
     • Imagine that you had perfect information — what would the ideal analysis look like?



 Think outside the Box:
     • Think about the problem from a different angle
     • Talk to people who think differently


                                                                                             14
What if your hypothesis is proven wrong?

 You Win!
 Hypothesis-driven thinking requires frequent reviews of the
 prevailing and current hypotheses:
     Do we still think they are right?

     Are we making progress towards disproving them?

     Are they at the right level of generality/predictiveness?

 If proven wrong you’ve already made a big step towards
 answering your question!


 “A wise man sometimes changes his mind, but a fool never” - Arabic Proverb


                                                                              15
Another powerful tool to for hypothesis development is abduction—which
is a variation on deductive and inductive reasoning
                                                        1. Rule                   Rule    If we put the price too
                                                                                          high, sales will go down

                                                                                  Case    We have put prices too
       Deduction                            3. Result                                     high

                                                                    2. Case       Result Therefore, sales will go
                                                                                         down

                                                        1. Case                   Case    We have put prices up

                                                                                  Result Sales have gone down
       Induction                             3. Rule
                                                                                  Rule    Sales have gone down
                                                                                          because the price is too
                                                                    2. Result
                                                                                          high


                                                        1. Result                  Result Sales have gone down

                                                                                   Rule    Sales go down when
                                                                                           prices are too high
       Abduction                             3. Case
                                                                                   Case    Probably we have put
                                                                    2. Rule                prices too high


                                                                     Hypothesis
Source: Barbara Minto, ―The Pyramid Principle‖.


                                                                                                                     16
Exercise 1: Hypothesis Generation




                                    17
Exercise 1 — Disaggregate the problem into a diagnostic solution tree –
You Try!

                                                                                                    ?
    Joey Smith goes
      to the doctor                                         ?                                       ?

                                       Physical


                           Head                             ?                                       ?
                           Hurts                                                                    ?

                                       Mental
                                                            ?

                                                            ?

                                                            ?




                                                  Source: Barbara Minto, ―The Pyramid Principle‖.

                                                                                                        18

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Structured Problem Solving: Generate Hypotheses & Analyze with Fishbone

  • 1. Structured Problem Solving & Hypothesis Generation
  • 2. What We Will Cover • What Is Structured Problem Solving? • How Do We Define the Problem? • How Do We Generate Hypothesis about the Root Cause of a Problem? • How Do We Structure our Hypothesis using the Fish Bone Approach? 2
  • 3. What is Structured Problem Solving? Structured problem solving is a formal approach to organizing peoples’ thinking 1. Define the Problem • Understand the problem statement • Facilitate understanding of the issue 2. Develop a Hypothesis • Used to prove (or disprove) our logic • Which if ―true‖ we can use to solve the underlying cause 3. Structure the Analysis • Use a logical framework to analyze the problem • Use the Root Cause Analysis to group your ideas To help you solve a problem, your structure must disaggregate the problem into smaller and easier to solve components. 3
  • 4. Our problem solving approach begins by answering a simple series of questions • Is there a problem or opportunity? DEFINE THE PROBLEM • If so where does it lie? IDENTIFY ROOT CAUSE • Why does it exist? STRUCTURE THE ANALYSIS • What could we do about it? • What should we do about it? FIND THE SOLUTION 4
  • 5. Defining the issue is the 1st step in the journey to final recommendations Develop Conclusions and Define the Form Analyze Gather Data Find Insights Make Issues Hypotheses Data Recommendations to Implement What are the Statements Factual Analyze what So what? - What you questions that provide information the data tells aha, new should do… keeping you direction and gathered to us thought and how awake at structure for prove or night? the analysis disprove hypotheses Because “If you don’t know where you are going, any road will take you there.” Anonymous - 5
  • 6. How do we define a problem? Start your thinking by being ... Mutually Exclusive and MECE Comprehensively Exhaustive 6
  • 7. Start with the right definitions – Is this Chart MECE? US Car Market Light Passenger Big 3 Trucks Cars Sport Mini Vans Utility Ford GM Chrysler Vehicles Clarity of the problem up front will set your subsequent analysis up to succeed! - 7
  • 8. Typically, logical pyramids help you to define, disaggregate, structure and ultimately, solve the business problem To understand the problem, assertions or ideas must be: • Summaries of the ideas grouped below them • The same kind of idea, and they must answer the same question implied by their summary • In a logical order: - Deductively or inductively - Trace course or time order - Divide or structural order (e.g., Sales, Marketing, Manufacturing, etc.) - Classify or degree order (e.g., most important, 2nd most important, etc.) Main Assertion Key Line Source: Barbara Minto, ―The Pyramid Principle‖. 8
  • 9. Logical pyramids increase the effectiveness of problem solving, results delivery, and communication Logical pyramids  Vertical structure have simple  Horizontal structure rules…  Key line / narrative …but help ensure  The effectiveness of our work depends heavily on how thorough compellingly we can argue that the solution we put forward serves analysis… the organization best …while  The reasoning we have to apply to come to our solution is complex decreasing and difficult to summarize for brief stakeholder interactions complexity… …and increasing  To build succinct and compelling presentations of our work, we use the power of logical pyramids as the preferred communication style: presentations – Pyramids make information more memorable and meaningful – They lead to a clearer definition of the problems we solve …which will make your work/life much – They structure our solutions to these problems and make them more easier to handle compelling Source: Barbara Minto, ―The Pyramid Principle‖. 9
  • 10. Hypothesis generation ensures that we get to the Root Cause of our business problem Develop Conclusions and Define the Form Gather Data Analyze Data Find Insights Make Issues Hypotheses Recommendations to Implement What are the Statements that Factual Analyze what So what? —aha, What you should questions provide information the data tells us new thought do… and how keeping you direction and gathered to awake at night? structure for the prove or analysis disprove hypotheses “Hypothesis: a Tentative Assumption made in order to draw out and test its logical or empirical consequences” Webster’s Dictionary 10
  • 11. A hypothesis should identify not only the issue but also the cause and the impact Think through these 3 stages as you create a hypothesis to help you plan out how you will test it: What is the issue? ―X is xxx‖ or ―X is an • What is the underlying opportunity? opportunity …‖ • Where is the advantage? What do you think causes the issue? ―… due to …‖ • What are the key drivers of the process? What is the impact of the issue? • How can we tell there is an opportunity? ―… resulting in …‖ • Why do we care? 11
  • 12. Hypotheses are developed in 3 steps 1 • What are the real strategic issues? Define the • What is the impact on the Is there a market for white label question organisation? insurance products? • What are the priorities? 2 • We believe this to be true . . . • Direct channels are growing Review and Describe • A series of statements, not yet • Retailers have a strong Multiple backed by data channel and brand Assertions • Based on initial data search or • There are existing products expert opinions 3 • We think . . . Chubb Insurance can access • It looks like . . . new business by using the Form the brand strength of Tesco hypothesis • The right answer may be . . . resulting In low cost acquisitions • The options could be . . . and profitable business A number of assertions need to be true for a hypothesis to be valid. 12
  • 13. How to find a good hypothesis Start by Asking Questions: • Talk to lots of people about the core problem • Brainstorming during case team meeting • Ask ―5 Why’s‖ Validate Your Initial Hypothesis: • Assume perfect rationality — how should the business system behave? • Look for analogies (other industries or problems) • Imagine that you had perfect information — what would the ideal analysis look like? Think outside the Box: • Think about the problem from a different angle • Talk to people who think differently 14
  • 14. What if your hypothesis is proven wrong? You Win! Hypothesis-driven thinking requires frequent reviews of the prevailing and current hypotheses: Do we still think they are right? Are we making progress towards disproving them? Are they at the right level of generality/predictiveness? If proven wrong you’ve already made a big step towards answering your question! “A wise man sometimes changes his mind, but a fool never” - Arabic Proverb 15
  • 15. Another powerful tool to for hypothesis development is abduction—which is a variation on deductive and inductive reasoning 1. Rule Rule If we put the price too high, sales will go down Case We have put prices too Deduction 3. Result high 2. Case Result Therefore, sales will go down 1. Case Case We have put prices up Result Sales have gone down Induction 3. Rule Rule Sales have gone down because the price is too 2. Result high 1. Result Result Sales have gone down Rule Sales go down when prices are too high Abduction 3. Case Case Probably we have put 2. Rule prices too high Hypothesis Source: Barbara Minto, ―The Pyramid Principle‖. 16
  • 16. Exercise 1: Hypothesis Generation 17
  • 17. Exercise 1 — Disaggregate the problem into a diagnostic solution tree – You Try! ? Joey Smith goes to the doctor ? ? Physical Head ? ? Hurts ? Mental ? ? ? Source: Barbara Minto, ―The Pyramid Principle‖. 18