The power of simplicity: a fast-and-frugal heuristics approach to performance science

Performance science is a fairly new multidisciplinary field that integrates performance domains such as sports, medicine, business, and the arts. To give its many branches a structure and its research a direction, it requires a theoretical framework. We demonstrate the applications of this framework with examples from sport and medicine. Because performance science deals mainly with situations of uncertainty rather than known risks, the needed framework can be provided by the fast-and-frugal heuristics approach. According to this approach, experts learn to rely on heuristics in an adaptive way in order to make accurate decisions. We investigate the adaptive use of heuristics in three ways: the descriptive study of the heuristics in the cognitive “adaptive toolbox;” the prescriptive study of their “ecological rationality,” that is, the characterization of the situations in which a given heuristic works; and the engineering study of “intuitive design,” that is, the design of transparent aids for making better decisions.

[1]  Patrick K. Belling,et al.  Advancing theory and application of cognitive research in sport: Using representative tasks to explain and predict skilled anticipation, decision-making, and option-generation behavior☆ , 2015 .

[2]  Joseph G. Johnson,et al.  Take The First: Option-generation and resulting choices , 2003 .

[3]  B. Kalisch,et al.  IMPROVING THE , 1983 .

[4]  D. Feltz,et al.  Take the first heuristic, self-efficacy, and decision-making in sport. , 2012, Journal of experimental psychology. Applied.

[5]  Julian N. Marewski,et al.  Recognition-based judgments and decisions: What we have learned (so far) , 2011, Judgment and Decision Making.

[6]  Gerd Gigerenzer,et al.  The adaptive toolbox. , 2001 .

[7]  Loran F. Nordgren,et al.  The Devil Is in the Deliberation: Thinking Too Much Reduces Preference Consistency , 2009 .

[8]  Markus Raab,et al.  How should “hot” players in basketball be defended? The use of fast-and-frugal heuristics by basketball coaches and players in response to streakiness , 2015, Journal of sports sciences.

[9]  Julian N. Marewski,et al.  Recognition-based judgments and decisions: Introduction to the special issue (Vol. 1) , 2010, Judgment and Decision Making.

[10]  D. Fairley,et al.  Follow the leader? , 2000, Nursing times.

[11]  Gerd Gigerenzer,et al.  The hot hand exists in volleyball and is used for allocation decisions. , 2012, Journal of experimental psychology. Applied.

[12]  G. Gigerenzer,et al.  Risk, Uncertainty, and Heuristics , 2014 .

[13]  A. Bröder,et al.  Predicting Wimbledon 2005 tennis results by mere player name recognition , 2007 .

[14]  P. Todd,et al.  Ecological Rationality: Intelligence in the World , 2012 .

[15]  David W. Eccles,et al.  The relationship between knowledge and clinical performance in novice and experienced critical care nurses. , 2009, Heart & lung : the journal of critical care.

[16]  Gerd Gigerenzer,et al.  Models of ecological rationality: the recognition heuristic. , 2002, Psychological review.

[17]  Gerd Gigerenzer,et al.  Are two interviewers better than one , 2014 .

[18]  A. Tversky,et al.  The hot hand in basketball: On the misperception of random sequences , 1985, Cognitive Psychology.

[19]  R. Hertwig,et al.  Heuristics: The Foundations of Adaptive Behavior , 2015 .

[20]  Rita F. de Oliveira,et al.  An adaptive toolbox approach to the route to expertise in sport , 2014, Front. Psychol..

[21]  G. Gigerenzer.  Risk Savvy: How to Make Good Decisions , 2014 .

[22]  Mandeep K. Dhami,et al.  Simply Criminal: Predicting Burglars’ Occupancy Decisions with a Simple Heuristic , 2011, Law and human behavior.

[23]  M. Raab,et al.  When to Blink and When to Think , 2011, Research quarterly for exercise and sport.

[24]  A. Tversky,et al.  Judgment under Uncertainty: Heuristics and Biases , 1974, Science.

[25]  R. Simpson,et al.  Making Better Decisions [Modeling the Assistive Technology Assessment] , 2008, IEEE Engineering in Medicine and Biology Magazine.

[26]  Bartosz Gula,et al.  Hot Hand Belief and Hot Hand Behavior: A Comment on Koehler and Conley , 2004 .

[27]  Jörg Rieskamp,et al.  Predicting sentencing for low-level crimes: comparing models of human judgment. , 2009, Journal of experimental psychology. Applied.

[28]  Juliet A Conlin,et al.  Getting around: making fast and frugal navigation decisions. , 2009, Progress in brain research.

[29]  Daniel Memmert,et al.  The development of a method for identifying penalty kick strategies in association football , 2015, Journal of sports sciences.

[30]  Christian Frings,et al.  Who will win Wimbledon? The recognition heuristic in predicting sports events , 2006 .

[31]  A. Williams,et al.  Mechanisms underlying skilled anticipation and recognition in a dynamic and temporally constrained domain , 2011, Memory.

[32]  Joseph G. Johnson,et al.  Expertise-based differences in search and option-generation strategies. , 2007, Journal of experimental psychology. Applied.

[33]  Gerd Gigerenzer,et al.  Heuristic decision making. , 2011, Annual review of psychology.

[34]  Julian N. Marewski,et al.  Recognition-based judgments and decisions: Introduction to the special issue (II) , 2011, Judgment and Decision Making.

[35]  Bruce D. Burns,et al.  Heuristics as beliefs and as behaviors: The adaptiveness of the “hot hand” , 2004, Cognitive Psychology.

[36]  Andreas Glöckner,et al.  Network approaches for expert decisions in sports. , 2012, Human movement science.

[37]  Gerd Gigerenzer,et al.  Taking Uncertainty Seriously: Simplicity versus Complexity in Financial Regulation , 2014, Industrial and Corporate Change.

[38]  Stefan Lessmann,et al.  Alternative methods of predicting competitive events: An application in horserace betting markets , 2010 .

[39]  W. Gaissmaier,et al.  Smart strategies for doctors and doctors‐in‐training: heuristics in medicine , 2009, Medical education.

[40]  Markus Raab,et al.  Improving the 'how' and 'what' decisions of elite table tennis players. , 2005, Human movement science.

[41]  M. Raab,et al.  Does Framing the Hot Hand Belief Change Decision-Making Behavior in Volleyball? , 2015, Research quarterly for exercise and sport.

[42]  M. Bar-eli,et al.  Twenty years of “hot hand” research: Review and critique , 2006 .

[43]  G. Gigerenzer,et al.  The bias bias , 2015 .

[44]  M. Raab.  Simple heuristics in sports , 2012 .

[45]  U. Czienskowski,et al.  The “hot hand” reconsidered: A meta-analytic approach , 2013 .

[46]  G Gigerenzer,et al.  Reasoning the fast and frugal way: models of bounded rationality. , 1996, Psychological review.

[47]  H Volk.  [Making better decisions]. , 1981, Die Quintessenz der Zahntechnik.

[48]  Paul Ward,et al.  Predicting the future in perceptual-motor domains: Perceptual anticipation, option generation, and expertise , 2015 .

[49]  M. Raab,et al.  The tale of hearts and reason: the influence of mood on decision making. , 2013, Journal of sport & exercise psychology.

[50]  Mark Kelman,et al.  The Heuristics Debate , 2011 .

[51]  F. Knight.  The economic nature of the firm: From Risk, Uncertainty, and Profit , 2009 .

[52]  D R Mehr,et al.  What alters physicians' decisions to admit to the coronary care unit? , 1997, The Journal of family practice.

[53]  Will M. Bennis,et al.  Fast and frugal heuristics in sports. , 2006 .

[54]  Ronald J. Allen,et al.  Heuristics and the Law , 2006 .