Two Is Not Always Better Than One

Over the past two decades, there has been an upsurge in theoretical frameworks alluding to the existence of two different processing systems that supposedly operate according to different rules. This article critically examines the scientific advance offered by these theories (in particular advances in the domains of reasoning, decision making, and social cognition) and questions their theoretical coherence as well as the evidence for their existence. We scrutinize the conceptual underpinnings of two-system models and explicate the assumptions underlying these models to see whether they are reasonable. We also evaluate the empirical paradigms used to validate two-system models and ponder about their explanatory strength and predictive power. Given the popularity of these models, we discuss the appeal of two-system theories and suggest potential reasons for their prevalence. We comment on the potential costs associated with these models and allude to the desired nature of potential alternatives. We conclude that two-system models currently provide little scientific advance, and we encourage researchers to adopt more rigorous conceptual definitions and employ more stringent criteria for testing the empirical evidence in support for two-system theories.

[1]  H. Pashler Dual-task interference in simple tasks: data and theory. , 1994, Psychological bulletin.

[2]  Patrick Juola,et al.  Why double dissociations don't mean much. , 2000 .

[3]  G. Loewenstein,et al.  Animal Spirits: Affective and Deliberative Processes in Economic Behavior , 2004 .

[4]  S. Epstein Integration of the cognitive and the psychodynamic unconscious. , 1994, The American psychologist.

[5]  How much Can we Learn from Double Dissociations? , 2003, Cortex.

[6]  M. Goodale,et al.  The objects of action and perception , 1998, Cognition.

[7]  A. Rubinstein COMMENTS ON NEUROECONOMICS , 2008, Economics and Philosophy.

[8]  Randall C. O’Reilly,et al.  Modeling Integration and Dissociation in Brain and Cognitive Development , 2022 .

[9]  J. Kelso,et al.  The Complementary Nature , 2006 .

[10]  Daniel L. Schacter,et al.  What are the memory systems of 1994 , 1994 .

[11]  G. Gigerenzer On Narrow Norms and Vague Heuristics: A Reply to Kahneman and Tversky (1996) , 1996 .

[12]  R. Steinman,et al.  Phi is not beta, and why Wertheimer’s discovery launched the Gestalt revolution , 2000, Vision Research.

[13]  P. Pollard,et al.  On the conflict between logic and belief in syllogistic reasoning , 1983, Memory & cognition.

[14]  Jonathan Evans,et al.  Rapid responding increases belief bias: Evidence for the dual-process theory of reasoning , 2005 .

[15]  R. Shiffrin,et al.  Controlled and automatic human information processing: I , 1977 .

[16]  Bruce F. Pennington,et al.  What do double dissociations prove? , 2001, Cogn. Sci..

[17]  Walter Schneider,et al.  Controlled and Automatic Human Information Processing: 1. Detection, Search, and Attention. , 1977 .

[18]  R. Dawes,et al.  Heuristics and Biases: Clinical versus Actuarial Judgment , 2002 .

[19]  Matthew D. Lieberman,et al.  Evidence-based and intuition-based self-knowledge: an FMRI study. , 2004, Journal of personality and social psychology.

[20]  Kim Kirsner,et al.  What Can we Infer from Double Dissociations? , 2003, Cortex.

[21]  M. Usher,et al.  The demise of short-term memory revisited: empirical and computational investigations of recency effects. , 2005, Psychological review.

[22]  James Friedrich,et al.  Fleshing out a dual-system solution , 2000, Behavioral and Brain Sciences.

[23]  Marc G. Berman,et al.  Neuroscientific Evidence About the Distinction Between Short- and Long-Term Memory , 2008, Current directions in psychological science.

[24]  P. Robbins,et al.  The Cambridge Handbook of Situated Cognition , 2001 .

[25]  M. Sherif,et al.  The psychology of attitudes. , 1946, Psychological review.

[26]  Jack C. Lyons,et al.  Carving the Mind at its (Not Necessarily Modular) Joints , 2001, The British Journal for the Philosophy of Science.

[27]  L. F. Barrett,et al.  On the automaticity of emotion , 2007 .

[28]  William F. Brewer,et al.  Explanation in Scientists and Children , 1998, Minds and Machines.

[29]  Barry Smith,et al.  BMC Bioinformatics Methodology article , 2005 .

[30]  Eliot R. Smith,et al.  Dual-Process Models in Social and Cognitive Psychology: Conceptual Integration and Links to Underlying Memory Systems , 2000 .

[31]  D. Kahneman,et al.  Representativeness revisited: Attribute substitution in intuitive judgment. , 2002 .

[32]  The dilemma with dichotomies , 2001 .

[33]  M. Osman An evaluation of dual-process theories of reasoning , 2004, Psychonomic bulletin & review.

[34]  Michael Don Palmer,et al.  Reflections on language , 1977 .

[35]  J. Gibson The Ecological Approach to Visual Perception , 1979 .

[36]  S. Newstead Are there two different types of thinking? , 2000, Behavioral and Brain Sciences.

[37]  Richard N A Henson,et al.  A single-system account of the relationship between priming, recognition, and fluency. , 2008, Journal of experimental psychology. Learning, memory, and cognition.

[38]  G. Carpenter,et al.  Behavioral and Brain Sciences , 1999 .

[39]  Gideon Keren,et al.  Why isp = .90 better thanp = .70? Preference for definitive predictions by lay consumers of probability judgments , 2001 .

[40]  Peter Carruthers,et al.  The Architecture of the Mind: Massive Modularity and the Flexibility of Thought , 2006 .

[41]  D. Hilton Conversational processes and causal explanation. , 1990 .

[42]  Dominique Lamy,et al.  Unconscious auditory information can prime visual word processing: A process-dissociation procedure study , 2008, Consciousness and Cognition.

[43]  Nick Chater,et al.  A simplicity principle in unsupervised human categorization , 2002, Cogn. Sci..

[44]  E. Reed The Ecological Approach to Visual Perception , 1989 .

[45]  Chao-Yi Yuh,et al.  P 5 , 2008 .

[46]  K. Stanovich,et al.  Heuristics and Biases: Individual Differences in Reasoning: Implications for the Rationality Debate? , 2002 .

[47]  A. Kruglanski,et al.  Persuasion by a Single Route: A View From the Unimodel , 1999 .

[48]  Nonconscious Control and Implicit Working Memory , 2006 .

[49]  Jonathan Evans Dual System Theories of Cognition: Some Issues , 2006 .

[50]  Matthew D. Lieberman,et al.  Reflexion and reflection: A social cognitive neuroscience approach to attributional inference , 2002 .

[51]  J. Bruner Actual minds, possible worlds , 1985 .

[52]  H. Simon,et al.  The sciences of the artificial (3rd ed.) , 1996 .

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

[54]  Donald M. Borchert Encyclopedia of Philosophy , 1967 .

[55]  D. Kahneman,et al.  Heuristics and Biases: The Psychology of Intuitive Judgment , 2002 .

[56]  Robyn M. Dawes,et al.  A message from psychologists to economists : mere predictability doesn ’ t matter like it should ( without a good story appended to it ) , 1999 .

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

[58]  S. Chaiken,et al.  Dual-process theories in social psychology , 1999 .

[59]  Walter Schneider,et al.  Controlled and automatic human information processing: II. Perceptual learning, automatic attending and a general theory. , 1977 .

[60]  F. Bedford More on the Not-the-Liver Fallacy: Medical, Neuropsychological, and Perceptual Dissociations , 2003, Cortex.

[61]  W. Bechtel The Cambridge Handbook of Situated Cognition: Explanation: Mechanism, Modularity, and Situated Cognition , 2008 .

[62]  P. Wason On the Failure to Eliminate Hypotheses in a Conceptual Task , 1960 .

[63]  J. Metcalfe,et al.  A hot/cool-system analysis of delay of gratification: dynamics of willpower. , 1999, Psychological review.

[64]  J. Fodor The Modularity of mind. An essay on faculty psychology , 1986 .

[65]  J. Yates Anticipating the Unknown: How and how Well. , 1983 .

[66]  S Epstein,et al.  Irrational reactions to negative outcomes: evidence for two conceptual systems. , 1992, Journal of personality and social psychology.

[67]  Melissa L. Finucane,et al.  Rational actors or rational fools: implications of the affect heuristic for behavioral economics , 2002 .

[68]  A. Cohen,et al.  Modularity beyond perception: Evidence from single task interference paradigms , 2007, Cognitive Psychology.

[69]  R. Hardin,et al.  Conceptions and explanations of trust. , 2001 .

[70]  Dan Sperber,et al.  Modularity and relevance: How can a massively modular mind be flexible and context-sensitive? , 2004 .

[71]  I. Janis,et al.  Decision Making: A Psychological Analysis of Conflict, Choice, and Commitment , 1977 .

[72]  E. Titchener Structural and Functional Psychology. , 1899 .

[73]  S. Sloman The empirical case for two systems of reasoning. , 1996 .

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

[75]  John Carson,et al.  Constructing the subject: historical origins of psychological research , 1996, Medical History.

[76]  I. Rock,et al.  An introduction to perception , 1975 .

[77]  J. Bargh The four horsemen of automaticity: Awareness, intention, efficiency, and control in social cognition. , 1994 .

[78]  D. Moshman Diversity in reasoning and rationality: Metacognitive and developmental considerations , 2000, Behavioral and Brain Sciences.

[79]  J. Sherman TARGET ARTICLE: On Building a Better Process Model: It's Not Only How Many, but Which Ones and By Which Means? , 2006 .

[80]  Kristopher J Preacher,et al.  On the practice of dichotomization of quantitative variables. , 2002, Psychological methods.

[81]  A. Tversky,et al.  Extensional versus intuitive reasoning: the conjunction fallacy in probability judgment , 1983 .

[82]  Gerd Gigerenzer,et al.  How do we tell an association from a rule , 1996 .

[83]  Charan Ranganath,et al.  Opinion TRENDS in Cognitive Sciences Vol.9 No.8 August 2005 Doubts about double dissociations between short- and long-term memory , 2022 .

[84]  A. Newell You can't play 20 questions with nature and win : projective comments on the papers of this symposium , 1973 .

[85]  P. Carruthers Dual-Content Theory: the Explanatory Advantages , 2005 .

[86]  J. Russell Core affect and the psychological construction of emotion. , 2003, Psychological review.

[87]  A. Kruglanski,et al.  TARGET ARTICLE: On Parametric Continuities in the World of Binary Either Ors , 2006 .

[88]  Z. Kunda,et al.  When do stereotypes come to mind and when do they color judgment? A goal-based theoretical framework for stereotype activation and application. , 2003, Psychological bulletin.

[89]  P. Meehl Theory-Testing in Psychology and Physics: A Methodological Paradox , 1967, Philosophy of Science.

[90]  D. Spalding The Principles of Psychology , 1873, Nature.

[91]  M. W. Calkins A reconciliation between structural and functional psychology. , 1906 .

[92]  O. Sporns,et al.  Organization, development and function of complex brain networks , 2004, Trends in Cognitive Sciences.

[93]  G. Loftus Psychology Will Be a Much Better Science When We Change the Way We Analyze Data , 1996 .

[94]  Jonathan Evans In two minds: dual-process accounts of reasoning , 2003, Trends in Cognitive Sciences.

[95]  D. Geary,et al.  g and Darwinian algorithms , 2000, Behavioral and Brain Sciences.

[96]  H. Erb,et al.  Searching for commonalities in human judgement: The parametric unimodel and its dual mode alternatives , 2003 .

[97]  D. Fudenberg,et al.  A Dual Self Model of Impulse Control , 2004, The American economic review.

[98]  H. Barlow Vision: A computational investigation into the human representation and processing of visual information: David Marr. San Francisco: W. H. Freeman, 1982. pp. xvi + 397 , 1983 .

[99]  Dan Sperber,et al.  Modularity and Relevance , 2005 .

[100]  E. Brunswik,et al.  The psychology of Egon Brunswik , 1966 .

[101]  R. Zajonc Feeling and thinking : Preferences need no inferences , 1980 .

[102]  F. Strack,et al.  Reflective and Impulsive Determinants of Social Behavior , 2004, Personality and social psychology review : an official journal of the Society for Personality and Social Psychology, Inc.

[103]  Felice L. Bedford,et al.  False categories in cognition: the Not-The-Liver fallacy , 1997, Cognition.

[104]  D. Wegner,et al.  Control and automaticity in social life. , 1998 .

[105]  Paul Slovic,et al.  The affect heuristic , 2007, Eur. J. Oper. Res..

[106]  Ran R. Hassin,et al.  Nonconscious Goal Pursuit in Novel Environments , 2008, Psychological science.

[107]  J. Steel THE TRIPLE HELIX , 2003 .

[108]  T. Gelder,et al.  The dynamical hypothesis in cognitive science , 1998, Behavioral and Brain Sciences.

[109]  H. McGurk,et al.  Hearing lips and seeing voices , 1976, Nature.

[110]  J. Bargh Conditional automaticity: Varieties of automatic influence in social perception and cognition. , 1989 .

[111]  M. Hesse THE ENCYCLOPEDIA OF PHILOSOPHY , 1969 .

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

[113]  L. DeBruine Facial resemblance enhances trust , 2002, Proceedings of the Royal Society of London. Series B: Biological Sciences.

[114]  Tilmann Betsch,et al.  Understanding conjunction effects in probability judgments: the role of implicit mental models , 1999 .

[115]  S. Epstein,et al.  Conflict between intuitive and rational processing: when people behave against their better judgment. , 1994, Journal of personality and social psychology.