The role of cognitive frames in combined decisions about risk and effort

Abstract Cognitive framing influences the subjective valuation of monetary payoffs and an individual’s willingness to exert effort and take risk. In this paper, we explore how cognitive frames created by incentive design and the outcome’s fairness influence decisions on risk and effort. While such decisions are often combined in practice, the theories that study risk-taking and motivation to exert effort remain discrete. We set up a multiperiod, 2 × 2 experiment in which we analyze the effects of a bonus versus a penalty contract and a fair versus an unfair outcome distribution. We use a modified Sternberg task to measure risk-effort decisions. We hypothesize that in the case of conflicting cues from the two frames, the cue that creates a perception of loss dominates the decision. We also hypothesize that over time, prior performance influences current decisions by creating a new cognitive frame. We find that if the pay is unfair, neither a bonus nor a penalty seems to matter. If it is fair, high risk-effort tasks are stimulated more by a penalty than a bonus contract. The effect of prior performance eventually outweighs the effect of both incentive manipulations. Our results help to advance the management accounting literature by integrating separate theories on risk-taking and effort exertion to better understand interactive cognitive frames in comprehensive decision-making.

[1]  Todd S. Braver,et al.  Motivation and Cognitive Control , 2015 .

[2]  F. Hartmann,et al.  Pay fairness and intrinsic motivation: the role of pay transparency , 2012 .

[3]  R. Thaler,et al.  Individual Preferences, Monetary Gambles, and Stock Market Participation: A Case for Narrow Framing , 2006 .

[4]  G. Lindquist Tournaments and unfair treatment , 2010 .

[5]  Geoffrey B. Sprinkle Perspectives on experimental research in managerial accounting , 2003 .

[6]  Gary Blau,et al.  Operationalizing direction and level of effort and testing their relationships to individual job performance , 1993 .

[7]  A. Kacelnik,et al.  To walk or to fly? How birds choose among foraging modes. , 2001, Proceedings of the National Academy of Sciences of the United States of America.

[8]  Marjorie K. Shelley Gain/Loss Asymmetry in Risky Intertemporal Choice , 1994 .

[9]  John J. Foxe,et al.  Prefrontal‐subcortical dissociations underlying inhibitory control revealed by event‐related fMRI , 2004, The European journal of neuroscience.

[10]  Ernst Fehr,et al.  Fair Wages and Effort Provision: Combining Evidence from a Choice Experiment and a Field Experiment , 2015, Manag. Sci..

[11]  Mark J. Yates,et al.  Asymmetric frontal cortical activity predicts effort expenditure for reward. , 2015, Social cognitive and affective neuroscience.

[12]  James M. Kohlmeyer,et al.  Performance Standards and Managers’ Adoption of Risky Projects , 2007 .

[13]  N. Barberis,et al.  Mental Accounting, Loss Aversion, and Individual Stock Returns , 2001 .

[14]  G. Dreisbach,et al.  The differential influences of positive affect, random reward, and performance-contingent reward on cognitive control , 2014, Cognitive, affective & behavioral neuroscience.

[15]  C. Lau,et al.  Behavioral Effects of Nonfinancial Performance Measures: The Role of Procedural Fairness , 2008 .

[16]  Aneta Brzezicka,et al.  Working memory capacity as a moderator of load-related frontal midline theta variability in Sternberg task , 2014, Front. Hum. Neurosci..

[17]  D. Kahneman Maps of Bounded Rationality: Psychology for Behavioral Economics , 2003 .

[18]  J. S. Adams,et al.  Inequity In Social Exchange , 1965 .

[19]  L. Green,et al.  A discounting framework for choice with delayed and probabilistic rewards. , 2004, Psychological bulletin.

[20]  S. Floresco,et al.  Dopamine Antagonism Decreases Willingness to Expend Physical, But Not Cognitive, Effort: A Comparison of Two Rodent Cost/Benefit Decision-Making Tasks , 2015, Neuropsychopharmacology.

[21]  Donald V. Moser,et al.  Bonus versus Penalty: Does Contract Frame Affect Employee Effort? , 2005 .

[22]  Theresa Libby,et al.  Referent Cognitions and Budgetary Fairness: A Research Note , 2001 .

[23]  C. Winstanley,et al.  Sensitivity to Cognitive Effort Mediates Psychostimulant Effects on a Novel Rodent Cost/Benefit Decision-Making Task , 2012, Neuropsychopharmacology.

[24]  James R. Frederickson,et al.  Carrot or Stick? Contract Frame and Use of Decision-Influencing Information in a Principal-Agent Setting , 2005 .

[25]  Bryan K. Church,et al.  Contracting Frame and Individual Behavior: Experimental Evidence , 2008 .

[26]  Kathleen A. McCullough The Effect of Contract Type on Insurance Fraud , 2015 .

[27]  Arthur J. Robson,et al.  The Evolution of Time Preference with Aggregate Uncertainty , 2009 .

[28]  K. Oberauer Removing irrelevant information from working memory: a cognitive aging study with the modified Sternberg task. , 2001, Journal of experimental psychology. Learning, memory, and cognition.

[29]  R. Thaler,et al.  Gambling with the house money and trying to break even: the effects of prior outcomes on risky choice , 1990 .

[30]  Frederik Schwerter Social Reference Points and Risk Taking , 2023, Manag. Sci..

[31]  Fair Wages and Effort Provision: Combining Evidence from the Lab and the Field , 2013 .

[32]  P. Kuhn,et al.  Does Pay Inequality Affect Worker Effort? Experimental Evidence , 2007 .

[33]  D. Buss,et al.  Risk and relative social rank: positional concerns and risky shifts in probabilistic decision-making , 2010 .

[34]  John Maule,et al.  What lies beneath: Reframing framing effects , 2007, Thinking & Reasoning.

[35]  Jerald D. Kralik,et al.  Rats exhibit reference-dependent choice behavior , 2014, Behavioural Brain Research.

[36]  Zinta S. Byrne,et al.  The interactive effects of conscientiousness, work effort, and psychological climate on job performance ☆ , 2005 .

[37]  G. Loewenstein,et al.  Subjective relative income and lottery ticket purchases , 2008 .

[38]  B. Postle,et al.  Prefrontal cortical contributions to working memory: evidence from event-related fMRI studies , 2000, Experimental Brain Research.

[39]  Timothy E. J. Behrens,et al.  Optimal decision making and the anterior cingulate cortex , 2006, Nature Neuroscience.

[40]  C. Winstanley,et al.  Dissociable Contributions of Anterior Cingulate Cortex and Basolateral Amygdala on a Rodent Cost/Benefit Decision-Making Task of Cognitive Effort , 2014, Neuropsychopharmacology.

[41]  R. Khandekar INTERACTING SETS OF CONTRADICTORY HUMAN NEEDS AS DRIVERS OF HUMAN BEHAVIOR , 2012 .

[42]  J. Jay Braun,et al.  Evolution and Human Behavior , 1967, The Yale Journal of Biology and Medicine.

[43]  Sergeja Slapničar,et al.  The Impact of Social Pressure and Monetary Incentive on Cognitive Control , 2016, Front. Psychol..

[44]  J. Salamone,et al.  The behavioral pharmacology of effort-related choice behavior: dopamine, adenosine and beyond. , 2012, Journal of the experimental analysis of behavior.

[45]  E. Seu,et al.  Behavioral Characteristics and Neural Mechanisms Mediating Performance in a Rodent Version of the Balloon Analog Risk Task , 2010, Neuropsychopharmacology.

[46]  Ernst Fehr,et al.  Fair wages and effort: Evidence from a field experiment , 2015 .

[47]  J H Duyn,et al.  fMRI study of effort and information processing in a working memory task , 2007, Human brain mapping.

[48]  Janet L. Yellen,et al.  The Fair Wage-Effort Hypothesis and Unemployment , 1990 .

[49]  Jacob G. Birnberg,et al.  Psychology Theory in Management Accounting Research , 2006 .

[50]  L. Green,et al.  Dopamine modulates effort-based decision making in rats. , 2009, Behavioral neuroscience.

[51]  M. Treadway,et al.  Caffeine increases psychomotor performance on the effort expenditure for rewards task , 2012, Pharmacology Biochemistry and Behavior.

[52]  Carol T. Kulik,et al.  Old Friends, New Faces: Motivation Research in the 1990s , 1999 .

[53]  S. Brosnan,et al.  Monkeys reject unequal pay , 2003, Nature.

[54]  Frank G. H. Hartmann,et al.  The Effects of Tolerance for Ambiguity and Uncertainty on the Appropriateness of Accounting Performance Measures , 2005 .

[55]  Ernst Fehr,et al.  Social Comparison in the Workplace: Evidence from a Field Experiment , 2011, SSRN Electronic Journal.

[56]  E. Thorndike “Animal Intelligence” , 1898, Nature.

[57]  Adams Js Towards an understanding of inequity , 1963 .

[58]  M. Platt,et al.  Risky business: the neuroeconomics of decision making under uncertainty , 2008, Nature Neuroscience.

[59]  J. Cacioppo,et al.  Relationship between attitudes and evaluative space: A critical review, with emphasis on the separability of positive and negative substrates. , 1994 .

[60]  Luiz Pessoa,et al.  Reward Reduces Conflict by Enhancing Attentional Control and Biasing Visual Cortical Processing , 2011, Journal of Cognitive Neuroscience.

[61]  R. Thaler Mental accounting matters , 1999 .

[62]  J. Greenberg,et al.  Stealing in the Name of Justice: Informational and Interpersonal Moderators of Theft Reactions to Underpayment Inequity , 1993 .

[63]  Wim A. Van der Stede Management Accounting Research in the Wake of the Crisis: Some Reflections , 2011 .

[64]  A. Sadrieh,et al.  Fair wages when employers face the risk of losing money , 2012 .

[65]  Martin Ahlbrecht,et al.  An empirical study on intertemporal decision making under risk , 1997 .

[66]  F. Hartmann,et al.  An experimental study of the effects of negative, capped and deferred bonuses on risk taking in a multi-period setting , 2014, Journal of Management & Governance.

[67]  E. S. Conklin Human Motivation , 1932, The Journal of Religion.

[68]  James N. Druckman,et al.  Evaluating framing effects , 2001 .

[69]  Joan L. Luft,et al.  Bonus and penalty incentives contract choice by employees , 1994 .

[70]  J. Sonnemans,et al.  Social comparison and risky choices , 2009 .

[71]  V. Vroom Work and motivation , 1964 .

[72]  Michael G. Williamson,et al.  The effort and risk-taking effects of budget-based contracts ☆ , 2008 .

[73]  D. Zald,et al.  Impaired effort allocation in patients with schizophrenia , 2015, Schizophrenia Research.

[74]  Sergeja Slapničar,et al.  The perceived fairness of performance evaluation: The role of uncertainty , 2012 .

[75]  Douglas A Nitz,et al.  Anterior cingulate neurons in the rat map anticipated effort and reward to their associated action sequences. , 2012, Journal of neurophysiology.

[76]  R. Thaler,et al.  Risk Aversion Or Myopia? Choices in Repeated Gambles and Retirement Investments , 1999 .

[77]  N. Haddad,et al.  Increased effort requirements and risk sensitivity: a comparison of delay and magnitude manipulations , 2003, Behavioural Processes.

[78]  Ronald Okada,et al.  Parallel Scanning of Semantic and Formal Information. , 1973 .

[79]  P. Kop Reinforcement, choice and response strength , 1990 .

[80]  Margaret H. Christ,et al.  Sticks and Carrots: The Effect of Contract Frame on Effort in Incomplete Contracts , 2012 .

[81]  Dawei Wang,et al.  The Influence of Social Comparison and Peer Group Size on Risky Decision-Making , 2016, Front. Psychol..

[82]  Jeroen van de Ven,et al.  Aspiration Level, Probability of Success and Failure, and Expected Utility , 2008 .

[83]  T. Braver,et al.  Dissociable influences of reward motivation and positive emotion on cognitive control , 2014, Cognitive, affective & behavioral neuroscience.

[84]  S. Sternberg High-Speed Scanning in Human Memory , 1966, Science.

[85]  Matthew F. S. Rushworth,et al.  Weighing up the benefits of work: Behavioral and neural analyses of effort-related decision making , 2006, Neural Networks.

[86]  A. Tversky,et al.  Prospect theory: analysis of decision under risk , 1979 .

[87]  F. Hartmann,et al.  Objective rewarding, managerial motivation and organizational commitment: The intervening role of justice , 2008 .

[88]  Robert J. Sternberg,et al.  Increasing fluid intelligence is possible after all , 2008, Proceedings of the National Academy of Sciences.

[89]  J. Kunz Objectivity and subjectivity in performance evaluation and autonomous motivation: An exploratory study , 2015 .

[90]  Hannah S. Locke,et al.  Prefrontal cortex mediation of cognitive enhancement in rewarding motivational contexts , 2010, Proceedings of the National Academy of Sciences.

[91]  A. Tversky,et al.  The Effect of Myopia and Loss Aversion on Risk Taking: An Experimental Test , 1997 .

[92]  J. Salamone,et al.  Anhedonia or anergia? Effects of haloperidol and nucleus accumbens dopamine depletion on instrumental response selection in a T-maze cost/benefit procedure , 1994, Behavioural Brain Research.

[93]  G. A. Miller THE PSYCHOLOGICAL REVIEW THE MAGICAL NUMBER SEVEN, PLUS OR MINUS TWO: SOME LIMITS ON OUR CAPACITY FOR PROCESSING INFORMATION 1 , 1956 .

[94]  James M. Kohlmeyer,et al.  Risk-taking in new project selection: Additive effects of bonus incentives and past performance history , 2010 .

[95]  L. Pessoa How do emotion and motivation direct executive control? , 2009, Trends in Cognitive Sciences.

[96]  A. Shiran,et al.  The effect of cognitive training on recall range and speed of information processing in the working memory of dyslexic and skilled readers , 2011, Journal of Neurolinguistics.

[97]  S. Gächter,et al.  Social Comparison and Performance: Experimental Evidence on the Fair Wage-Effort Hypothesis , 2009, SSRN Electronic Journal.

[98]  Stephen L. Cowen,et al.  Intersection of effort and risk: ethological and neurobiological perspectives , 2013, Front. Neurosci..

[99]  F. Economie,et al.  The Impact of the Number of Performance Measures and Incentive Framing on Performance in a Multidimensional Task Environment , 2006 .

[100]  D. Posthuma,et al.  Individual Differences in Processing Speed and Working Memory Speed as Assessed with the Sternberg Memory Scanning Task , 2009, Behavior genetics.