Journal of Experimental Psychology: Human Learning and Memory

People are often overconfident in evaluating the correctness of their knowledge. The present studies investigated the possibility that assessment of confidence is biased by attempts to justify one's chosen answer. These attempts include selectively focusing on evidence supporting the chosen answer and disregarding evidence contradicting it. Experiment 1 presented subjects with two-alternative questions and required them to list reasons for and against each of the alternatives prior to choosing an answer and assessing the probability of its being correct. This procedure produced a marked improvement in the appropriateness of confidence judgments. Experiment 2 simplified the manipulation by asking subjects first to choose an answer and then to list (a) one reason supporting that choice, (b) one reason contradicting it, or (c) one reason supporting and one reason contradicting. Only the listing of contradicting reasons improved the appropriateness of confidence. Correlational analyses of the data of Experiment 1 strongly suggested that the confidence depends on the amount and strength of the evidence supporting the answer chosen.

[1]  E. Custers,et al.  Psychology of Learning. , 1921 .

[2]  Leo Postman,et al.  An Experimental Comparison of Active Recall and Recognition , 1948 .

[3]  G. Brier VERIFICATION OF FORECASTS EXPRESSED IN TERMS OF PROBABILITY , 1950 .

[4]  I. Pollack The Information of Elementary Auditory Displays , 1952 .

[5]  W. A. Bousfield The Occurrence of Clustering in the Recall of Randomly Arranged Associates , 1953 .

[6]  F. Attneave Psychological probability as a function of experienced frequency. , 1953, Journal of experimental psychology.

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

[8]  P. A. Adams,et al.  Realism of confidence judgments. , 1961, Psychological review.

[9]  B. J. Winer Statistical Principles in Experimental Design , 1992 .

[10]  J. Smedslund THE CONCEPT OF CORRELATION IN ADULTS , 1963 .

[11]  L. Postman Short-Term Memory and Incidental Learning , 1964 .

[12]  J. Hart,et al.  Memory and the feeling-of-knowing experience. , 1965, Journal of educational psychology.

[13]  H. Reese Imagery in paired-associate learning in children☆ , 1965 .

[14]  B. Murdock The criterion problem in short-term memory. , 1966, Journal of experimental psychology.

[15]  B. H. Cohen Some-or-none characteristics of coding behavior , 1966 .

[16]  N. J. Slamecka Differentiation versus unlearning of verbal associations. , 1966, Journal of experimental psychology.

[17]  D. M. Green,et al.  Signal detection theory and psychophysics , 1966 .

[18]  L. Beach,et al.  Man as an Intuitive Statistician , 2022 .

[19]  J. Hart,et al.  Memory and the memory-monitoring process , 1967 .

[20]  Introduction to ear training , 1967 .

[21]  H. Kucera,et al.  Computational analysis of present-day American English , 1967 .

[22]  J. Sachs Recognition memory for syntactic and semantic aspects of connected discourse , 1967 .

[23]  L. Brooks The Suppression of Visualization by Reading , 1967, The Quarterly journal of experimental psychology.

[24]  L. Brooks Spatial and verbal components of the act of recall. , 1968 .

[25]  A. Paivio,et al.  Pictures and words as stimulus and response items in paired-associate learning of young children. , 1968, Journal of experimental child psychology.

[26]  W. D. Rohwer,et al.  Action, meaning, and stimulus selection in paired-associate learning , 1968 .

[27]  A. Paivio,et al.  Concreteness, imagery, and meaningfulness values for 925 nouns. , 1968, Journal of experimental psychology.

[28]  Marvin Minsky,et al.  Semantic Information Processing , 1968 .

[29]  E. Poulton The new psychophysics: Six models for magnitude estimation. , 1968 .

[30]  T. Dixon,et al.  Verbal behavior and general behavior theory , 1968 .

[31]  L L Cuddy,et al.  Practice effects in the absolute judgment of pitch. , 1968, The Journal of the Acoustical Society of America.

[32]  M. Ross Quillian,et al.  Retrieval time from semantic memory , 1969 .

[33]  Douglas L. Hintzman,et al.  Apparent frequency as a function of frequency and the spacing of repetitions. , 1969 .

[34]  A. Paivio Mental imagery in associative learning and memory , 1969 .

[35]  Luby Stephan Prytulak,et al.  Natural language mediation , 1969 .

[36]  R. Kirk Experimental Design: Procedures for the Behavioral Sciences , 1970 .

[37]  Linnea C. Ehri,et al.  Verb facilitation of paired-associate learning as a function of syntactic and semantic relations , 1969 .

[38]  S. J. Segal,et al.  Influence of imaged pictures and sounds on detection of visual and auditory signals. , 1970, Journal of experimental psychology.

[39]  Benton J. Underwood,et al.  Relative frequency judgments and verbal discrimination learning , 1970 .

[40]  Imagery in children's learning: A symposium. , 1970 .

[41]  E. Tulving,et al.  Associative encoding and retrieval: Weak and strong cues. , 1970 .

[42]  R. Davidson,et al.  Verbal and Imagery Processes in Children's Paired-Associate Learning. , 1970 .

[43]  B. Schaeffer,et al.  The comparison of word meanings. , 1970 .

[44]  William P. Banks,et al.  Signal detection theory and human memory. , 1970 .

[45]  R. Haber,et al.  Perception and memory for pictures: Single-trial learning of 2500 visual stimuli , 1970 .

[46]  Lola L. Cuddy,et al.  Training the absolute identification of pitch , 1970 .

[47]  A. Paivio On the functional significance of imagery. , 1970 .

[48]  D. Meyer On the representation and retrieval of stored semantic information , 1970 .

[49]  J. Fodor Psychology and Language. , 1970 .

[50]  P. Johnson-Laird,et al.  A theoretical analysis of insight into a reasoning task , 1970 .

[51]  A. Wilkins Conjoint frequency, category size, and categorization time , 1971 .

[52]  Benton J. Underwood,et al.  Retention of Frequency Information with Observations on Recognition and Recall. , 1971 .

[53]  J. Freedman,et al.  Retrieval of words from long-term memory , 1971 .

[54]  Douglas L. Hintzman,et al.  Repetition and memory: Evidence for a multiple-trace hypothesis. , 1971 .

[55]  W. D. Rohwer,et al.  Population differences and learning proficiency. , 1971, Journal of educational psychology.

[56]  P. Slovic,et al.  Reversals of preference between bids and choices in gambling decisions. , 1971 .

[57]  Edward E. Smith,et al.  Imaginal versus verbal coding and the primary-secondary memory distinction , 1971 .

[58]  L. Jacoby,et al.  Frequency discrimination as a function of frequency of repetition and trials , 1971 .

[59]  E. Tulving,et al.  Retrieval processes in recognition memory: Effects of associative context , 1971 .

[60]  A. Paivio Imagery and verbal processes , 1972 .

[61]  L L Cuddy,et al.  Absolute judgment of musically-related pure tones. , 1971, Canadian journal of psychology.

[62]  Allan Paivio,et al.  Short-term sequential memory for pictures and words , 1971 .

[63]  John R. Anderson,et al.  RECOGNITION AND RETRIEVAL PROCESSES IN FREE RECALL , 1972 .

[64]  J. Bransford,et al.  Sentence memory: A constructive versus interpretive approach ☆ ☆☆ , 1972 .

[65]  Allan Collins,et al.  How to make a language user. , 1972 .

[66]  Allan Collins,et al.  Experiments on semantic memory and language comprehension. , 1972 .

[67]  T. Landauer,et al.  Category Size and Semantic Memory Retrieval. , 1972 .

[68]  F. Craik,et al.  Levels of Pro-cessing: A Framework for Memory Research , 1975 .

[69]  J G Martin,et al.  Rhythmic (hierarchical) versus serial structure in speech and other behavior. , 1972, Psychological review.

[70]  Leonard M. Horowitz,et al.  Toward a Theory of Redintegrative Memory: Adjective-Noun Phrases , 1972 .

[71]  N. Frost,et al.  Encoding and retrieval in visual memory tasks. , 1972, Journal of experimental psychology.

[72]  E. Tulving,et al.  Organization of memory. , 1973 .

[73]  H. H. Clark The language-as-fixed-effect fallacy: A critique of language statistics in psychological research. , 1973 .

[74]  M. Blake Prediction of recognition when recall fails: Exploring the feeling-of-knowing phenomenon , 1973 .

[75]  L. Standing Learning 10000 pictures , 1973 .

[76]  H. R. Jones The use of visual and verbal memory processes by three-year-old children. , 1973, Journal of experimental child psychology.

[77]  Fergus I. M. Craik,et al.  A “LEVELS OF ANALYSIS” VIEW OF MEMORY , 1973 .

[78]  W. C. Howell Representation of frequency in memory. , 1973 .

[79]  W. D. Rohwer Elaboration and learning in childhood and adolescence. , 1973, Advances in child development and behavior.

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

[81]  Fergus I. M. Craik,et al.  Communication and Affect: Language and Thought , 1973 .

[82]  William C. Howell,et al.  Storage of events and event frequencies: A comparison of two paradigms in memory. , 1973 .

[83]  E. Poulton Unwanted range effects from using within-subject experimental designs. , 1973 .

[84]  C. T. James,et al.  The Reconstructive Process in Sentence Memory. , 1973 .

[85]  S. Kosslyn Scanning visual images:Some structural implications , 1973 .

[86]  D. Nelson,et al.  Functional independence of pictures and their verbal memory codes. , 1973 .

[87]  Lawrence D. Phillips,et al.  Bayesian Statistics for Social Scientists. , 1973 .

[88]  Lance J. Rips,et al.  Semantic distance and the verification of semantic relations , 1973 .

[89]  A. H. Murphy A New Vector Partition of the Probability Score , 1973 .

[90]  G. Bower,et al.  Human Associative Memory , 1973 .

[91]  David F. Marks,et al.  Visual imagery differences and eye movements in the recall of pictures , 1973 .

[92]  L. Elliott,et al.  Imagery versus repetition encoding in short- and long-term memory. , 1973, Journal of experimental psychology.

[93]  D. Nelson,et al.  Sequential Memory for Pictures and the Role of the Verbal System. , 1973 .

[94]  Number and Percentage Estimates in Sequential Tasks , 1973 .

[95]  Zenon W. Pylyshyn,et al.  What the Mind’s Eye Tells the Mind’s Brain: A Critique of Mental Imagery , 1973 .

[96]  Endel Tulving,et al.  Encoding specificity and retrieval processes in episodic memory. , 1973 .

[97]  E. Loftus Activation of Semantic Memory , 1973 .

[98]  Simon Garrod,et al.  A dual-memory information processing interpretation of sentence comprehension , 1973 .

[99]  G. Bower,et al.  Cognition in learning and memory , 1974 .

[100]  D. Nelson,et al.  Levels of processing and cuing: Sensory versus meaning features. , 1974 .

[101]  Walter B. Weimer,et al.  Cognition and the symbolic processes , 1974 .

[102]  K. Holyoak,et al.  Production frequency and the verification of quantified statements , 1974 .

[103]  D. Nelson,et al.  Effects of formal similarity: phonetic, graphic, or both? , 1974, Journal of experimental psychology.

[104]  Stephen M. Kosslyn,et al.  The Role of Imagery in Sentence Memory: A Developmental Study. , 1974 .

[105]  G. F. White,et al.  Decision processes, rationality and adjustment to natural hazards , 1974 .

[106]  John D. Bransford,et al.  A sketch of a cognitive approach to comprehension: Some thoughts about understanding what it means to comprehend. , 1974 .

[107]  John R. Anderson Retrieval of propositional information from long-term memory , 1974 .

[108]  Lance J. Rips,et al.  Structure and process in semantic memory: A featural model for semantic decisions. , 1974 .

[109]  John R. Anderson,et al.  Negative Judgments in and about Semantic Memory. , 1974 .

[110]  J. E. Wells Strength theory and judgments of recency and frequency , 1974 .

[111]  Perry W. Thorndyke,et al.  Storage and retrieval processes in sentence memory , 1974 .

[112]  J R Anderson,et al.  Interference in memory for multiple contexts , 1974, Memory & cognition.

[113]  W. Kintsch The representation of meaning in memory , 1974 .

[114]  David J. Ostry,et al.  Time course of loss of information regarding pattern analyzing operations , 1974 .

[115]  E. Tulving Recall and Recognition of Semantically Encoded Words. , 1974 .

[116]  J. L. Santa,et al.  Encoding specificity: Fact or artifact , 1974 .

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

[118]  B. Byrne,et al.  Item concreteness vs spatial organization as predictors of visual imagery , 1974, Memory & cognition.

[119]  M. Gruneberg,et al.  ‘Feeling of knowing’ and cued recall ☆ , 1974 .

[120]  Lynne M. Reder,et al.  A semantic interpretation of encoding specificity , 1974 .

[121]  G. F. Mazuryk Positive Recency in Final Free Recall. , 1974 .

[122]  J. Armstrong The Use of the Decomposition Principle in Making Judgments , 1975 .

[123]  L. Postman Tests of the generality of the principle of encoding specificity , 1975, Memory & cognition.

[124]  K. Holyoak,et al.  Alternative conceptions of semantic theory , 1975, Cognition.

[125]  M. S. Mayzner,et al.  Human information processing : tutorials in performance and cognition , 1975 .

[126]  Patricia Baggett,et al.  Memory for explicit and implicit information in picture stories , 1975 .

[127]  Endel Tulving,et al.  A Test of Confusion Theory of Encoding Specificity. , 1975 .

[128]  Endel Tulving,et al.  Relation between recognition and recognition failure of recallable words , 1975 .

[129]  W. D. Rohwer,et al.  Developmental changes in the effects of presentation media on noun-pair learning , 1975 .

[130]  I. Birnbaum Organization of Numbers in Free Recall. , 1975 .

[131]  Allan Collins,et al.  A spreading-activation theory of semantic processing , 1975 .

[132]  A. Paivio Coding Distinctions and Repetition Effects in Memory1 , 1975 .

[133]  Endel Tulving,et al.  Structure of memory traces. , 1975 .

[134]  Eleanor H. Warnock,et al.  Reasoning from Incomplete Knowledge. , 1975 .

[135]  D. Bobrow,et al.  Representation and Understanding: Studies in Cognitive Science , 1975 .

[136]  K. Holyoak,et al.  The role of contradictions and counterexamples in the rejection of false sentences , 1975 .

[137]  M. Potter,et al.  Time to understand pictures and words , 1975, Nature.

[138]  B. Murdock Human memory: Theory and data. , 1975 .

[139]  F. Craik,et al.  Depth of processing and the retention of words , 1975 .

[140]  A. Bencomo,et al.  Recognition latency for pictures and words as a function of encoded-feature similarity. , 1975, Journal of experimental psychology. Human learning and memory.

[141]  E. Rosch Cognitive Representations of Semantic Categories. , 1975 .

[142]  Endel Tulving,et al.  Episodic memory: When recognition fails. , 1975 .

[143]  Jerome L. Myers,et al.  The role of semantic knowledge in retrieval from episodic long-term memories: Implications for a model of retrieval , 1976, Memory & cognition.

[144]  John R. Anderson,et al.  Interference with real world knowledge , 1976, Cognitive Psychology.

[145]  J. E. Russo,et al.  Reprocessing as a recognition cue , 1976, Memory & cognition.

[146]  B. Fischhoff,et al.  Cognitive Processes and Societal Risk Taking , 1976 .

[147]  John Brown,et al.  Recall and Recognition , 1976 .

[148]  Larry L. Jacoby,et al.  Depth of processing, recognition and recall. , 1976 .

[149]  Annabel J. Cohen,et al.  Recognition of Transposed Melodic Sequences , 1976 .

[150]  John R. Anderson Language, Memory, and Thought , 1976 .

[151]  John R. Anderson,et al.  Long-Term Memory Search: An Intersecting Activation Process. , 1976 .

[152]  W. Estes The cognitive side of probability learning. , 1976 .

[153]  James Lewis,et al.  Natural Hazards - Local, National and Global , 1976 .

[154]  E. Ghatala,et al.  Phenomenal background frequency and the concreteness/imagery effect in verbal discrimination learning , 1976, Memory & cognition.

[155]  I. Fischler Semantic facilitation without association in a lexical decision task , 1977, Memory & cognition.

[156]  S. Lichtenstein,et al.  Do those who know more also know more about how much they know?*1 , 1977 .

[157]  J. H. Neely Semantic priming and retrieval from lexical memory: Roles of inhibitionless spreading activation and limited-capacity attention. , 1977 .

[158]  B. Hayes-Roth Evolution of Cognitive Structures and Processes. , 1977 .

[159]  B. Fischhoff,et al.  Perceived Informativeness of Facts. , 1977 .

[160]  Baruch Fischhoff,et al.  Calibration of Probabilities: The State of the Art , 1977 .

[161]  B. Fischhoff,et al.  Knowing with Certainty: The Appropriateness of Extreme Confidence. , 1977 .

[162]  I. Lieblich,et al.  A study of memory pointers , 1977 .

[163]  E. J. Rowe,et al.  Effects of orienting task, spacing of repetitions, and list context on judgments of frequency , 1977, Memory & cognition.

[164]  Brian MacWhinney,et al.  Pragmatics in memory: A study of natural conversation , 1977 .

[165]  B. Fischhoff,et al.  On the Psychology of Experimental Surprises. , 1977 .

[166]  W. Kintsch,et al.  Recognition memory for statements from a classroom lecture. , 1977 .

[167]  P. Muter Recognition failure of recallable words in semantic memory , 1978 .

[168]  Richard G. Proudfoot,et al.  YEPS: Running real-time experiments on a timesharing system , 1978 .

[169]  D. L. Hintzman The psychology of learning and memory , 1978 .

[170]  Edward E. Smith,et al.  Sentence Verification, Sentence Recognition, and the Semantic-Episodic Distinction. , 1978 .

[171]  John R. Anderson Arguments concerning representations for mental imagery. , 1978 .

[172]  Burton Al The environment as hazard , 1978 .

[173]  Keith J Holyoak,et al.  Comparative judgments with numerical reference points , 1978, Cognitive Psychology.

[174]  Douglas L. Hintzman,et al.  Contextual variability and memory for frequency. , 1978 .

[175]  H. Kunreuther Disaster Insurance Protection: Public Policy Lessons , 1978 .

[176]  R. Kates Risk Assessment Of Environmental Hazard , 1978 .

[177]  W. K. Estes,et al.  Judgments of relative frequency in relation to shifts of event frequencies: Evidence for a limited-capacity model. , 1979 .

[178]  R. Ratcliff,et al.  Priming in episodic and semantic memory. , 1979 .

[179]  B. Fischhoff,et al.  Training for calibration. , 1980 .