Pit stop EBMgt Evidence-Based Management (Searching & Finding Scientific Evidence) Pitstop Evidence-Based HR, VOV lerend netwerk, Antwerpen, 11 januari 2013 Pit stop EBMgt 1. Evidence-Based Management A (very) Short Introduction Medicine: Founding fathers Pit stop EBMgt David Sackett Gordon Guyatt McMaster University Medical School, Canada How it all started Pit stop EBMgt Problem I: too much information Pit stop EBMgt More than 1 million articles in 40,000 medical journals per year (= 1995; now probably more than 2 million). For a specialist to keep up this means reading 25 articles every day (for a GP more than 100!) Most of the new insights and treatment methods don’t reach the target group Problem I: too much information Pit stop EBMgt HRM: 1,350 articles in 2010 (ABI/INFORM). For an HR manager to keep up this means reading 3 to 4 articles every day (for a ‘general’ manager more than 50!) Problem II: persistent convictions Pit stop EBMgt if you’re hyperventilating breathe into a bag Problem III: jumping to conclusions Pit stop EBMgt elderly people who have an irregular heartbeat are much more likely to die of coronary disease give them a drug that reduces the number of irregular beats How 40,000 cardiologists can be wrong Pit stop EBMgt In the early 1980s newly introduced antiarrhythmic 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. Pit stop EBMgt David Sackett Half of what you learn in medical school will be shown to be either dead wrong or out-of-date within 5 years of your graduation; the trouble is that nobody can tell you which half. The most important thing to learn is how to learn on your own. (Remember that your teachers are as full of bullshit as your parents) Evidence-Based Practice Pit stop EBMgt 1991 Medicine 1998 Education 1999 Social care 2000 Nursing 2000 Criminal justice ???? Management? Pit stop EBMgt 2. Evidence based management: What is it? Definition Pit stop EBMgt Evidence based practice: Improve information to support decision making Definition Pit stop EBMgt 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 Pit stop EBMgt Pit stop EBMgt Evidence-based practice: Focuses on the decision making process Thinks in terms of probability (instead of golden bullets). Pit stop EBMgt 3. Evidence-based management: Why do we need it? Four sources Pit stop EBMgt Pit stop EBMgt Trust me: 20 years of management experience! Bounded rationality Pit stop EBMgt Bounded rationality Pit stop EBMgt System 1 Fast Intuitive, associative heuristics & biases System 2 Slow (lazy) Deliberate, ‘reasoning’ Rational System 1: prone to biases Pit stop EBMgt Seeing order in randomness Mental corner cutting Misinterpretation of incomplete data Halo effect False consensus effect Group think Self serving bias Sunk cost fallacy Cognitive dissonance reduction Confirmation bias Authority bias Small numbers fallacy In-group bias Recall bias Anchoring bias Inaccurate covariation detection Distortions due to plausibility Pit stop EBMgt 2. Searching & Finding The Best Available Scientific Evidence Pit stop EBMgt Step 1: Formulate a focused question 5-step approach Pit stop EBMgt EBMgt is a 5-step approach 1. Formulate an answerable question (PICOC) 2. Search for the best available evidence 3. Critical appraise the quality of the found evidence 4. Integrate the evidence with managerial expertise and organizational concerns and apply 5. Monitor and evaluate the results Asking the right question? Pit stop EBMgt Effect vs Non-effect Types of questions: effect Pit stop EBMgt Does it work? Does it work better than ....? Does it have an effect on ....? Effect What is the success factor for ....? What is required to make it work ...? Will it do more good than harm? Types of questions: non-effect Pit stop EBMgt Needs: What do people want or need? Attitude: What do people think or feel? Experience: What are peoples’ experiences? Prevalence: How many / often do people / organizations ...? Procedure: How can we implement ...? Process: How does it work? Explanation: Why / how does it work? Economics: How much does it cost? Focused question? Pit stop EBMgt Does team-building work? What are the costs and benefits of self-steering teams? What are the success factors for culture change? Does management development improve the performance of managers? Does employee participation prevent resistance to change? How do employees feel about 360 degree feedback? Foreground question? Pit stop EBMgt Does team-building work? What is a ‘team’? What kind of teams? In what contexts/settings? What counts as ‘team-building’? What does ‘work’ mean? What outcomes are relevant? Over what time periods? Answerable question: PICOC Pit stop EBMgt P = Population I = Intervention (or success factor) C = Comparison O = Outcome C = Context Example: merger Pit stop EBMgt Answerable question: PICOC Pit stop EBMgt Imagine you are a consultant, your client is the board of directors of a large Canadian health-care organization. The board of directors has plans for a merger with a smaller healthcare organization in a nearby town. However, it’s been said that the organizational culture differs widely between the two organizations. The board of directors asks you if this culture-difference can impede a successful outcome of a merger. Most of them intuitively sense that cultural differences matter, but they want an evidence-based advice. Answerable question: PICOC Pit stop EBMgt What else would you like to know? Answerable question: PICOC Pit stop EBMgt P: What kind of Population are we talking about? Middle managers, back-office employees, medical staff, clerical staff? O: What kind of Outcome are we aiming for? Employee productivity, return on investment, profit margin, competitive position, innovation power, market share, customer satisfaction? P/C: And how is the assumed cultural difference assessed? Is it the personal view of some managers or is it measured by a validated instrument? Answerable question: PICOC Pit stop EBMgt According to the board the objective of the merger is to integrate the back-office of the two organizations (ICT, finance, purchasing, facilities, personnel administration, etc.) in order to create economy of scale. The front offices and primary process of the two organizations will remain separate. The cultural difference is not objectively assessed (it is the perception of the senior managers of both organizations). Answerable question: PICOC Pit stop EBMgt P = back office employees in a healthcare organisation I = merger, integration back office C = status quo O = economy of scale C = different organizational culture, unequal Exercise Pit stop EBMgt 1. Read the following five scenario’s 2. Formulate on the basis of each scenario a focused question (use the PICOC format). Scenario 2 Pit stop EBMgt “Ik werk als manager bij een grote financiële dienstverlener. Het concern is een holdingmaatschappij met daaronder een aantal divisies met een eigen P&L verantwoordelijkheid. Het accountmanagement van de divisies wordt aangestuurd op basis van een eigen set kritische prestatie indicatoren (kpi’s) die niet onderling is afgestemd. Het gevolg is dat de accountmanagers elkaar regelmatig in de wielen rijden bij gezamenlijke klanten en de omzet wordt ‘weggekaapt’ bij de ander. Kortom, er wordt onvoldoende samengewerkt. Nu wordt door de Executive Board van de holding een beroep gedaan op de divisiedirecties om meer met elkaar te gaan samenwerken. Mijn vraag is: staat het feit dat de divisies geen gedeelde kpi’s hebben een goede interne samenwerking in de weg of hoeft dit geen probleem te zijn?” Scenario 3 Pit stop EBMgt “I am a Dutch quality manager at a large international brewery. In the past 4 years I facilitated a lean management program that is running for more than 10 years in this organization. Since a couple of years, however, we see a decline in results, such as: The number of problem analysis and improvement teams has been increased, but the amount of breakdowns and short stops in the production lines has not decreased. There is slow progress for the total program for the Netherlands at this moment. According to the middle managers the improvement program does not address really important topics. I would therefore like to know how our employees feel about lean management.” Pit stop EBMgt 1. Neem een actueel probleem / vraag / issue dat speelt in de organisatie waar je stage hebt gelopen (of een vraagstuk dat je persoonlijke interesse heeft). 2. Formuleer op basis daarvan een onderzoeksvraag 3. Geef aan wat voor type vraag het is (effect of non-effect) 4. Benoem de PICOC elementen. Pit stop EBMgt Step 2: Search for the best available evidence 5-step approach Pit stop EBMgt EBMgt is a 5-step approach 1. Formulate an answerable question (PICOC) 2. Search for the best available evidence 3. Critical appraise the quality of the found evidence 4. Integrate the evidence with managerial expertise and organizational concerns and apply 5. Monitor and evaluate the results Searching evidence Pit stop EBMgt What do we search? Information sources Pit stop EBMgt Type of Information Source Current Information Wall street Journal, Financial Times, Business week, Financieel Dagblad Overview of a subject Textbooks and popular books General background Encyclopedias, yearbooks & book reviews Academic Information ABI/INFORM, Business Source Premier, Emerald, PsychInfo, Science Direct Statistical Information CBS Statline, Eurostat Theories about a subject Textbooks and encyclopedias Company information Company Annual Reports, Datastream, Factiva.com, Amadeus Articles in peer reviewed journals Pit stop EBMgt Searching for evidence Postgraduate Course Databases Postgraduate Course ABI/INFORM Business Source Elite PsycINFO Web of Knowledge ERIC Google Scholar Searching for evidence Postgraduate Course Searching evidence Postgraduate Course How do we search? Search Strategy Search strategy Pit stop EBMgt Two types of search strategies Snowball method Building blocks method Snowball method Pit stop EBMgt Starting from one book or article, you search for other literature on the same topic. Snowballing to older publications by finding out which publications were used by the author (see bibliography of book or article). Snowballing to more recent publications by finding out how often that book or article has been cited by other authors (see Web of Knowledge or Google Scholar). Snowball method Pit stop EBMgt Building blocks method Pit stop EBMgt Keyword 1 Keyword 2 Keyword 3 Keyword 4 Synonyms or Synonyms or Synonyms or Synonyms or related terms related terms related terms related terms • …. • …. • …. • …. • …. OR • …. OR • …. OR • …. • …. • …. • …. • …. • …. • …. • …. • …. AND AND AND Answerable question: PICOC Pit stop EBMgt P = back office employees, health care I = merger, integration, back office C = status quo O = economy of scale C = different organizational culture, unequal 1. Underline the keywords 2. Number the order of importance from 1-4 Answerable question: PICOC Pit stop EBMgt P = back office employees 5. healthcare I = 1. merger, 3. integration, back office C = status quo O = 4. economy of scale C = different 2. organizational culture, unequal 1. Underline the keywords 2. Number the order of importance Search terms Pit stop EBMgt Operationalise your Pico elements! O = long term profitability? Construct validity Pit stop EBMgt The Ambidextrous Organization (??) Select keywords Pit stop EBMgt The keywords of your PICOC may be enough. If not, select more words by using: synonyms alternate spelling, translations related terms / words / subjects narrower or broader terms corporate culture: organizational behavior/character, corporate identity merger: acquisition, take-over, fusion, combination, unification profitability: profit, advantage, return on investment, shareholder value Search in the following order Pit stop EBMgt 1. Thesaurus (SU) 2. Title (TI) 3. Abstract (AB) 4. Alternate spellings, synonyms Search Query: an example Pit stop EBMgt I I O C 1. Merger 3. Integration 4. Health care organization 2. Corporate culture • Merger • Healthcare organization • Integration • Fusion • Non profit • Combination • Take over OR OR • Not for profit • Corporate culture • Organizational behavior OR • Organizational • Acquisition character • Unification • Corporate •… identity AND AND • Core beliefs • Shared values Boolean operators Pit stop EBMgt apples AND oranges apples oranges apples OR oranges apples oranges Start up Pit stop EBMgt Always search for indexed topics or thesaurus terms Pit stop EBMgt thesaurus terms Pit stop EBMgt Combining results Pit stop EBMgt Use the history function to combine results Combining results Pit stop EBMgt Use the history function to combine results Narrow your results Pit stop EBMgt Narrow your results Pit stop EBMgt Save your results Pit stop EBMgt If an article is not available in ABI/ Inform or BSE: try Google (advanced search) Pit stop EBMgt Summary Pit stop EBMgt 1. Formulate a focused question and break it down into keywords (PICOC), 2. Underline the 2 to 4 most relevant keywords, 3. Start with the most relevant keyword: is it listed in the thesaurus? If not: search in the title or abstract. 4. Repeat your search with alternative terms, synonyms or alternate spellings. 5. Combine the outcome of step 4 (thesaurus), 5 (title or abstract) and 6 (alternative terms) with OR (use the history function!) 6. Repeat above steps for keyword 2 7. Combine the outcome of your search with keyword 1 and 2 with AND (use the history function!) 8. Filter the articles with “studies” (subject > studies) 9. Read the titles and abstracts of your results, select the relevant articles and safe them. 10. No full text available in ABI/Inform or BS Elite? Try Google Advanced. Pit stop EBMgt Learning through play ! Try all buttons Make lots of mistakes Have fun ! Assignment: search strategy Pit stop EBMgt Search for research articles on teambuilding Exercise: Search for evidence Pit stop EBMgt 2. Search in ABI/Inform: 1. How many articles has Stephen Covey published in peer reviewed journals? 2. How many of these articles are based on scientific research? 3. Are there articles (by other authors) that are critical of Covey’s 7 Habits? 4. How many of these critical articles are based on scientific research? Pit stop EBMgt Evidence-based management Step 3: Critical appraisal of studies 5-step approach Pit stop EBMgt EBMgt is a 5-step approach 1. Formulate an answerable question (PICOC) 2. Search for the best available evidence 3. Critically appraise the quality of the found evidence 4. Integrate the evidence with managerial expertise and organizational concerns and apply 5. Monitor and evaluate the results Pit stop EBMgt Effect vs Non-effect Pit stop EBMgt Internal validity Internal validity Pit stop EBMgt 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. Levels of internal validity Pit stop EBMgt Which design for which question? Pit stop EBMgt Explanation Pit stop EBMgt Best research design? Critical appraisal Pit stop EBMgt Critical appraisal Pit stop EBMgt Postgraduate Course 1. Is the study design appropriate to the stated aims? 2. Was a control group used? 3. Was a pretest used? 4. Are the measurements likely to be valid and reliable? 5. Could bias or confounding have occurred? 6. How large was the effect size? Levels of internal validity Pit stop EBMgt 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)