Moving from cognition to behavior: What the research says.

In 1994, R. G. Lord and P. E. Levy proposed a variant of control theory that incorporated human information processing principles. The current article evaluates the empirical evidence for their propositions and updates the theory by considering contemporary research on information processing. Considerable support drawing from diverse literatures was found for propositions concerning the activation of goal-relevant information, the inhibition of goal-irrelevant information, and the consequences of goal completion. These effects were verified by meta-analytic analyses, which also supported the meaningfulness of such effects on the basis of their unstandardized magnitudes. The authors conclude by proposing new directions for this version of control theory by invoking recent theorizing on goal emergence and the importance of velocity and acceleration information for goal striving and by reviewing research in cognitive neuroscience.

[1]  Winston Bennett,et al.  Conducting Meta-Analysis Using SAS , 2001 .

[2]  H. Aarts,et al.  Habits as knowledge structures: Automaticity in goal-directed behavior , 2000 .

[3]  C. Carver,et al.  On the Self-Regulation of Behavior , 1998 .

[4]  R. J. Hall,et al.  Action-state orientation: construct validity of a revised measure and its relationship to work-related variables. , 2000, The Journal of applied psychology.

[5]  J. J. Donovan,et al.  Missing the mark: effects of time and causal attributions on goal revision in response to goal-performance discrepancies. , 2003, The Journal of applied psychology.

[6]  Michael C. Anderson,et al.  Remembering can cause forgetting: retrieval dynamics in long-term memory. , 1994, Journal of experimental psychology. Learning, memory, and cognition.

[7]  C. Carver,et al.  On the Self-Regulation of Behavior , 1998 .

[8]  Michael Frese Human-computer interaction , 1995 .

[9]  Stellan Ohlsson,et al.  Learning from Performance Errors. , 1996 .

[10]  R. Rosenthal,et al.  Meta-analysis: recent developments in quantitative methods for literature reviews. , 2001, Annual review of psychology.

[11]  J. Cacioppo,et al.  Blackwell handbook of social psychology: Intraindividual processes , 2001 .

[12]  S. Sala,et al.  Retrieval of performed versus to-be-performed tasks: A naturalistic study of the intention–superiority effect in normal aging and dementia. , 2000 .

[13]  Gordon B. Moskowitz,et al.  Preconscious effects of temporary goals on attention , 2002 .

[14]  M. Botvinick,et al.  Anterior cingulate cortex, error detection, and the online monitoring of performance. , 1998, Science.

[15]  Allen Allport,et al.  Visual attention , 1989 .

[16]  E. A. Locke,et al.  Self-regulation through goal setting , 1991 .

[17]  R. DeShon,et al.  Combining effect size estimates in meta-analysis with repeated measures and independent-groups designs. , 2002 .

[18]  J. Diefendorff,et al.  Perceived self-regulation and individual differences in selective attention. , 1998 .

[19]  A. Bandura Social Foundations of Thought and Action: A Social Cognitive Theory , 1985 .

[20]  Charles S. Carver,et al.  Velocity Toward Goal Attainment in Immediate Experience as a Determinant of Affect , 2002 .

[21]  Gordon D. A. Brown,et al.  Scale invariance in the retrieval of retrospective and prospective memories , 2001, Psychonomic bulletin & review.

[22]  Stellan Ohlsson,et al.  An Information Processing Analysis of the Function of Conceptual Understanding in the Learning of Arithmetic Procedures. , 1988 .

[23]  Paul Maruff,et al.  Behavioral Goals Constrain the Selection of Visual Information , 1999 .

[24]  Paul E. Levy,et al.  Moving from Cognition to Action: A Control Theory Perspective , 1994 .

[25]  Vancouver,et al.  Analyzing Goal-Striving Processes and a Test of the Generalizability of Perceptual Control Theory. , 2000, Organizational behavior and human decision processes.

[26]  David B. Pillemer,et al.  Summing Up: The Science of Reviewing Research , 1984 .

[27]  G. Miller,et al.  Plans and the structure of behavior , 1960 .

[28]  J. Changeux,et al.  Neural Mechanisms for Access to Consciousness , 2004 .

[29]  S. Keele,et al.  Changing internal constraints on action: the role of backward inhibition. , 2000, Journal of experimental psychology. General.

[30]  Julius Kuhl,et al.  Volition and Personality: Action Versus State Orientation , 1994 .

[31]  Robert G. Lord,et al.  The Volitional and Strategic Effects of Planning on Task Performance and Goal Commitment , 2003 .

[32]  M. Kerszberg,et al.  A Neuronal Model of a Global Workspace in Effortful Cognitive Tasks , 2001 .

[33]  John R. Anderson,et al.  Skill Acquisition: Compilation of Weak-Method Problem Solutions. , 1987 .

[34]  M. Gazzaniga The cognitive neurosciences, 3rd edition , 2004 .

[35]  M. Posner The Cognitive Neuroscience of Attention , 2020 .

[36]  A. Bandura,et al.  Differential engagement of self-reactive influences in cognitive motivation , 1986, Organizational Behavior and Human Decision Processes.

[37]  Robert G. Lord,et al.  Scripts as Determinants of Purposeful Behavior in Organizations , 1987 .

[38]  K. VanLehn,et al.  Cognitive skill acquisition. , 1996, Annual review of psychology.

[39]  P. Hanges,et al.  A control system model of organizational motivation: Theoretical development and applied implications , 1987 .

[40]  Robert G. Lord,et al.  An Application of Control Theory to Understanding the Relationship Between Performance and Satisfaction , 1991 .

[41]  E. A. Locke Goal theory vs. control theory: Contrasting approaches to understanding work motivation , 1991 .

[42]  P. Hanges,et al.  Integrating Neural Networks into Decision-Making and Motivational Theory: Rethinking VIE Theory * , 2003 .

[43]  Kevin J. Williams,et al.  Self-Regulation of Performance: Goal Establishment and Goal Revision Processes in Athletes , 2000 .

[44]  M. Botvinick,et al.  The Contribution of the Anterior Cingulate Cortex to Executive Processes in Cognition , 1999, Reviews in the neurosciences.

[45]  John E. Hunter,et al.  Methods of Meta-Analysis: Correcting Error and Bias in Research Findings , 1991 .

[46]  Hama Watanabe Effects of Encoding Style, Expectation of Retrieval Mode, and Retrieval Style on Memory for Action Phrases , 2003, Perceptual and motor skills.

[47]  Kurt VanLehn,et al.  Goal Reconstruction: How Teton Blends Situated Action and Planned Action , 1989 .

[48]  M. Chi,et al.  The Nature of Expertise , 1988 .

[49]  S. Grossberg,et al.  Normal and amnesic learning, recognition and memory by a neural model of cortico-hippocampal interactions , 1993, Trends in Neurosciences.

[50]  W. T. Powers Behavior, the control of perception , 1973 .

[51]  S Duval,et al.  Trim and Fill: A Simple Funnel‐Plot–Based Method of Testing and Adjusting for Publication Bias in Meta‐Analysis , 2000, Biometrics.

[52]  Hossein Nouri,et al.  Meta-Analytic Procedures for Estimation of Effect Sizes in Experiments Using Complex Analysis of Variance , 1995 .

[53]  A. Bandura,et al.  Negative self-efficacy and goal effects revisited. , 2003, The Journal of applied psychology.

[54]  Cristina Zucchermaglio,et al.  Organizational Learning and Technological Change , 1995, NATO ASI Series.

[55]  Larry V. Hedges,et al.  Fixed-Effects Models , 2022, The SAGE Encyclopedia of Research Design.

[56]  David R. Jones,et al.  Empirical assessment of effect of publication bias on meta-analyses , 2000, BMJ : British Medical Journal.

[57]  T. Chartrand,et al.  Automatic Activation of Impression Formation and Memorization Goals: Nonconscious Goal Priming Reproduces Effects of Explicit Task Instructions , 1996 .

[58]  S. Grossberg The Link between Brain Learning, Attention, and Consciousness , 1999, Consciousness and Cognition.

[59]  M. Borenstein,et al.  Publication Bias in Meta-Analysis: Prevention, Assessment and Adjustments , 2006 .

[60]  J. Edwards A Cybernetic Theory of Stress, Coping, and Well-Being in Organizations , 1992 .

[61]  Arie W Kruglanski,et al.  Leading us not unto temptation: momentary allurements elicit overriding goal activation. , 2003, Journal of personality and social psychology.

[62]  Michael Frese,et al.  Error management in training: Conceptual and empirical results , 1995 .

[63]  Peter M. Gollwitzer,et al.  Preconscious Control of Stereotype Activation Through Chronic Egalitarian Goals , 1999 .

[64]  H. Simon,et al.  Motivational and emotional controls of cognition. , 1967, Psychological review.

[65]  Gabriele Oettingen,et al.  Goal Setting and Goal Striving , 2007 .

[66]  N. Anderson,et al.  Handbook of Industrial, Work & Organizational Psychology , 2001 .

[67]  Jason L Hicks,et al.  The dynamics of intention retrieval and coordination of action in event-based prospective memory. , 2002, Journal of experimental psychology. Learning, memory, and cognition.

[68]  Stellan Ohlsson,et al.  Adaptive search through constraint violations , 1991, J. Exp. Theor. Artif. Intell..

[69]  G. Radvansky,et al.  The Fate of Completed Goal Information in Narrative Comprehension , 1997 .

[70]  C. Carver,et al.  Origins and Functions of Positive and Negative Affect: A Control-Process View. , 1990 .

[71]  J. Ellis,et al.  The intention-superiority effect for naturally occurring activities: The role of intention accessibility in everyday prospective remembering in young and older adults , 2003 .

[72]  Jacob Cohen Statistical Power Analysis for the Behavioral Sciences , 1969, The SAGE Encyclopedia of Research Design.

[73]  J. Scott Jordan Emergence of self and other in perception and action: An event-control approach , 2003, Consciousness and Cognition.

[74]  J. B. Vancouver,et al.  The depth of history and explanation as benefit and bane for psychological control theories. , 2005, The Journal of applied psychology.

[75]  Gráinne M. Fitzsimons,et al.  Thinking of you: nonconscious pursuit of interpersonal goals associated with relationship partners. , 2003, Journal of personality and social psychology.

[76]  W. Dunlap,et al.  Meta-Analysis of Experiments With Matched Groups or Repeated Measures Designs , 1996 .

[77]  Jeremy W. Grabbe,et al.  An Emotional Mediation Theory of Differential Age Effects in Episodic and Semantic Memories , 2005, Experimental aging research.

[78]  M. Posner Foundations of cognitive science , 1989 .

[79]  J. Ellis,et al.  Aging and the Accessibility of Performed and To-Be-Performed Actions , 2003 .

[80]  L Hasher,et al.  Age and inhibition. , 1991, Journal of experimental psychology. Learning, memory, and cognition.

[81]  M. D. Dunnette Handbook of Industrial and Organizational Psychology , 2005 .

[82]  Paul S. Rosenbloom,et al.  Universal Subgoaling and Chunking , 1986 .

[83]  M. Frese,et al.  INTEGRATING ERRORS INTO THE TRAINING PROCESS: THE FUNCTION OF ERROR MANAGEMENT INSTRUCTIONS AND THE ROLE OF GOAL ORIENTATION , 2003 .

[84]  Charles S. Carver,et al.  Control Processes and Self-Organization as Complementary Principles Underlying Behavior , 2002 .

[85]  S. Grossberg Studies of mind and brain : neural principles of learning, perception, development, cognition, and motor control , 1982 .

[86]  R. Wenzlaff,et al.  The Relative Efficacy of Concentration and Suppression Strategies of Mental Control , 2000 .

[87]  J. Forgas Mood and judgment: the affect infusion model (AIM). , 1995, Psychological bulletin.

[88]  Mark A. McDaniel,et al.  Aging and prospective memory: examining the influences of self-initiated retrieval processes. , 1995 .

[89]  H. Klein,et al.  An Integrated Control Theory Model of Work Motivation , 1989 .

[90]  R. Tweedie,et al.  A Nonparametric “Trim and Fill” Method of Accounting for Publication Bias in Meta-Analysis , 2000 .

[91]  Herbert Bless,et al.  The consequences of mood on the processing of social information. , 2007 .

[92]  Boyd Spencer Correlations, Sample Size, and Practical Significance: A Comparison of Selected Psychological and Medical Investigations , 1995 .

[93]  J J Hopfield,et al.  Neural networks and physical systems with emergent collective computational abilities. , 1982, Proceedings of the National Academy of Sciences of the United States of America.

[94]  M. Posner,et al.  Attentional Mechanisms and Conscious Experience , 1992 .

[95]  S. Dehaene,et al.  Is Consciousness a Gradual Phenomenon? , 2004, Psychological science.

[96]  Martin L. Bink,et al.  Activation of completed, uncompleted, and partially completed intentions , 1998 .

[97]  T. Goschke,et al.  Representation of intentions: Persisting activation in memory. , 1993 .

[98]  L. M. Ward,et al.  Goal-driven modulation of stimulus-driven attentional capture in multiple-cue displays , 2003, Perception & psychophysics.

[99]  S. Ohlsson,et al.  THE COGNITIVE COMPLEXITY OF LEARNING AND DOING ARITHMETIC , 1992 .

[100]  P. Ackerman,et al.  Motivation and cognitive abilities: an integrative/aptitude-treatment interaction approach to skill acquisition , 1989 .

[101]  P. Thagard,et al.  Making sense of people: Coherence mechanisms , 1997 .

[102]  M. Posner,et al.  Brain Mechanisms of Cognitive Skills , 1997, Consciousness and Cognition.

[103]  R. Marsh,et al.  The properties of retention intervals and their affect on retaining prospective memories. , 2000, Journal of experimental psychology. Learning, memory, and cognition.

[104]  Michael Frese,et al.  Errors in Training Computer Skills: on the Positive Function of Errors , 1991, Hum. Comput. Interact..

[105]  Alex J Sutton,et al.  Asymmetric funnel plots and publication bias in meta-analyses of diagnostic accuracy. , 2002, International journal of epidemiology.

[106]  J. Ellis,et al.  The representation of delayed intentions: a prospective subject-performed task? , 2003, Journal of experimental psychology. Learning, memory, and cognition.

[107]  A. Milner,et al.  Neuropsychology of Consciousness , 2019, Frontiers Research Topics.

[108]  L. Hedges,et al.  Statistical Methods for Meta-Analysis , 1987 .

[109]  R. Rosenthal The file drawer problem and tolerance for null results , 1979 .

[110]  Robert P. Abelson,et al.  Velocity relation : satisfaction as a function of the first derivative of outcome over time , 1991 .

[111]  A P Shimamura,et al.  Retrieval-induced forgetting in episodic memory. , 1999, Journal of experimental psychology. Learning, memory, and cognition.

[112]  G. Miller,et al.  Plans and the structure of behavior , 1960 .

[113]  J. Ellis,et al.  Forming and canceling everyday intentions: Implications for prospective remembering , 2001, Memory & cognition.

[114]  H. Heckhausen,et al.  Thought contents and cognitive functioning in motivational versus volitional states of mind , 1987 .

[115]  Miriam Erez,et al.  Work motivation in the context of a globalizing economy , 2003 .

[116]  H. Aarts,et al.  THE AUTOMATIC ACTIVATION OF GOAL-DIRECTED BEHAVIOUR: THE CASE OF TRAVEL HABIT , 2000 .

[117]  T. Kondel Prospective Memory and Executive Function in Schizophrenia , 2002, Brain and Cognition.

[118]  Steve W. J. Kozlowski,et al.  Improving Training Effectiveness in Work Organizations , 1997 .

[119]  Diego Fernandez-Duque,et al.  Cause and Effect Theories of Attention: The Role of Conceptual Metaphors , 2002 .

[120]  Gabriel A. Radvansky,et al.  Narrative Comprehension and Aging: The Fate of Completed Goal Information , 1998 .

[121]  Michael C. Anderson,et al.  Retrieval-induced forgetting: Evidence for a recall-specific mechanism , 2000, Psychonomic bulletin & review.

[122]  M. A. Campion,et al.  A control systems conceptualization of the goal-setting and changing process , 1982 .

[123]  Norbert Wiener,et al.  Cybernetics: Control and Communication in the Animal and the Machine. , 1949 .

[124]  A. Shimamura Toward a Cognitive Neuroscience of Metacognition , 2000, Consciousness and Cognition.

[125]  Bernhard Wilpert,et al.  Applied psychology : an international review , 1989 .

[126]  S. Grossberg Adaptive Resonance Theory , 2006 .

[127]  Thomas W. Hancock,et al.  On the interaction of ongoing cognitive activity and the nature of an event‐based intention , 2000 .

[128]  H. Weiss,et al.  Affective Events Theory: A theoretical discussion of the structure, causes and consequences of affective experiences at work. , 1996 .

[129]  R. Marsh,et al.  The activation of unrelated and canceled intentions , 1999, Memory & cognition.

[130]  Sue Duval,et al.  The Trim and Fill Method , 2006 .

[131]  A. Newell Unified Theories of Cognition , 1990 .

[132]  Robert Rosenthal WRITING META-ANALYTIC REVIEWS , 1995 .

[133]  J. Bargh,et al.  The automated will: nonconscious activation and pursuit of behavioral goals. , 2001, Journal of personality and social psychology.

[134]  Daniel M. Wegner,et al.  Paradoxical Effects of Thought Suppression , 1987 .

[135]  E. Bizzi,et al.  The Cognitive Neurosciences , 1996 .

[136]  J. O. Urmson,et al.  The William James Lectures , 1963 .

[137]  J. T. Austin,et al.  Goal constructs in psychology: Structure, process, and content. , 1996 .

[138]  Kenneth G. Brown,et al.  Does self-regulation require cognitive resources? Evaluation of resource allocation models of goal setting. , 1996 .

[139]  Robert A. Bjork,et al.  Retrieval-induced forgetting in an eyewitness-memory paradigm , 1995, Psychonomic bulletin & review.

[140]  L. F. Barrett,et al.  Handbook of Emotions , 1993 .

[141]  R. Wenzlaff,et al.  Unmasking a cognitive vulnerability to depression: how lapses in mental control reveal depressive thinking. , 1998, Journal of personality and social psychology.

[142]  Stellan Ohlsson,et al.  The Interaction Between Knowledge and Practice in the Acquisition of Cognitive Skills , 1993 .

[143]  K. Rothermund Automatic vigilance for task-related information: Perseverance after failure and inhibition after success , 2003, Memory & cognition.

[144]  D. Wegner When the Antidote is the Poison: Ironic Mental Control Processes , 1997 .

[145]  R. Bjork Retrieval inhibition as an adaptive mechanism in human memory. , 1989 .

[146]  M. Bradley,et al.  Neuroanatomical correlates of pleasant and unpleasant emotion , 1997, Neuropsychologia.

[147]  Jacob Cohen,et al.  THINGS I HAVE LEARNED (SO FAR) , 1990 .

[148]  S. Dehaene,et al.  Towards a cognitive neuroscience of consciousness: basic evidence and a workspace framework , 2001, Cognition.

[149]  L Hasher,et al.  Investigations of inhibition and interference in younger and older adults. , 1993, Journal of gerontology.

[150]  Robin R. Vallacher,et al.  A Theory Of Action Identification , 1985 .

[151]  T. Trabasso,et al.  Inferences during Reading: Converging Evidence from Discourse Analysis, Talk-Aloud Protocols, and Recognition Priming , 1993 .

[152]  S Dehaene,et al.  A hierarchical neuronal network for planning behavior. , 1997, Proceedings of the National Academy of Sciences of the United States of America.

[153]  E. A. Locke Self-set goals and self-efficacy as mediators of incentives and personality. , 2001 .

[154]  Stellan Ohlsson,et al.  Abstract Computer Models: Towards a New Method for Theorizing About Adaptive Agents , 1995, ECML.

[155]  Robert A. Bjork,et al.  Continuing Influences of To-Be-Forgotten Information , 1996, Consciousness and Cognition.

[156]  D. Wegner Ironic processes of mental control. , 1994, Psychological review.

[157]  William Bechtel,et al.  Connectionism and the Mind: Parallel Processing, Dynamics, and Evolution in Networks , 2002 .

[158]  Arie W Kruglanski,et al.  Forgetting all else: on the antecedents and consequences of goal shielding. , 2002, Journal of personality and social psychology.

[159]  John A. Bargh,et al.  Goal $ Intent: Goal-Directed Thought and Behavior Are Often Unintentional , 1990 .

[160]  Seymour Adler,et al.  Personality and organizational behavior. , 1984 .

[161]  P. Lachenbruch Statistical Power Analysis for the Behavioral Sciences (2nd ed.) , 1989 .

[162]  Michael A. Arbib,et al.  The handbook of brain theory and neural networks , 1995, A Bradford book.

[163]  K. VanLehn Architectures for Intelligence , 1999 .

[164]  E. Day,et al.  Knowledge structures and the acquisition of a complex skill. , 2001, The Journal of applied psychology.

[165]  Jason L. Hicks,et al.  Event-based prospective memory and executive control of working memory , 1998 .

[166]  Arie W. Kruglanski,et al.  Priming against your will: How accessible alternatives affect goal pursuit , 2002 .

[167]  Christopher B. Mayhorn,et al.  Investigating the encoding and retrieval of intentions with event-related potentials , 2003, Consciousness and Cognition.

[168]  J. Metcalfe,et al.  Metacognition : knowing about knowing , 1994 .

[169]  J. Mulilis,et al.  Effects of self-focus, discrepancy between self and standard, and outcome expectancy favorability on the tendency to match self to standard or to withdraw. , 1992, Journal of personality and social psychology.

[170]  P. Gollwitzer,et al.  Implementation intentions and effective goal pursuit , 1997 .

[171]  E. Higgins,et al.  Social Psychology: Handbook of Basic Principles , 1998 .

[172]  Jodie A. Baird,et al.  Executive Attention and Metacognitive Regulation , 2000, Consciousness and Cognition.

[173]  L. Hedges,et al.  The Handbook of Research Synthesis , 1995 .

[174]  Allen Newell,et al.  Human Problem Solving. , 1973 .