The multifold relationship between memory and decision making: an individual-differences study.

Several judgment and decision-making tasks are assumed to involve memory functions, but significant knowledge gaps on the memory processes underlying these tasks remain. In a study on 568 adults between 25 and 80 years of age, hypotheses were tested on the specific relationships between individual differences in working memory, episodic memory, and semantic memory, respectively, and 6 main components of decision-making competence. In line with the hypotheses, working memory was positively related with the more cognitively demanding tasks (Resistance to Framing, Applying Decision Rules, and Under/Overconfidence), whereas episodic memory was positively associated with a more experience-based judgment task (Recognizing Social Norms). Furthermore, semantic memory was positively related with 2 more knowledge-based decision-making tasks (Consistency in Risk Perception and Resistance to Sunk Costs). Finally, the age-related decline observed in some of the decision-making tasks was (partially or totally) mediated by the age-related decline in working memory or episodic memory. These findings are discussed in relation to the functional roles fulfilled by different memory processes in judgment and decision-making tasks.

[1]  Andrew M. Parker,et al.  Published online in Wiley InterScience (www.interscience.wiley.com) DOI: 10.1002/bdm.481 Decision-making Competence: External Validation through an Individual-differences Approach , 2005 .

[2]  K. Stanovich.  Distinguishing the reflective, algorithmic, and autonomous minds: Is it time for a tri-process theory? , 2008 .

[3]  Michael R. Dougherty,et al.  Differences between probability and frequency judgments: The role of individual differences in working memory capacity☆ , 2006 .

[4]  B. Byrne.  Structural equation modeling with EQS : basic concepts, applications, and programming , 2000 .

[5]  J. Shanteue.  COMPETENCE IN EXPERTS: THE ROLE OF TASK CHARACTERISTICS , 1992 .

[6]  Eric J. Johnson,et al.  The adaptive decision maker , 1993 .

[7]  R. Engle,et al.  Executive Attention, Working Memory Capacity, and a Two-Factor Theory of Cognitive Control. , 2003 .

[8]  Schneider,et al.  All Frames Are Not Created Equal: A Typology and Critical Analysis of Framing Effects. , 1998, Organizational behavior and human decision processes.

[9]  Jon D. Perkins,et al.  Mental budgeting versus marginal decision making: training, experience and justification effects on decisions involving sunk costs , 2008 .

[10]  L. Nilsson.  Memory function in normal aging , 2003, Acta neurologica Scandinavica. Supplementum.

[11]  Lyle Brenner,et al.  On the evaluation of one‐sided evidence , 1996 .

[12]  F. Castellanos,et al.  Characterizing cognition in ADHD: beyond executive dysfunction , 2006, Trends in Cognitive Sciences.

[13]  Baruch Fischhoff,et al.  Explaining adult age differences in decision‐making competence , 2012 .

[14]  F. Missier,et al.  Part-set cuing in option generation , 2009, Memory & cognition.

[15]  Lars Nyberg,et al.  Classifying Human Long-term Memory: Evidence from Converging Dissociations , 1996 .

[16]  Klaus Fiedler,et al.  Information Sampling and Adaptive Cognition , 2005 .

[17]  Rolph E. Anderson,et al.  Multivariate Data Analysis (7th ed. , 2009 .

[18]  Arthur D. Fisk,et al.  Influence of Training and Experience on Skill Acquisition and Maintenance in Older Adults , 2000 .

[19]  R. Hogarth.  Deciding Analytically or Trusting your Intuition? The Advantages and Disadvantages of Analytic and Intuitive Thought , 2002 .

[20]  J. Kagan,et al.  Rational choice in an uncertain world , 1988 .

[21]  Stephen J. Hoch,et al.  Counterfactual reasoning and accuracy in predicting personal events. , 1985 .

[22]  R. Dixon,et al.  Selective adult age differences in an age-invariant multifactor model of declarative memory. , 2003, Psychology and aging.

[23]  A. Glöckner,et al.  Beyond dual-process models: A categorisation of processes underlying intuitive judgement and decision making , 2010 .

[24]  P. Shrout,et al.  Mediation in experimental and nonexperimental studies: new procedures and recommendations. , 2002, Psychological methods.

[25]  J. Strough,et al.  Decision‐making heuristics and biases across the life span , 2011, Annals of the New York Academy of Sciences.

[26]  D. Hermans,et al.  On the acquisition and activation of evaluative information in memory: The study of evaluative learning and affective priming combined , 2003 .

[27]  D. Kumaran,et al.  Frames, Biases, and Rational Decision-Making in the Human Brain , 2006, Science.

[28]  B. Fischhoff,et al.  Reasons for confidence. , 1980 .

[29]  Susanne Haberstroh.  Intuitive and Deliberate Strategies in Frequency Estimation , 2011 .

[30]  L. Nyberg,et al.  The betula prospective cohort study: Memory, health, and aging , 1997 .

[31]  P. Klaczynski,et al.  The Development of Judgment and Decision Making During Childhood and Adolescence , 2002 .

[32]  T. Mäntylä,et al.  Decision Making in Adults With ADHD , 2012, Journal of attention disorders.

[33]  Andrew M. Parker,et al.  Individual differences in adult decision-making competence. , 2007, Journal of personality and social psychology.

[34]  Gail Ramsberger,et al.  Commonalities and differences in the working memory components underlying letter and category fluency tasks: a dual-task investigation. , 2002, Neuropsychology.

[35]  M. Just,et al.  The framing effect and risky decisions: Examining cognitive functions with fMRI , 2005 .

[36]  Rex B. Kline,et al.  Principles and Practice of Structural Equation Modeling , 1998 .

[37]  Mara Mather,et al.  A Review of Decision-Making Processes: Weighing the Risks and Benefits of Aging , 2006 .

[38]  M. F. Luce,et al.  Constructive Consumer Choice Processes , 1998 .

[39]  P. Whitney,et al.  Impulsive decision making and working memory. , 2003, Journal of experimental psychology. Learning, memory, and cognition.

[40]  M. Calvo.  Relative contribution of vocabulary knowledge and working memory span to elaborative inferences in reading , 2005 .

[41]  Todd McElroy,et al.  Framing effects: An analytic–holistic perspective ☆ , 2003 .

[42]  F. Missier.  Inappropriate Confidence and Retirement Planning: Four Studies with a National Sample , 2012 .

[43]  Working memory load and decision making: A reply to Franco-Watkins, Pashler, and Rickard (2006). , 2006 .

[44]  J. Hodges,et al.  Insights from semantic dementia on the relationship between episodic and semantic memory , 2000, Neuropsychologia.

[45]  P. Carpenter,et al.  Individual differences in working memory and reading , 1980 .

[46]  Julian N. Marewski,et al.  Four challenges for cognitive research on the recognition heuristic and a call for a research strategy shift , 2011, Judgment and Decision Making.

[47]  W. Bruin,et al.  Individual Differences in Decision‐making Competence , 2012 .

[48]  Melissa L. Finucane,et al.  Developing a tool for measuring the decision-making competence of older adults. , 2010, Psychology and aging.

[49]  L. Nyberg.  A structural equation modeling approach to the multiple memory systems question , 1994 .

[50]  A. Baddeley.  Working memory: looking back and looking forward , 2003, Nature Reviews Neuroscience.

[51]  John W. Payne,et al.  Walking with the scarecrow: The information-processing approach to decision research. , 2008 .

[52]  H. Plessner,et al.  PERSONALITY AND SOCIAL PSYCHOLOGY BULLETIN Betsch et al. / IMPLICIT ATTITUDE FORMATION I Like It but I Don’t Know Why: A Value-Account Approach to Implicit Attitude Formation , 2022 .

[53]  J. Baron.  Thinking and deciding, 4th ed. , 2008 .

[54]  A. Miyake,et al.  Models of Working Memory: Mechanisms of Active Maintenance and Executive Control , 1999 .

[55]  H. Damasio,et al.  Dissociation Of Working Memory from Decision Making within the Human Prefrontal Cortex , 1998, The Journal of Neuroscience.

[56]  L. Nyberg,et al.  Stability, growth, and decline in adult life span development of declarative memory: cross-sectional and longitudinal data from a population-based study. , 2005, Psychology and aging.

[57]  K. Stanovich,et al.  On the relative independence of thinking biases and cognitive ability. , 2008, Journal of personality and social psychology.

[58]  Wim De Neys,et al.  Working memory capacity and a notorious brain teaser: the case of the Monty Hall Dilemma. , 2006, Experimental psychology.

[59]  R. Hastie,et al.  The relationship between memory and judgment depends on whether the judgment task is memory-based or on-line , 1986 .

[60]  Pamela K. Smith,et al.  Models of visuospatial and verbal memory across the adult life span. , 2002, Psychology and aging.

[61]  V. Reyna,et al.  Numeracy, Ratio Bias, and Denominator Neglect in Judgments of Risk and Probability. , 2008 .

[62]  G. Keren.  On the definitions and possible underpinnings of framing effects : A review and a critical evaluation , 2010 .

[63]  T. Hess,et al.  Age and experience influences on the complexity of social inferences. , 2005, Psychology and aging.

[64]  Kathryn M. McMillan,et al.  N‐back working memory paradigm: A meta‐analysis of normative functional neuroimaging studies , 2005, Human brain mapping.

[65]  Jo-Anne LeFevre,et al.  Word Knowledge and Working Memory as Predictors of Reading Skill. , 1988 .

[66]  T. Salthouse.  What and When of Cognitive Aging , 2004 .

[67]  Ilana Ritov,et al.  The affective costs of overconfidence , 2004 .

[68]  D. Mackinnon,et al.  A Simulation Study of Mediated Effect Measures. , 1995, Multivariate behavioral research.

[69]  U. Lindenberger,et al.  Cross-sectional age variance extraction: what's change got to do with it? , 2011, Psychology and aging.

[70]  M. Dougherty,et al.  Hypothesis generation, probability judgment, and individual differences in working memory capacity. , 2003, Acta psychologica.

[71]  Joseph P. McFall,et al.  Are Older Adults Less Subject to the Sunk-Cost Fallacy Than Younger Adults? , 2008, Psychological science.

[72]  E. Tulving.  Multiple memory systems and consciousness. , 1987, Human neurobiology.

[73]  Fabio Del Missier,et al.  Decision-making Competence, Executive Functioning, and General Cognitive Abilities , 2012 .

[74]  D. Broadbent,et al.  On the Relationship between Task Performance and Associated Verbalizable Knowledge , 1984 .

[75]  E. Weber,et al.  Affective and deliberative processes in risky choice: age differences in risk taking in the Columbia Card Task. , 2009, Journal of experimental psychology. Learning, memory, and cognition.

[76]  R. Engle,et al.  Working-memory capacity, proactive interference, and divided attention: limits on long-term memory retrieval. , 2000, Journal of experimental psychology. Learning, memory, and cognition.

[77]  Anton Kühberger,et al.  Theoretical conceptions of framing effects in risky decisions , 2002 .

[78]  I. Levin,et al.  How Consumers Are Affected by the Framing of Attribute Information Before and After Consuming the Product , 1988 .

[79]  Richard P. Larrick,et al.  Teaching the Use of Cost-Benefit Reasoning in Everyday Life , 1990 .

[80]  A. Miyake,et al.  The relations among inhibition and interference control functions: a latent-variable analysis. , 2004, Journal of experimental psychology. General.

[81]  C. Gettys,et al.  Emerging Perspectives on Judgment and Decision Research: Memory as a Fundamental Heuristic for Decision Making , 2003 .

[82]  Endel Tulving,et al.  Organization of memory: Quo vadis? , 1995 .

[83]  S. Schneider,et al.  Framing and conflict: aspiration level contingency, the status quo, and current theories of risky choice. , 1992, Journal of experimental psychology. Learning, memory, and cognition.

[84]  Wändi Bruine de Bruin,et al.  Executive functions in decision making: An individual differences approach , 2010 .

[85]  E. Heit,et al.  Predicting reasoning from memory. , 2011, Journal of experimental psychology. General.

[86]  Lisa Didonato,et al.  Understanding decisions about sunk costs from older and younger adults' perspectives. , 2011, The journals of gerontology. Series B, Psychological sciences and social sciences.

[87]  Paul Slovic,et al.  Task complexity and older adults' decision-making competence. , 2005, Psychology and aging.

[88]  Carol A. Manning,et al.  An evaluation of human act generation performance , 1987 .

[89]  Joseph W. Alba,et al.  MEMORY AND DECISION MAKING , 2002 .

[90]  H. Arkes,et al.  The Psychology of Sunk Cost , 1985 .

[91]  Dianne C. Berry,et al.  The combination of explicit and implicit learning processes in task control , 1987 .

[92]  E. Tulving,et al.  Episodic and semantic memory , 1972 .

[93]  Michael F. Bunting,et al.  Working memory span tasks: A methodological review and user’s guide , 2005, Psychonomic bulletin & review.

[94]  Henrik Olsson,et al.  Exemplar-based inference in multi-attribute decision making: Contingent, not automatic, strategy shifts? , 2008, Judgment and Decision Making.

[95]  R. Engle,et al.  Individual differences in working memory and comprehension: a test of four hypotheses. , 1992, Journal of experimental psychology. Learning, memory, and cognition.

[96]  Sarah E. MacPherson,et al.  Age, executive function, and social decision making: a dorsolateral prefrontal theory of cognitive aging. , 2002, Psychology and aging.

[97]  Wim De Neys,et al.  Automatic-heuristic and executive-analytic processing during reasoning: Chronometric and dual-task considerations. , 2006 .

[98]  Gordon D. A. Brown,et al.  Decision by sampling , 2006, Cognitive Psychology.

[99]  M. Just,et al.  From the SelectedWorks of Marcel Adam Just 1992 A capacity theory of comprehension : Individual differences in working memory , 2017 .

[100]  Lyle Brenner,et al.  Perspectives on Probability Judgment Calibration , 2008 .

[101]  Eddy J. Davelaar,et al.  Temporal Dynamics of Hypothesis Generation: The Influences of Data Serial Order, Data Consistency, and Elicitation Timing , 2012, Front. Psychology.

[102]  F. Conrad,et al.  Strategies for estimating behavioural frequency in survey interviews. , 1998, Memory.

[103]  Ryu Jaesung.  Where is the Framing Effect , 2007 .

[104]  Julian N. Marewski,et al.  Cognitive niches: an ecological model of strategy selection. , 2011, Psychological review.

[105]  Wim De Neys,et al.  When less is not always more: stereotype knowledge and reasoning development. , 2011, Developmental psychology.

[106]  E. Tulving.  [Episodic memory: from mind to brain]. , 2004, Revue neurologique.

[107]  N. Brown.  Encoding, representing, and estimating event frequencies: a multiple strategy perspective , 2002 .

[108]  I. Levin,et al.  A New Look at Framing Effects: Distribution of Effect Sizes, Individual Differences, and Independence of Types of Effects , 2002 .

[109]  Jonathan Evans.  Dual-processing accounts of reasoning, judgment, and social cognition. , 2008, Annual review of psychology.

[110]  M. J. Emerson,et al.  The Unity and Diversity of Executive Functions and Their Contributions to Complex “Frontal Lobe” Tasks: A Latent Variable Analysis , 2000, Cognitive Psychology.

[111]  Jonathan Evans.  How many dual-process theories do we need? One, two, or many? , 2009 .

[112]  D. Kahneman,et al.  Frames and brains: elicitation and control of response tendencies , 2007, Trends in Cognitive Sciences.

[113]  Carl A. Kallgren,et al.  A Focus Theory of Normative Conduct: A Theoretical Refinement and Reevaluation of the Role of Norms in Human Behavior , 1991 .

[114]  R. Engle,et al.  The nature of individual differences in working memory capacity: active maintenance in primary memory and controlled search from secondary memory. , 2007, Psychological review.

[115]  Charles J. Brainerd,et al.  Emerging Perspectives on Judgment and Decision Research: Memory, Development, and Rationality: An Integrative Theory of Judgment and Decision Making , 2003 .

[116]  Elke U. Weber,et al.  And let us not Forget Memory: The Role of Memory Processes and Techniques in the Study of Judgment and Choice , 1995 .

[117]  W. Bruin,et al.  Expectations of Inflation: The Role of Demographic Variables, Expectation Formation, and Financial Literacy , 2010 .

[118]  B. Shiv,et al.  Heart and Mind in Conflict: The Interplay of Affect and Cognition in Consumer Decision Making , 1999 .

[119]  A. Reineberg.  Individual Differences in Resting-­‐state Functional MRI are Relevant to the Unity and Diversity of Executive Function , 2013 .

[120]  C. K. Mertz,et al.  Aging and decision‐making competence: an analysis of comprehension and consistency skills in older versus younger adults considering health‐plan options , 2002 .

[121]  Rick P. Thomas,et al.  Diagnostic hypothesis generation and human judgment. , 2008, Psychological review.

[122]  G. Lautenschlager,et al.  Mediators of long-term memory performance across the life span. , 1996, Psychology and aging.

[123]  Norman R. Brown,et al.  Estimation Strategies and the Judgment of Event Frequency , 2004 .

[124]  Randall W Engle,et al.  Working memory, short-term memory, and general fluid intelligence: a latent-variable approach. , 1999, Journal of experimental psychology. General.

[125]  James Shanteau,et al.  Why study expert decision making? Some historical perspectives and comments. , 1992 .

[126]  R. Wilson.  On the evaluation of , 1940 .

[127]  Denise C. Park,et al.  The basic mechanisms accounting for age-related decline in cognitive function. , 2000 .

[128]  L. Cronbach.  The two disciplines of scientific psychology. , 1957 .

[129]  N. Brown,et al.  Context memory and the selection of frequency estimation strategies. , 1997, Journal of experimental psychology. Learning, memory, and cognition.

[130]  L. Nyberg,et al.  Betula: A Prospective Cohort Study on Memory, Health and Aging , 2004 .

[131]  L. Nilsson,et al.  The Betula study : reliabilities and long-term stabilities of memory test performances over the adukt lifespan , 2006 .