Evidence-Based Practice A New Approach of Teaching The Practice of Management Eric Barends, CEBMa – Denise Rousseau, CMU May 6th, 2014 Who are we and what is our mission (today)? Denise Rousseau Eric Barends • • • • • • • • researcher teacher professor CMU / Heinz / Tepper manager teacher director CEBMa Mission Today • Teaching Evidence-based practice (in 1 hour) • Disappointment • Inspiration Postgraduate Course Postgraduate Course Postgraduate Course Current developments Postgraduate Course Education Access to research databases Rapid Evidence Assessments Building a community Future developments: practice Postgraduate Course CEBMa Database of Evidence Summaries Online learning modules Accreditational bodies Today 1. Some background 2. Teaching: learning principles 3. Teaching: curriculum 4. Teaching: examples 5. Your questions 1. Some background Evidence based management: What is it? Evidence-based practice Central Premise: Decisions should be based on a combination of critical thinking and the ‘best available evidence‘. Evidence? findings from scientific research, organizational facts & figures, benchmarking, best practices, professional experience 16 All managers base their decisions on ‘evidence’ 17 But…many managers pay little or no attention to the quality of the evidence they base their decisions on 18 Trust me, 20 years of management experience 19 SO ... 20 Teach managers how to critically evaluate the trustworthiness of evidence from multiple sources and help them find ‘the best available’ evidence An example An example An example An example Maslow, A.H. "A Theory of Human Motivation” An example An example Scientific research findings Professional experience and judgment Ask Acquire Appraise Aggregate Apply Assess Organizational data, facts and figures Stakeholders’ values and concerns Professional experience and judgment Scientific research findings Maslow, A.H. (1943). "A Theory of Human Motivation," Psychological Review 50(4) Wahba, M. A., & Bridwell, L. G. (1976). Maslow reconsidered: A review of research on the need hierarchy theory. Organizational Behavior and Human Performance, 15(2) How evidence-based are we (managers)? “I’ve never thought I need more evidence before making a decision; I know what needs to be done, we get on with it and we get results.” True (likely) or false (not likely)? 1. Incompetent people benefit more from feedback than highly competent people. 2. Task conflict improves work group performance while relational conflict harms it. 3. Encouraging employees to participate in decision making is more effective for improving organizational performance than setting performance goals. How evidence-based are we? HR Professionals' beliefs about effective human resource practices: correspondence between research and practice, (Rynes et al, 2002, Sanders et al 2008) 959 (US) + 626 (Dutch) HR professionals 35 statements, based on an extensive body of evidence true / false / uncertain Outcome: not better than random chance EBP: Teach managers how to critically evaluate the trustworthiness of evidence from multiple sources and help them find ‘the best available’ evidence 2. Teaching EBP: Learning principles Discuss with your neighbours: When it comes to teaching, what are important learning principles? 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 56 57 58 59 60 0 1 2 3 4 5 6 7 8 9 Learning principles 1. The brain needs time to get used to new things. Longer periods in between practice sessions lead to a longer overall retention. 2. Training program should include opportunities for practice, linked to real world situations . 3. The human brain seeks comfort in what it knows and is familiar with; addressing / confronting prior knowledge increases understanding (start from where the students are) Learning principles 4. Higher order thinking only happens when people work on questions / problems / issues themselves. 5. Learning from failure is important for learning. Speculating and predicting before finding the correct answers helps people become adaptive learners / experts. Teaching EBP = Small groups Problem based Real life cases EBP starts with a practical question, not with an academic answer 3. Teaching EBP: Curriculum EBP: Curriculum Limitations of human judgment & common forms of cognitive bias Retrieving & critically assessing experiential evidence Retrieving & critically assessing organizational evidence (qualitative & quantitative) Searching in research databases Efficiently reading research articles Critically appraising evidence from research Weighing and aggregating evidence from multiple sources Incorporating evidence into the decision making process Different types of decisions and decision-making processes Assessing the outcome of decisions made Scientific research findings Professional experience and judgment Ask Acquire Appraise Aggregate Apply Assess Organizational data, facts and figures Stakeholders’ values and concerns EBP: outcome A critical and reflective attitude Skills to distinguish trustworthy from less trustworthy evidence. Thinking in terms of probabilities CAT: Critically Appraised Topic CAT: Critically Appraised Topic A critically appraised topic (CAT) is a structured, short (2 – 5 pages max) summary of evidence on a topic of interest, focused around a practical problem or question.. CAT: structure 1) Background / context 2) Question (PICOC) 3) Search strategy 4) Results / evidence summary 5) Findings 6) Limitations 7) Recommendation CAT: 3 hits 1. Small group (2-3), scientific evidence, list of topics 2. Individual, scientific evidence & theory, own topic 3. Individual, evidence from multiple sources, real life question / issue CAT: examples Is there a valid and reliable way to measure the productivity of knowledge workers? To what extent will leadership training improve the effectiveness of leaders (e.g. managers, executives), what are the characteristics of effective leadership training programs? What research evaluating the effects of 360-degree has been published in peer-reviewed scholarly journals in the past 10 years? Which of the variables that are expected to have an impact on the effectiveness of 360-degree feedback are most widely studied and what is known of their effect? CAT-walk 4. Teaching EBP: Examples 4. Teaching EBP: examples Critical attitude ASK Critically appraisal: research findings Organizational evidence 4. Teaching EBP: examples Critical attitude ASK Critically appraisal: research findings Organizational evidence Discuss with your neighbours: What are the most common cognitive biases in management? (give an example) 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 56 57 58 59 60 0 1 2 3 4 5 6 7 8 9 Confirmation bias We are predisposed to selectively search for or interpret information in ways that confirms our existing beliefs, expectations and assumptions, and ignore information to the contrary. In other words, we “see what we want to see” Increase of information The amount of information increases faster than our ability to process it. McKinsey (1997 / 2001) Case study / best practice War on Talent Biases 1. Pattern recognition 2. Confirmation-bias 3. Small numbers fallacy 4. Outcome bias 5. Halo effect 6. Authority-bias 7. Groupthink 8. Availability bias Assignment One of your best friends is trader on the stock exchange. He enthusiastically tells you he has analyzed a large number of financial and economic data and that he has discovered an interesting phenomenon: "The position of the Dow Jones index multiplied by the price of oil is two days ahead of the gold price!" In other words, if both the Dow Jones and the oil price go up, the price of gold will rise within a day. Bias? Critical questions? Bias: pattern recognition We are predisposed to see order, pattern and causal relations in the world. Patternicity: The tendency to find meaningful patterns in both meaningful and meaningless noise. Assignment doctor A Last operation: patient died on the operating table Most people will prefer doctor B Why? Bias? Critical questions? doctor B Last operation: patient recovered faster than expected Bias: Outcome bias Outcome bias We are inclined to evaluate the quality of a decision (intervention, method) on the basis of its outcome. The Asch Experiment Nasa, Challenger Bias: Groupthink Groupthink: Groupthink is a psychological phenomenon that occurs within a group of people, in which the desire for harmony or conformity in the group results in an incorrect or irrational decision Bounded rationality System 1 Fast Intuitive, associative heuristics & biases System 2 Slow (lazy) Deliberate, ‘reasoning’ Rational Bounded rationality limbic system and brainstem (system 1) neo cortex (system 2) Teaching EBP: examples Critical attitude ASK Critically appraisal: research findings Organizational evidence 5 steps Postgraduate Course 1. Problem identification 2. Surfacing assumptions 3. Logic model 4. Formulating a searchable question 5. Formulate sub-questions Step 1: What is the problem? Postgraduate Course For which problem is ….. the solution? For who(m) Why How big ? How do we know (what is the evidence?) The problem Postgraduate Course Our hospital “Door to needle time”, 48 UK hospitals in Westmidland Postgraduate Course Discuss with your neighbours possible causes for these differences that could not be solved by the implementation of Lean / Six Sigma 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 56 57 58 59 60 0 1 2 3 4 5 6 7 8 9 5 steps Postgraduate Course 1. Problem identification 2. Surfacing assumptions 3. Logic model 4. Formulating a searchable question 5. Formulate sub-questions Logic model Postgraduate Course Logic model Postgraduate Course A logic model spells out the process by which a problem or intervention is expected to produce certain outcomes. In making expectations (its logic) explicit, a logic model helps identify the kind of evidence needed. 4. Teaching EBP: examples Critical attitude ASK Critically appraisal: research findings Organizational evidence Critical appraisal Always start with a practical question: - does it work? - how many employees …? - how do employees feel about …? How could we find out? 87 Critical appraisal Amanda Burls: “I never tell them anything about randomization or blinding, I just ask: “How are you going to know? How would you test this if I would give you a half million dollars to test it?” And when they come up with a suggestion I say, “Alright, can you think of any reason you got the results showing it works, while in fact it doesn’t.” And they say, “Well, it could be this, it could be that” And then I say, “Ok, then redesign your study so it can’t be this,” and what they come up with are precisely those things: randomization and blinding.” Critical appraisal How trustworthy is this study? Two studies, different designs Studies with methodological flaws Best available evidence (so what now?) Online course! 4. Teaching EBP: examples Critical attitude ASK Critically appraisal: research findings Organizational evidence 91 Organizational facts and figures Organizational facts and figures Organizational facts and figures 95 Organizational facts and figures Organizational facts and figures Examples Organizational evidence 1. Added value 1. Types of organizational evidence 1. Starting point: logic model 2. Statistical aspects to consider 3. Barriers to overcome 5. Barriers to overcome 1. Small numbers problem 2. Measurement errors 3. Context 4. Tainted data 5. Politics