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Postgraduate Course




                    One or two things about
                  Evidence-Based Management


        Pitstop Evidence-Based HR, VOV lerend netwerk,
                      Gent, 27 september 2012
Postgraduate Course




             Evidence-Based Management?


                      VOV leden, n= 86
Evidence-Based Practice
Postgraduate Course




           1991       Medicine
           1998       Education
           1999       Social care, public policy
           2000       Nursing
           2000       Criminal justice
           ????       Management?
Definition
Postgraduate Course




          Evidence-based management means making decisions
          about the management of employees, teams or
          organizations through the conscientious, explicit and
          judicious use of four sources of information:

           1.         The best available scientific evidence

           2.         Organizational facts, metrics and characteristics

           3.         Stakeholders’ values and concerns

           4.         Practitioner expertise and judgment
Four sources
Postgraduate Course
Four sources
Postgraduate Course
Postgraduate Course




   Trust me: 20 years of management experience!
Bounded rationality
Postgraduate Course
Bounded rationality
Postgraduate Course
Het feilbare brein
Postgraduate Course



        Seeing order in randomness
        Mental corner cutting
        Misinterpretation of incomplete data
        Halo effect
        False consensus effect
        Group think                           Confirmation bias
        Self serving bias                     Authority bias
        Sunk cost fallacy                     Small numbers fallacy
        Cognitive dissonance reduction        In-group bias
                                               Recall bias
                                               Anchoring bias
                                               Inaccurate covariation detection
                                               Distortions due to plausibility
Postgraduate Course




                 if you’re
                                  breathe into a bag
               hyperventilating
Postgraduate Course




     elderly people who have      give them a drug that
     an irregular heartbeat are          reduces the
     much more likely to die of           number of
          coronary disease             irregular beats
How 40,000 cardiologists can be wrong
Postgraduate Course




                      In the early 1980s newly introduced anti-
                      arrhythmic drugs were found to be highly
                      successful at suppressing arrhythmias.

                      Not until a RCT was performed was it realized
                      that, although these drugs suppressed
                      arrhythmias, they actually increased mortality.


                      The CAST trial revealed Excess mortality of
                      56/1000.

                      By the time the results of this trial were
                      published, at least 100,000 such patients had
                      been taking these drugs.
Errors and Biases of Human Judgment
Postgraduate Course




         Doctors and managers hold many erroneous beliefs,
         not because they are ignorant or stupid, but because
                they seem to be the most sensible conclusion
            consistent with their own professional experience!
                            available evidence.
Problem II: false information
Postgraduate Course




        Half of what you learn will be shown to be either dead
            wrong or out-of-date within 7 years of your graduation;
            the trouble is that nobody can tell you which half

        Sackett: remember that your teachers are full of crap,
            just like your parents.
Evidence-based?
Postgraduate Course




      1. Incompetent people benefit more from feedback than
             highly competent people.


      2. Task conflict improves work group performance while
             relational conflict harms it.


      3. Being intelligent is a disadvantage for performing low
             skilled jobs.
Evidence-based?
Postgraduate Course




                   Competentie management
                   Excellente zorg
                   Kwaliteits management
                   Het nieuwe werken
                   Kennis management
                   Magnet, Investors in People
                   Plain Tree, Healing Environment
                   Balanced Score Card / INK
                   Lean / Six Sigma / TOC
Postgraduate Course




         Don’t be a parrot!


                              Think critically about experience,
                              question your assumptions, and
                              challenge what you think you know.

                                 (Show me the evidence!)
Postgraduate Course
5-step approach
Postgraduate Course




       1. Formulate a focused question

       2. Searching for the best available evidence

       3. Critical appraisal

       4. Turning evidence into practice

       5. Monitor the outcome
Postgraduate Course




        Step 3: Critical appraisal of studies
Postgraduate Course




           Best available evidence?
Research designs
Postgraduate Course




                      What is the BEST car?
Research designs
Postgraduate Course




             Which design for which question?
Twee type vragen
Postgraduate Course




                      Effect   vs   Non-effect
Type vraag: effect
Postgraduate Course




                      Werkt het?

                      Werkt het beter dan ....?

    Effect            Heeft het een effect op ....?

                      Wat zijn de succesfactoren voor ....?

                      Wat is nodig om het te laten werken?
Type: non-effect
Postgraduate Course



   Needs:             Wat hebben mensen nodig, waar hebben ze
                      behoefte aan?

   Attitude:          Wat denken of vinden mensen van ...?

   Experience:        Wat zijn de ervaringen van mensen met ...?

   Prevalence:        Hoeveel mensen / organisaties ....?

   Procedure:         Hoe kunnen we .... implementeren?

   Explanation:       Waarom werkt het?

   Economics:         Hoeveel kost het (tijd en geld)?
Which design for which question?
Postgraduate Course




   Explanation
Postgraduate Course




                      Best research design?
Best available?
Postgraduate Course
What is evidence?
Postgraduate Course




     Evidence is not the same as ‘proof’ or ‘hard facts’
     Evidence can be
             - so strong that no one doubts its correctness, or

             - so weak that it is hardly convincing at all
Postgraduate Course




             The best available evidence =



             Studies with the highest internal validity

             Studies with the highest external validity
Internal validity
Postgraduate Course




          internal validity = indicates to what extent the
          results of the research may be biased and is
          thus a comment on the degree to which
          alternative explanations for the outcome found

          are possible (confounding).
Confounding
Postgraduate Course




        Confounding is the idea that a 3rd variable can distort or
        confuse (or confound..) a relationship between two other
        variables. For instance, when factor X causes disease Y,
        that relationship could be confounded by factor C that is
        associated with both factor X and disease Y. C would be
        an alternative explanation for the relationship observed
        between X and Y.
What are the confounders?
Postgraduate Course




       1.         Shoe size & quality of handwriting

       2.         Body length & body weight

       3.         Number of storks & birth rate

       4.         Smoking youngsters & better lung function
Reverse causation
Postgraduate Course




                                ?
          Charismatic leaders

                                    Successful companies
Levels of internal validity
Postgraduate Course



        1. Were there enough subjects in the study?
        2. Was a control group used?
        3. Were the subjects randomly assigned?
        4. Was a pretest used?
        5. Was the study started prior to the intervention or event?
        6. Was the outcome measured in an objective and reliable way?

                      6x yes     = very high (A)
                      5x yes     = high (A)
                      4-3x yes   = limited (B)
                      2x yes     = low (C)
                      1-0x yes   = very low (D)
Levels of internal validity
Postgraduate Course
Levels of internal validity
Postgraduate Course




                               It is shown that …


                                   It is likely that …



                                                There are signs
                                                that …

                                                Experts are of the
                                                opinion that …
Postgraduate Course




                      Best available evidence:
                          external validity
External validity: generalizability
Postgraduate Course




          Always ask yourself to what extent the evidence
                is generalizable to your situation:


       Ecological validity: Is your organization so different from
       those in the study that its results may be difficult to apply?

       Population validity: Is your population so different from
       those in the study that its results may be difficult to apply?
Generalizability
Postgraduate Course




                             Keep in mind:

             What works in one narrowly defined setting
                         might not work in another,

                      but some psychological principles
                  are generalizable to all human beings.
Postgraduate Course



                          Step 4:
               Turning evidence into practice
Postgraduate Course
Feasible?
Postgraduate Course




                organizational facts and characteristics
                cultural aspects
                stakeholders’ values and concerns
                political aspects
                financial aspects /cost-effectiveness / ROI
                priorities
                change readiness / resistance to change
                implementation capacity
                timing
Tot slot:
Postgraduate Course




               Focus on the decision making process!
                           (not the outcome)

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One or Two Things About Evidence-Based Management

  • 1. Postgraduate Course One or two things about Evidence-Based Management Pitstop Evidence-Based HR, VOV lerend netwerk, Gent, 27 september 2012
  • 2. Postgraduate Course Evidence-Based Management? VOV leden, n= 86
  • 3. Evidence-Based Practice Postgraduate Course 1991 Medicine 1998 Education 1999 Social care, public policy 2000 Nursing 2000 Criminal justice ???? Management?
  • 4. Definition Postgraduate Course Evidence-based management means making decisions about the management of employees, teams or organizations through the conscientious, explicit and judicious use of four sources of information: 1. The best available scientific evidence 2. Organizational facts, metrics and characteristics 3. Stakeholders’ values and concerns 4. Practitioner expertise and judgment
  • 7. Postgraduate Course Trust me: 20 years of management experience!
  • 10. Het feilbare brein Postgraduate Course  Seeing order in randomness  Mental corner cutting  Misinterpretation of incomplete data  Halo effect  False consensus effect  Group think  Confirmation bias  Self serving bias  Authority bias  Sunk cost fallacy  Small numbers fallacy  Cognitive dissonance reduction  In-group bias  Recall bias  Anchoring bias  Inaccurate covariation detection  Distortions due to plausibility
  • 11. Postgraduate Course if you’re breathe into a bag hyperventilating
  • 12. Postgraduate Course elderly people who have give them a drug that an irregular heartbeat are reduces the much more likely to die of number of coronary disease irregular beats
  • 13. How 40,000 cardiologists can be wrong Postgraduate Course In the early 1980s newly introduced anti- arrhythmic drugs were found to be highly successful at suppressing arrhythmias. Not until a RCT was performed was it realized that, although these drugs suppressed arrhythmias, they actually increased mortality. The CAST trial revealed Excess mortality of 56/1000. By the time the results of this trial were published, at least 100,000 such patients had been taking these drugs.
  • 14. Errors and Biases of Human Judgment Postgraduate Course Doctors and managers hold many erroneous beliefs, not because they are ignorant or stupid, but because they seem to be the most sensible conclusion consistent with their own professional experience! available evidence.
  • 15. Problem II: false information Postgraduate Course  Half of what you learn will be shown to be either dead wrong or out-of-date within 7 years of your graduation; the trouble is that nobody can tell you which half  Sackett: remember that your teachers are full of crap, just like your parents.
  • 16. Evidence-based? Postgraduate Course 1. Incompetent people benefit more from feedback than highly competent people. 2. Task conflict improves work group performance while relational conflict harms it. 3. Being intelligent is a disadvantage for performing low skilled jobs.
  • 17. Evidence-based? Postgraduate Course  Competentie management  Excellente zorg  Kwaliteits management  Het nieuwe werken  Kennis management  Magnet, Investors in People  Plain Tree, Healing Environment  Balanced Score Card / INK  Lean / Six Sigma / TOC
  • 18. Postgraduate Course Don’t be a parrot! Think critically about experience, question your assumptions, and challenge what you think you know. (Show me the evidence!)
  • 20. 5-step approach Postgraduate Course 1. Formulate a focused question 2. Searching for the best available evidence 3. Critical appraisal 4. Turning evidence into practice 5. Monitor the outcome
  • 21. Postgraduate Course Step 3: Critical appraisal of studies
  • 22. Postgraduate Course Best available evidence?
  • 23. Research designs Postgraduate Course What is the BEST car?
  • 24. Research designs Postgraduate Course Which design for which question?
  • 25. Twee type vragen Postgraduate Course Effect vs Non-effect
  • 26. Type vraag: effect Postgraduate Course Werkt het? Werkt het beter dan ....? Effect Heeft het een effect op ....? Wat zijn de succesfactoren voor ....? Wat is nodig om het te laten werken?
  • 27. Type: non-effect Postgraduate Course Needs: Wat hebben mensen nodig, waar hebben ze behoefte aan? Attitude: Wat denken of vinden mensen van ...? Experience: Wat zijn de ervaringen van mensen met ...? Prevalence: Hoeveel mensen / organisaties ....? Procedure: Hoe kunnen we .... implementeren? Explanation: Waarom werkt het? Economics: Hoeveel kost het (tijd en geld)?
  • 28. Which design for which question? Postgraduate Course Explanation
  • 29. Postgraduate Course Best research design?
  • 31. What is evidence? Postgraduate Course  Evidence is not the same as ‘proof’ or ‘hard facts’  Evidence can be - so strong that no one doubts its correctness, or - so weak that it is hardly convincing at all
  • 32. Postgraduate Course The best available evidence = Studies with the highest internal validity Studies with the highest external validity
  • 33. Internal validity Postgraduate Course internal validity = indicates to what extent the results of the research may be biased and is thus a comment on the degree to which alternative explanations for the outcome found are possible (confounding).
  • 34. Confounding Postgraduate Course Confounding is the idea that a 3rd variable can distort or confuse (or confound..) a relationship between two other variables. For instance, when factor X causes disease Y, that relationship could be confounded by factor C that is associated with both factor X and disease Y. C would be an alternative explanation for the relationship observed between X and Y.
  • 35. What are the confounders? Postgraduate Course 1. Shoe size & quality of handwriting 2. Body length & body weight 3. Number of storks & birth rate 4. Smoking youngsters & better lung function
  • 36. Reverse causation Postgraduate Course ? Charismatic leaders Successful companies
  • 37. Levels of internal validity Postgraduate Course 1. Were there enough subjects in the study? 2. Was a control group used? 3. Were the subjects randomly assigned? 4. Was a pretest used? 5. Was the study started prior to the intervention or event? 6. Was the outcome measured in an objective and reliable way? 6x yes = very high (A) 5x yes = high (A) 4-3x yes = limited (B) 2x yes = low (C) 1-0x yes = very low (D)
  • 38. Levels of internal validity Postgraduate Course
  • 39. Levels of internal validity Postgraduate Course It is shown that … It is likely that … There are signs that … Experts are of the opinion that …
  • 40. Postgraduate Course Best available evidence: external validity
  • 41. External validity: generalizability Postgraduate Course Always ask yourself to what extent the evidence is generalizable to your situation: Ecological validity: Is your organization so different from those in the study that its results may be difficult to apply? Population validity: Is your population so different from those in the study that its results may be difficult to apply?
  • 42. Generalizability Postgraduate Course Keep in mind: What works in one narrowly defined setting might not work in another, but some psychological principles are generalizable to all human beings.
  • 43. Postgraduate Course Step 4: Turning evidence into practice
  • 45. Feasible? Postgraduate Course  organizational facts and characteristics  cultural aspects  stakeholders’ values and concerns  political aspects  financial aspects /cost-effectiveness / ROI  priorities  change readiness / resistance to change  implementation capacity  timing
  • 46. Tot slot: Postgraduate Course Focus on the decision making process! (not the outcome)