Operant variability: Evidence, functions, and theory
Open accessAbstract
Although responses are sometimes easy to predict, at other times responding seems highly variable, unpredictable, or even random. The inability to predict is generally attributed to ignorance of controlling variables, but this article is a review of research showing that the highest levels of behavioral variability may result from identifiable reinforcers contingent on such variability. That is, variability is an operant. Discriminative stimuli and reinforcers control it, resulting in low or high variability, depending on the contingencies. Schedule-of-reinforcement effects are orderly, and choosing to vary or repeat is lawfully governed by relative reinforcement frequencies. The operant nature of variability has important implications. For example, learning, exploring, creating, and problem solving may partly depend on it. Abnormal levels of variability, including those found in psychopathologies such as autism, depression, and attention deficit hyperactivity disorder, may be modified through reinforcement. Operant variability may also help to explain some of the unique attributes of voluntary action.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
One can only remember so much information, but what one does with that memory presumably depends on reinforcement contingencies and other factors.
“This captures the idea that one can only remember so much information, but it is distinct from what one does with that memory, which presumably depends on reinforcement contingencies and other factors (Glimcher, 2005; Neuringer, 2002).”
From DYNAMIC RESPONSE-BY-RESPONSE MODELS OF MATCHING BEHAVIOR IN RHESUS MONKEYS (2005) · cites this paper as Neuringer, 2002
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
The Art of Computer Programming
Knuth, D. E. (1968) · Cited by 16,097 · see citing works
Rescorla, R. A. (1972) · Medical Entomology and Zoology · Cited by 7,268 · see citing works
(1975) · Medical Entomology and Zoology · Cited by 7,245 · see citing works
Deci, E. L., Koestner, R., & Ryan, R. M. (1999) · Psychological Bulletin · doi:10.1037/0033-2909.125.6.627 · Cited by 7,176 · see citing works
Journal of Consciousness Studies
(2022) · Journal of Consciousness Studies · doi:10.53765/20512201 · Cited by 6,852 · see citing works
Kahneman, D., & Tversky, A. (1984) · American Psychologist · doi:10.1037/0003-066x.39.4.341 · Cited by 6,544 · see citing works
The Art of Computer Programming
Whitesides, G. E. (1970) · Nuclear Science and Engineering · doi:10.13182/nse70-a19705 · Cited by 6,263 · see citing works
Kahneman, D. J., & Tversky, A. (2013) · World Scientific handbook in financial economic series · doi:10.1142/9789814417358_0016 · Cited by 5,372 · see citing works
Ferster, C. B., & Skinner, B. F. (1957) · doi:10.1037/10627-000 · Cited by 4,894 · see citing works
Motor Control and Learning: A Behavioral Emphasis
Schmidt, R. A. (1982) · Cited by 4,813 · see citing works
Cognitive Therapy and the Emotional Disorders
Jaffe, B. (1977) · Psychosomatics · doi:10.1016/s0033-3182(77)71107-7 · Cited by 4,722 · see citing works
Attention Deficit Hyperactivity Disorder: A Handbook for Diagnosis and Treatment
Barkley, R. A., & Poillion, M. J. (1994) · Behavioral Disorders · doi:10.1177/019874299401900205 · Cited by 4,632 · see citing works
Classical conditioning II: Current research and theory.
Black, A. H., & Prokasy, W. F. (1972) · Appleton-Century-Crofts eBooks · Cited by 4,449 · see citing works
The Social Psychology of Creativity
Amabile, T. M. (1983) · Springer eBooks · doi:10.1007/978-1-4612-5533-8 · Cited by 3,184 · see citing works
The Psychology of Learning and Motivation
Ross, B. H. (2012) · Cited by 2,631 · see citing works
Blind variation and selective retentions in creative thought as in other knowledge processes
Campbell, D. T. (1960) · Psychological Review · doi:10.1037/h0040373 · Cited by 2,329 · see citing works
Barto, A. (1998) · IFAC Proceedings Volumes · doi:10.1016/s1474-6670(17)38315-5 · Cited by 2,172 · see citing works
Bird song: biological themes and variations
(1996) · Choice Reviews Online · doi:10.5860/choice.33-2735 · Cited by 2,170 · see citing works
Zhang, B., Li, C., & Lin, N. (2020) · De Gruyter eBooks · doi:10.1515/9783110595567-011 · Cited by 1,939 · see citing works
Skinner, B. F. (1981) · Science · doi:10.1126/science.7244649 · Cited by 1,660 · see citing works
(1998) · Kybernetes · doi:10.1108/k.1998.27.9.1093.3 · Cited by 1,576 · see citing works
Cognition, evolution, and behavior
Shettleworth, S. J. (2010) · Choice Reviews Online · doi:10.5860/choice.47-5652 · Cited by 1,471 · see citing works
Cognition, Evolution, and Behavior
Shettleworth, S. J. (2009) · doi:10.1093/oso/9780195319842.001.0001 · Cited by 1,453 · see citing works
Attention Deficit Hyperactivity Disorder. A Handbook for Diagnosis and Treatment
Silver, L. B. (1991) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1097/00004583-199107000-00040 · Cited by 1,395 · see citing works
Handbook of Developmental Psychopathology
Lewis, M., & Rudolph, K. D. (2014) · Springer eBooks · doi:10.1007/978-1-4614-9608-3 · Cited by 1,259 · see citing works
Concepts and Conceptual Development: Ecological and Intellectual Factors in Categorization
Neisser, U. (1989) · Medical Entomology and Zoology · Cited by 1,206 · see citing works
Breland, K., & Breland, M. (1961) · American Psychologist · doi:10.1037/h0040090 · Cited by 1,192 · see citing works
Reinforcement, Reward, and Intrinsic Motivation: A Meta-Analysis
Cameron, J., & Pierce, W. D. (1994) · Review of Educational Research · doi:10.3102/00346543064003363 · Cited by 1,153 · see citing works
Emerging minds: the process of change in children's thinking
(1997) · Choice Reviews Online · doi:10.5860/choice.34-5984 · Cited by 1,132 · see citing works
Functions of Varied Experience
Berlyne, D. E., Fiske, D. W., & Maddi, S. R. (1963) · The American Journal of Psychology · doi:10.2307/1419183 · Cited by 1,114 · see citing works
Staddon, J. E. R., & Simmelhag, V. L. (1971) · Psychological Review · doi:10.1037/h0030305 · Cited by 1,063 · see citing works
Detrimental effects of reward: Reality or myth?
Eisenberger, R., & Cameron, J. (1996) · American Psychologist · doi:10.1037//0003-066x.51.11.1153 · Cited by 1,016 · see citing works
Detrimental effects of reward. Reality or myth?
Eisenberger, R., & Cameron, J. (1996) · American Psychologist · doi:10.1037/0003-066x.51.11.1153 · Cited by 949 · see citing works
Motor control and learning: A behavioral emphasis, 4th ed.
Schmidt, R. A., & Lee, T. D. (2005) · Cited by 934 · see citing works
Autism and the pervasive developmental disorders
Volkmar, F. R., & Klin, A. (2012) · doi:10.1093/med/9780199696758.003.0214 · Cited by 931 · see citing works
Fagen, R. M. (1981) · Cited by 860 · see citing works
Emerging Minds: The Process of Change in Children's Thinking
Siegler, R. S. (1996) · doi:10.1093/oso/9780195077872.001.0001 · Cited by 799 · see citing works
Brooks, R. A. (1999) · The MIT Press eBooks · doi:10.7551/mitpress/1716.001.0001 · Cited by 677 · see citing works
The instability of graded structure: implications for the nature of concepts
Barsalou, L. W. (1987) · Cited by 666 · see citing works
Angell, J. R., & Baldwin, J. M. (1903) · The Philosophical Review · doi:10.2307/2176746 · Cited by 644 · see citing works
The Phylogeny and Ontogeny of Behavior
Skinner, B. F. (1966) · Science · doi:10.1126/science.153.3741.1205 · Cited by 553 · see citing works
Cambrian intelligence: the early history of the new AI
(2000) · Choice Reviews Online · doi:10.5860/choice.37-3388 · Cited by 514 · see citing works
Generation of random sequences by human subjects: A critical survey of literature.
Wagenaar, W. A. (1972) · Psychological Bulletin · doi:10.1037/h0032060 · Cited by 502 · see citing works
Wrench, J. W. (1970) · Mathematics of Computation · doi:10.1090/s0025-5718-1970-0400642-2 · Cited by 485 · see citing works
Spontaneous alternation behavior.
Dember, W. N., & Fowler, H. (1958) · Psychological Bulletin · doi:10.1037/h0045446 · Cited by 482 · see citing works
Individual Development and Evolution
Gottlieb, G. (2001) · Psychology Press eBooks · doi:10.4324/9781410604422 · Cited by 464 · see citing works
The psychology of chance encounters and life paths.
Bandura, A. (1982) · American Psychologist · doi:10.1037/0003-066x.37.7.747 · Cited by 433 · see citing works
THE ART OF SCIENTIFIC INVESTIGATION
Beveridge, W. I. B. (1951) · Australian Veterinary Journal · doi:10.1111/j.1751-0813.1951.tb05043.x · Cited by 431 · see citing works
Langer, E. J. (2000) · Current Directions in Psychological Science · doi:10.1111/1467-8721.00099 · Cited by 426 · see citing works
Vollmer, T. R., Iwata, B. A., Zarcone, J. R., Smith, R. G., & Mazaleski, J. L. (1993) · Journal of Applied Behavior Analysis · doi:10.1901/jaba.1993.26-9 · Cited by 417 · see citing works
Random Generation and the Executive Control of Working Memory
Baddeley, A., Emslie, H. C., Kolodny, J., & Duncan, J. (1998) · The Quarterly Journal of Experimental Psychology Section A · doi:10.1080/713755788 · Cited by 409 · see citing works
THE CREATIVE PORPOISE: TRAINING FOR NOVEL BEHAVIOR1
Pryor, K. W., Haag, R. A., & O'Reilly, J. (1969) · Journal of the Experimental Analysis of Behavior · doi:10.1901/jeab.1969.12-653 · Cited by 380 · see citing works
Behaviorism: a Conceptual Reconstruction
Zuriff, G. E. (1985) · Columbia University Press eBooks · doi:10.7312/zuri90466 · Cited by 377 · see citing works
Turning “play” into “work” and “work” into “play”
Lepper, M. R., & Corpus, J. H. (2000) · Elsevier eBooks · doi:10.1016/b978-012619070-0/50032-5 · Cited by 365 · see citing works
(1994) · The MIT Press eBooks · doi:10.7551/mitpress/2437.001.0001 · Cited by 351 · see citing works
The Capacity for Generating Information by Randomization
Baddeley, A. (1966) · Quarterly Journal of Experimental Psychology · doi:10.1080/14640746608400019 · Cited by 343 · see citing works
THE BRITISH JOURNAL OF PSYCHOLOGY
(1906) · Mind · doi:10.1093/mind/xv.58.283-a · Cited by 334 · see citing works
Morgan, M. S., Krüger, L., & Gigerenzer, G. (1987) · Medical Entomology and Zoology · Cited by 331 · see citing works
The art of scientific investigation
Beveridge, W. I. B. (1957) · Norton eBooks · doi:10.5962/bhl.title.5888 · Cited by 319 · see citing works
Page, S., & Neuringer, A. J. (1985) · Journal of Experimental Psychology Animal Behavior Processes · doi:10.1037//0097-7403.11.3.429 · Cited by 318 · see citing works
Self-citationO’Donohue, W. (1997) · Medical Entomology and Zoology · Cited by 316 · see citing works
AN INTEGRATIVE MODEL FOR THE STUDY OF BEHAVIORAL MOMENTUM
Nevin, J. A. (1992) · Journal of the Experimental Analysis of Behavior · doi:10.1901/jeab.1992.57-301 · Cited by 307 · see citing works
Libet, B. (2005) · doi:10.1093/oxfordhb/9780195178548.003.0025 · Cited by 300 · see citing works
Reinforcement control of generalized imitation in young children
Baer, D. M., & Sherman, J. A. (1964) · Journal of Experimental Child Psychology · doi:10.1016/0022-0965(64)90005-0 · Cited by 299 · see citing works
A general account of selection: Biology, immunology, and behavior
Hull, D. L., Langman, R. E., & Glenn, S. S. (2001) · Behavioral and Brain Sciences · doi:10.1017/s0140525x01004162 · Cited by 287 · see citing works
Response variability in the white rat during conditioning, extinction, and reconditioning.
Antonitis, J. J. (1951) · Journal of Experimental Psychology · doi:10.1037/h0060407 · Cited by 281 · see citing works
The Functional Significance of Arm Movements in Neonates
van der Meer, A. L. H., van der Weel, F. R., & Lee, D. N. (1995) · Science · doi:10.1126/science.7839147 · Cited by 269 · see citing works
Can people behave "randomly?": The role of feedback.
Neuringer, A. J. (1986) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.115.1.62 · Cited by 261 · see citing works
Self-citationContext, Ambiguity, and Classical Conditioning
Bouton, M. E. (1994) · Current Directions in Psychological Science · doi:10.1111/1467-8721.ep10769943 · Cited by 259 · see citing works
Exploration in animals and humans
Archer, J. E., & Birke, L. I. A. (1983) · Medical Entomology and Zoology · Cited by 244 · see citing works
Ward, L. M. (2001) · The MIT Press eBooks · doi:10.7551/mitpress/2525.001.0001 · Cited by 231 · see citing works
SOCIAL CONTROL OF FORM DIVERSITY AND THE EMERGENCE OF NEW FORMS IN CHILDREN'S BLOCKBUILDING1
Goetz, E. M., & Baer, D. M. (1973) · Journal of Applied Behavior Analysis · doi:10.1901/jaba.1973.6-209 · Cited by 218 · see citing works
Out of Sight or Out of Mind? Another Look at Deception in Autism
Baron‐Cohen, S. (1992) · Journal of Child Psychology and Psychiatry · doi:10.1111/j.1469-7610.1992.tb00934.x · Cited by 209 · see citing works
Page, S., & Neuringer, A. J. (1985) · Journal of Experimental Psychology Animal Behavior Processes · doi:10.1037/0097-7403.11.3.429 · Cited by 204 · see citing works
Self-citationCan salient reward increase creative performance without reducing intrinsic creative interest?
Eisenberger, R., & Armeli, S. (1997) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.72.3.652 · Cited by 202 · see citing works
On the training of originality.
Maltzman, I. M. (1960) · Psychological Review · doi:10.1037/h0046364 · Cited by 200 · see citing works
Behavior Systems and Learning: From Misbehavior to General Principles
Timberlake, W., & Lucas, G. A. (2019) · Routledge eBooks · doi:10.4324/9781315788982-12 · Cited by 185 · see citing works
Notterman, J. M., & Mintz, D. E. (1965) · Wiley eBooks · Cited by 183 · see citing works
Integrated learning for interactive synthetic characters
Blumberg, B. M., Downie, M., Ivanov, Y. A., Berlin, M., Johnson, M. P., & Tomlinson, B. (2002) · ACM SIGGRAPH Conference (SIGGRAPH) · doi:10.1145/566570.566597 · Cited by 182 · see citing works
SHAPING IN THE 21ST CENTURY: MOVING PERCENTILE SCHEDULES INTO APPLIED SETTINGS
Galbicka, G. (1994) · Journal of Applied Behavior Analysis · doi:10.1901/jaba.1994.27-739 · Cited by 180 · see citing works
Does reward increase or decrease creativity?
Eisenberger, R., & Selbst, M. (1994) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.66.6.1116 · Cited by 179 · see citing works
Can the promise of reward increase creativity?
Eisenberger, R., Armeli, S., & Pretz, J. E. (1998) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.74.3.704 · Cited by 169 · see citing works
Handbook of Research Methods in Human Operant Behavior
(1998) · Springer eBooks · doi:10.1007/978-1-4899-1947-2 · Cited by 168 · see citing works
The Art of Scientific Investigation
Beveridge (1957) · Cited by 158 · see citing works
Distinguishing between random and nonrandom events.
Lopes, L. L., & Oden, G. C. (1987) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.13.3.392 · Cited by 151 · see citing works
Age-related changes in spontaneous behavior and learning in NMRI mice from maturity to middle age
Lamberty, Y., & Gower, A. J. (1990) · Physiology & Behavior · doi:10.1016/0031-9384(90)90364-a · Cited by 149 · see citing works
Maier, N. R. F. (1933) · British Journal of Psychology General Section · doi:10.1111/j.2044-8295.1933.tb00692.x · Cited by 145 · see citing works
Eckerman, D. A., & Lanson, R. N. (1969) · Journal of the Experimental Analysis of Behavior · doi:10.1901/jeab.1969.12-73 · Cited by 145 · see citing works
INDIVIDUAL DEVELOPMENT AND EVOLUTION
Gottlieb, G. (2001) · Psychology Press eBooks · doi:10.4324/9781410604422-6 · Cited by 145 · see citing works
Wultz, B., Sagvolden, T., Moser, E. I., & Moser, M.-B. (1990) · Behavioral and Neural Biology · doi:10.1016/0163-1047(90)90848-z · Cited by 144 · see citing works
Can salient reward increase creative performance without reducing intrinsic creative interest?
Eisenberger, R., & Armeli, S. R. (1997) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.72.3.652 · Cited by 143 · see citing works
THE REINFORCEMENT OF LEAST‐FREQUENT INTERRESPONSE TIMES1
Blough, D. S. (1966) · Journal of the Experimental Analysis of Behavior · doi:10.1901/jeab.1966.9-581 · Cited by 136 · see citing works
Lee, R. D., McComas, J. J., & Jawor, J. (2002) · Journal of Applied Behavior Analysis · doi:10.1901/jaba.2002.35-391 · Cited by 132 · see citing works
OPERANT CONDITIONING OF BEHAVIORAL VARIABILITY USING A PERCENTILE REINFORCEMENT SCHEDULE
Machado, A. D. (1989) · Journal of the Experimental Analysis of Behavior · doi:10.1901/jeab.1989.52-155 · Cited by 130 · see citing works
Behavior Theory and Philosophy
Lattal, K. A., & Chase, P. N. (2003) · Springer eBooks · doi:10.1007/978-1-4757-4590-0 · Cited by 127 · see citing works
Effects of strategy instructions and practice on nine-dot problem solving.
Lung, C.-T., & Dominowski, R. L. (1985) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.11.1-4.804 · Cited by 125 · see citing works
Spontaneous Alternation Behavior
Dember, W. N., & Richman, C. L. (1989) · Springer eBooks · doi:10.1007/978-1-4613-8879-1 · Cited by 123 · see citing works
Stability and variability in extinction.
Neuringer, A. J., Kornell, N., & Olufs, M. (2001) · Journal of Experimental Psychology Animal Behavior Processes · doi:10.1037/0097-7403.27.1.79 · Cited by 122 · see citing works
Self-citationInduction and the Provenance of Operants
Segal, E. F. (1972) · Elsevier eBooks · doi:10.1016/b978-0-12-283150-8.50006-x · Cited by 120 · see citing works
DEVELOPMENT OF COMPLEX, STEREOTYPED BEHAVIOR IN PIGEONS
Schwartz, B. N. (1980) · Journal of the Experimental Analysis of Behavior · doi:10.1901/jeab.1980.33-153 · Cited by 119 · see citing works
(2024) · Acta comportamentalia. · doi:10.32870/ac · Cited by 119 · see citing works
REINFORCING VARIABILITY IN ADOLESCENTS WITH AUTISM
Miller, N. D., & Neuringer, A. J. (2000) · Journal of Applied Behavior Analysis · doi:10.1901/jaba.2000.33-151 · Cited by 118 · see citing works
Self-citationNEGATIVE SIDE EFFECTS OF NONCONTINGENT REINFORCEMENT
Vollmer, T. R., Ringdahl, J. E., Roane, H. S., & Marcus, B. A. (1997) · Journal of Applied Behavior Analysis · doi:10.1901/jaba.1997.30-161 · Cited by 117 · see citing works
Variables That Influence the Generation of Random Sequences: An Update
Brugger, P. (1997) · Perceptual and Motor Skills · doi:10.2466/pms.1997.84.2.627 · Cited by 116 · see citing works
Behavioral variability is controlled by discriminative stimuli
Denney, J., & Neuringer, A. J. (1998) · Animal Learning & Behavior · doi:10.3758/bf03199208 · Cited by 112 · see citing works
Self-citationReinforced variability and operant learning.
Neuringer, A. J., Deiss, C., & Olson, G. (2000) · Journal of Experimental Psychology Animal Behavior Processes · doi:10.1037//0097-7403.26.1.98 · Cited by 112 · see citing works
Self-citationKatz, I., Guthrie, E. R., & Horton, G. P. (1947) · The American Journal of Psychology · doi:10.2307/1417891 · Cited by 111 · see citing works
Causal Mechanisms of Behavioural Development
(1994) · Cambridge University Press eBooks · doi:10.1017/cbo9780511565120 · Cited by 104 · see citing works
Neuringer, A. J. (1992) · Psychological Science · doi:10.1111/j.1467-9280.1992.tb00037.x · Cited by 101 · see citing works
Self-citationFAILURE TO PRODUCE RESPONSE VARIABILITY WITH REINFORCEMENT
Schwartz, B. N. (1982) · Journal of the Experimental Analysis of Behavior · doi:10.1901/jeab.1982.37-171 · Cited by 100 · see citing works
Variability, constraints, and creativity: Shedding light on Claude Monet.
Stokes, P. D. (2001) · American Psychologist · doi:10.1037/0003-066x.56.4.355 · Cited by 99 · see citing works
Learning to vary and varying to learn
Grunow, A., & Neuringer, A. J. (2002) · Psychonomic Bulletin & Review · doi:10.3758/bf03196279 · Cited by 97 · see citing works
Self-citationReinforced variation and selection
Neuringer, A. J. (1993) · Animal Learning & Behavior · doi:10.3758/bf03213386 · Cited by 95 · see citing works
Self-citationACQUISITION OF DELAYED MATCHING IN THE PIGEON1
Berryman, R., Cumming, W. W., & Nevin, J. A. (1963) · Journal of the Experimental Analysis of Behavior · doi:10.1901/jeab.1963.6-101 · Cited by 94 · see citing works
Concept Learning and Learning Strategies
Wright, A. A. (1997) · Psychological Science · doi:10.1111/j.1467-9280.1997.tb00693.x · Cited by 94 · see citing works
Operant variability and repetition as functions of interresponse time.
Neuringer, A. J. (1991) · Journal of Experimental Psychology Animal Behavior Processes · doi:10.1037/0097-7403.17.1.3 · Cited by 92 · see citing works
Self-citationVariability and the development of skilled actions
Manoel, E. D. J., & Connolly, K. (1995) · International Journal of Psychophysiology · doi:10.1016/0167-8760(94)00078-s · Cited by 91 · see citing works
Neurophysiology and Neuropsychology of Motor Development.
Gordon, N. S. (1998) · Archives of Disease in Childhood · doi:10.1136/adc.78.5.501g · Cited by 90 · see citing works
On prediction and control: B. F. Skinner and the technological ideal of science.
Smith, L. D. (1992) · American Psychologist · doi:10.1037/0003-066x.47.2.216 · Cited by 88 · see citing works
Machado, A. D. (1997) · Journal of the Experimental Analysis of Behavior · doi:10.1901/jeab.1997.68-1 · Cited by 87 · see citing works
Proprioceptive Discrimination of a Covert Operant without Its Observation by the Subject
Hefferline, R. F., & Perera, T. B. (1963) · Science · doi:10.1126/science.139.3557.834 · Cited by 83 · see citing works
Entropy and variability discrimination.
Young, M. E., & Wasserman, E. A. (2001) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.27.1.278 · Cited by 83 · see citing works
Use of the song repertoire in intersexual and intrasexual contexts by male red-winged blackbirds
Searcy, W. A., & Yasukawa, K. (1990) · Behavioral Ecology and Sociobiology · doi:10.1007/bf00168455 · Cited by 82 · see citing works
Microbial genetics: The tinkerer's evolving tool-box
Moxon, E., & Thaler, D. S. (1997) · Nature · doi:10.1038/42607 · Cited by 81 · see citing works
BEHAVIORAL VARIABILITY AND FREQUENCY‐DEPENDENT SELECTION
Machado, A. D. (1992) · Journal of the Experimental Analysis of Behavior · doi:10.1901/jeab.1992.58-241 · Cited by 81 · see citing works
Hunziker, M. H. L., Saldaña, R., & Neuringer, A. J. (1996) · Journal of the Experimental Analysis of Behavior · doi:10.1901/jeab.1996.65-129 · Cited by 77 · see citing works
Self-citationBehavior Analytic Studies of Creativity: A Critical Review
Winston, A. S., & Baker, J. E. (1985) · The Behavior Analyst · doi:10.1007/bf03393151 · Cited by 76 · see citing works
At last: Serious consideration
Hull, D. L., Langman, R. E., & Glenn, S. S. (2001) · Behavioral and Brain Sciences · doi:10.1017/s0140525x0156416x · Cited by 76 · see citing works
Gw, T. (1997) · PubMed · Cited by 75 · see citing works
ASSESSMENT OF PREFERENCE FOR VARIED VERSUS CONSTANT REINFORCERS
Bowman, L. G., Piazza, C. C., Fisher, W. W., Hagopian, L. P., & Kogan, J. S. (1997) · Journal of Applied Behavior Analysis · doi:10.1901/jaba.1997.30-451 · Cited by 71 · see citing works
Spontaneously hypertensive rats (SHR) readily learn to vary but not repeat instrumental responses
Mook, D. M., Jeffrey, J., & Neuringer, A. J. (1993) · Behavioral and Neural Biology · doi:10.1016/0163-1047(93)90847-b · Cited by 67 · see citing works
Self-citationRESISTANCE TO CHANGE OF OPERANT VARIATION AND REPETITION
Doughty, A. H., & Lattal, K. A. (2001) · Journal of the Experimental Analysis of Behavior · doi:10.1901/jeab.2001.76-195 · Cited by 65 · see citing works
New Class of Antihypertensive Agents
Rubin, A. A., Roth, F. E., Winbury, M. M., et al. (1961) · Science · doi:10.1126/science.133.3470.2067-a · Cited by 64 · see citing works
EFFECTS OF ETHANOL ON REINFORCED VARIATIONS AND REPETITIONS BY RATS UNDER A MULTIPLE SCHEDULE
Cohen, L., Neuringer, A. J., & Rhodes, D. L. (1990) · Journal of the Experimental Analysis of Behavior · doi:10.1901/jeab.1990.54-1 · Cited by 63 · see citing works
Self-citationCognition, Creativity, and Behavior: Selected Essays
Epstein, R. (1996) · Medical Entomology and Zoology · Cited by 62 · see citing works
Promised Reward and Creativity: Effects of Prior Experience
Eisenberger, R., Haskins, F., & Gambleton, P. (1999) · Journal of Experimental Social Psychology · doi:10.1006/jesp.1999.1381 · Cited by 62 · see citing works
Skyrms, B., & Suppes, P. (1987) · The Philosophical Review · doi:10.2307/2185231 · Cited by 62 · see citing works
Random Number Generation, Psychopathology, and Therapeutic Change
Horne, R. L. (1982) · Archives of General Psychiatry · doi:10.1001/archpsyc.1982.04290060042008 · Cited by 61 · see citing works
Approximating Chaotic Behavior
Neuringer, A. J., & Voss, C. (1993) · Psychological Science · doi:10.1111/j.1467-9280.1993.tb00471.x · Cited by 58 · see citing works
Self-citationAge-Related Differences in Random Generation
der Linden, M. V., Beerten, A., & Pesenti, M. (1998) · Brain and Cognition · doi:10.1006/brcg.1997.0969 · Cited by 57 · see citing works
Freedom of Choice: A Behavioral Analysis
Catania, A. C. (1980) · The Psychology of learning and motivation/The psychology of learning and motivation · doi:10.1016/s0079-7421(08)60160-7 · Cited by 55 · see citing works
The probabilistic revolution: Vol. 2. Ideas in the sciences
Krüger, L., Gigerenzer, G., & Morgan, M. S. (1987) · Cited by 55 · see citing works
Reinforced variability and operant learning.
Neuringer, A. J., Deiss, C., & Olson, G. (2000) · Journal of Experimental Psychology Animal Behavior Processes · doi:10.1037/0097-7403.26.1.98 · Cited by 55 · see citing works
Self-citationEFFECTS OF REINFORCEMENT SCHEDULING ON SIMULTANEOUS DISCRIMINATION PERFORMANCE1
Nevin, J. A. (1967) · Journal of the Experimental Analysis of Behavior · doi:10.1901/jeab.1967.10-251 · Cited by 54 · see citing works
Behavioral variability as a function of response topography and reinforcement contingency
Morgan, L. K., & Neuringer, A. J. (1990) · Animal Learning & Behavior · doi:10.3758/bf03205284 · Cited by 53 · see citing works
Self-citationControl of vocal repertoire by reward in budgerigars (Melopsittacus undulatus).
Manabe, K., Staddon, J. E. R., & Cleaveland, J. M. (1997) · Journal of comparative psychology · doi:10.1037/0735-7036.111.1.50 · Cited by 52 · see citing works
Integrated learning for interactive synthetic characters
Blumberg, B. M., Downie, M., Ivanov, Y. A., et al. (2002) · ACM Transactions on Graphics · doi:10.1145/566654.566597 · Cited by 51 · see citing works
VARIABILITY OF RESPONSE LOCATION ON FIXED‐RATIO AND FIXED‐INTERVAL SCHEDULES OF REINFORCEMENT1
Boren, J. J., Moerschbaecher, J. M., & Whyte, A. A. (1978) · Journal of the Experimental Analysis of Behavior · doi:10.1901/jeab.1978.30-63 · Cited by 48 · see citing works
Stokes, P. D. (1995) · Animal Learning & Behavior · doi:10.3758/bf03199931 · Cited by 48 · see citing works
The Useless Made Useful: Play as Variability Training
Sutton‐Smith, B. (1975) · The School Review · doi:10.1086/443187 · Cited by 45 · see citing works
THE OPERANT CONDITIONING OF RESPONSE VARIABILITY: FREE‐OPERANT VERSUS DISCRETE‐RESPONSE PROCEDURES
Morris, C. J. (1987) · Journal of the Experimental Analysis of Behavior · doi:10.1901/jeab.1987.47-273 · Cited by 45 · see citing works
IN VITRO REINFORCEMENT OF HIPPOCAMPAL BURSTING: A SEARCH FOR SKINNER'S ATOMS OF BEHAVIOR
Stein, L., Xue, B. G., & Belluzzi, J. D. (1994) · Journal of the Experimental Analysis of Behavior · doi:10.1901/jeab.1994.61-155 · Cited by 44 · see citing works
CHOICE IN TRANSITION: A COMPARISON OF MELIORATION AND THE KINETIC MODEL
Myerson, J., & Hale, S. (1988) · Journal of the Experimental Analysis of Behavior · doi:10.1901/jeab.1988.49-291 · Cited by 44 · see citing works
Reinforcement Creates Behavioral Units
Schwartz, B. N. (1981) · Works - Scholarship, Research, & Creative Expression (Swarthmore College) · Cited by 43 · see citing works
Mook, D. M., & Neuringer, A. J. (1994) · Physiology & Behavior · doi:10.1016/0031-9384(94)90327-1 · Cited by 43 · see citing works
Self-citationReinforced variability decreases with approach to reinforcers.
Cherot, C., Jones, A., & Neuringer, A. J. (1996) · Journal of Experimental Psychology Animal Behavior Processes · doi:10.1037//0097-7403.22.4.497 · Cited by 43 · see citing works
Self-citationWeiss, R. L. (1964) · Psychological Reports · doi:10.2466/pr0.1964.14.3.931 · Cited by 42 · see citing works
Is instrumental variability abnormally high in children exhibiting ADHD and aggressive behavior?
Saldana, L., & Neuringer, A. J. (1998) · Behavioural Brain Research · doi:10.1016/s0166-4328(97)00169-1 · Cited by 42 · see citing works
Self-citationLearning variable and stereotypical sequences of responses: Some data and a new model
Machado, A. (1993) · Behavioural Processes · doi:10.1016/0376-6357(93)90002-9 · Cited by 42 · see citing works
Using revealed operants to study the structure and properties of human operant behavior
Mechner, F., Hyten, C., Field, D. P., et al. (1997) · The Psychological Record · doi:10.1007/bf03395212 · Cited by 41 · see citing works
Reinforcement of variations and repetitions along three independent response dimensions
Ross, C., & Neuringer, A. J. (2002) · Behavioural Processes · doi:10.1016/s0376-6357(02)00014-1 · Cited by 40 · see citing works
Self-citationAcquisition and extinction under periodic reinforcement
Machado, A. D., & Çevik, M. Ö. (1998) · Behavioural Processes · doi:10.1016/s0376-6357(98)00052-7 · Cited by 40 · see citing works
Modifying behavioral variability in moderately depressed students
Hopkinson, J., & Neuringer, A. (2003) · Behavior Modification · doi:10.1177/0145445503251605 · Cited by 39 · see citing works
Self-citationGiftedness and Flexibility on a Mathematical Set-Breaking Task
Dover, A., & Shore, B. M. (1991) · Gifted Child Quarterly · doi:10.1177/001698629103500209 · Cited by 38 · see citing works
Effects of alcohol on reinforced repetitions and reinforced variations in rats
McElroy, E., & Neuringer, A. J. (1990) · Psychopharmacology · doi:10.1007/bf02245743 · Cited by 38 · see citing works
Self-citationConditioning Response Variability
SCHOENFELD, W. N., Harris, A. H., & Farmer, J. (1966) · Psychological Reports · doi:10.2466/pr0.1966.19.2.551 · Cited by 38 · see citing works
Evans, F. J., & Graham, C. (1980) · Bulletin of the Psychonomic Society · doi:10.3758/bf03334568 · Cited by 37 · see citing works
EFFECTS OF FIXED AND VARIABLE RATIOS ON HUMAN BEHAVIORAL VARIABILITY
Tatham, T. A., Wanchisen, B. A., & Hineline, P. N. (1993) · Journal of the Experimental Analysis of Behavior · doi:10.1901/jeab.1993.59-349 · Cited by 36 · see citing works
Mullins, M., & Rincover, A. (1985) · Journal of Experimental Child Psychology · doi:10.1016/0022-0965(85)90095-5 · Cited by 35 · see citing works
The determinants of random choice
Bryant, D., & Church, R. M. (1974) · Animal Learning & Behavior · doi:10.3758/bf03199188 · Cited by 34 · see citing works
Mock, O. (1967) · PubMed · Cited by 34 · see citing works
Effects of different acquisition procedures on response variability
Stokes, P. D., Mechner, F., & Balsam, P. D. (1999) · Animal Learning & Behavior · doi:10.3758/bf03199429 · Cited by 33 · see citing works
Reinforced variability decreases with approach to reinforcers.
Cherot, C., Jones, A., & Neuringer, A. J. (1996) · Journal of Experimental Psychology Animal Behavior Processes · doi:10.1037/0097-7403.22.4.497 · Cited by 33 · see citing works
Self-citationSEQUENTIAL DEPENDENCIES OF THE LENGTHS OF CONSECUTIVE RESPONSE RUNS1
Mechner, F. (1958) · Journal of the Experimental Analysis of Behavior · doi:10.1901/jeab.1958.1-229 · Cited by 32 · see citing works
Balsam, P. D., Deich, J. D., Ohyama, T., et al. (1998) · Cited by 32 · see citing works
REINFORCEMENT OF LEAST‐FREQUENT SEQUENCES OF CHOICES1
Shimp, C. P. (1967) · Journal of the Experimental Analysis of Behavior · doi:10.1901/jeab.1967.10-57 · Cited by 31 · see citing works
An optimal period for setting sustained variability levels
Stokes, P. D., & Balsam, P. D. (2001) · Psychonomic Bulletin & Review · doi:10.3758/bf03196155 · Cited by 31 · see citing works
ATTEMPTS TO INFLUENCE PERFORMANCE ON AN INSIGHT PROBLEM
Duncan, C. P. (1961) · Psychological Reports · doi:10.2466/pr0.1961.9.1.35 · Cited by 30 · see citing works
Reinforced variability in rats: Effects of gender, age and contingency
Neuringer, A. J., & Huntley, R. W. (1992) · Physiology & Behavior · doi:10.1016/0031-9384(92)90216-o · Cited by 29 · see citing works
Self-citation“Variables that Influence Random-Generation”: An Alternative Hypothesis
Weiss, R. L. (1965) · Perceptual and Motor Skills · doi:10.2466/pms.1965.20.1.307 · Cited by 25 · see citing works
(2020) · Springer eBooks · doi:10.1007/978-3-030-39903-0_301684 · Cited by 24 · see citing works
The Training of Creativity as an Operant and an Examination of Its Generalization Characteristics
Holman, J., Goetz, E. M., & Baer, D. M. (2020) · Routledge eBooks · doi:10.4324/9781003046110-30 · Cited by 23 · see citing works
SKINNER: FROM DETERMINISM TO RANDOM VARIATION
Moxley, R. A. (1997) · Behavior and philosophy · Cited by 22 · see citing works
Rhinehart, L. (1971) · Medical Entomology and Zoology · Cited by 21 · see citing works
Survival of the fittest probabilist: Brunswik, Thurstone, and the two disciplines of psychology
Gigerenzer, G. (1987) · Max Planck Digital Library · Cited by 20 · see citing works
LEARNING AND PRACTICING SKILLED PERFORMANCE
Mechner, F. (2010) · Cited by 19 · see citing works
Spontaneous Behavior: Inferences from Neuroscience
Devenport, L. D. (1983) · Advances in psychology · doi:10.1016/s0166-4115(08)61795-1 · Cited by 19 · see citing works
NON‐SPATIAL DELAYED ALTERNATION BY THE PIGEON1
Williams, B. A. (1971) · Journal of the Experimental Analysis of Behavior · doi:10.1901/jeab.1971.16-15 · Cited by 18 · see citing works
GROUP BEHAVIOR OF RATS UNDER SCHEDULES OF REINFORCEMENT1
Grott, R., & Neuringer, A. J. (1974) · Journal of the Experimental Analysis of Behavior · doi:10.1901/jeab.1974.22-311 · Cited by 17 · see citing works
Self-citationEfeitos da História de Reforçamento Sobre a Variabilidade Comportamental
Hunziker, M. H. L., Caramori, F. C., da Silva, A. P., et al. (2012) · Psicologia Teoria e Pesquisa · Cited by 17 · see citing works
Roberts, S., & Neuringer, A. J. (1998) · Springer eBooks · doi:10.1007/978-1-4899-1947-2_19 · Cited by 17 · see citing works
Self-citationAutism and Pervasive Developmental Disorders
Hertzig, M. E., & Shapiro, T. (1990) · Springer eBooks · doi:10.1007/978-1-4615-7142-1_29 · Cited by 16 · see citing works
Operant conditioning of response variability in male and female Wistar rats
van Hest, A., van Haaren, F., & van de Poll, N. E. (1989) · Physiology & Behavior · doi:10.1016/0031-9384(89)90072-3 · Cited by 16 · see citing works
Comparing choices and variations in people and rats: Two teaching experiments
Neuringer, A. J., Deiss, C., & Imig, S. R. (2000) · Behavior Research Methods, Instruments, & Computers · doi:10.3758/bf03200809 · Cited by 15 · see citing works
Self-citationBehavioral change as a result of experience: toward principles of learning and development
Balsam, P. D., & Silver, R. (1994) · Cambridge University Press eBooks · doi:10.1017/cbo9780511565120.016 · Cited by 15 · see citing works
The Experimental Synthesis of Behavior: Reinforcement, Behavioral Stereotypy, and Problem Solving
Schwartz, B. N. (1988) · The Psychology of learning and motivation/The psychology of learning and motivation · doi:10.1016/s0079-7421(08)60039-0 · Cited by 14 · see citing works
Depression and Problem-Solving Performance on a Fault-Diagnosis Task
Channon, S., & BAKER, J. E. (1996) · Applied Cognitive Psychology · doi:10.1002/(sici)1099-0720(199608)10:4 · Cited by 14 · see citing works
Variabilidade comportamental produzida por dois esquemas de reforçamento
Barba, L. D. S., & Hunziker, L. (2002) · Acta comportamentalia. · doi:10.32870/ac.v10i1.14619 · Cited by 13 · see citing works
EFFECTS ON DEPRIVATION AND REINFORCEMENT‐MAGNITUDE OF RESPONSE VARIABILITY1
Carlton, P. L. (1962) · Journal of the Experimental Analysis of Behavior · doi:10.1901/jeab.1962.5-481 · Cited by 13 · see citing works
Have Subjects Been Shown to Generate Chaotic Numbers? Commentary on Neuringer and Voss
Metzger, M. A. (1994) · Psychological Science · doi:10.1111/j.1467-9280.1994.tb00641.x · Cited by 13 · see citing works
Flagged first, then by citations
Research works printed but not linked: 18
- Arnesen, E. M. (2000). Reinforcement of object manipulation in- creases discovery. Unpublished undergraduate thesis, Reed College.
- Boden, M. A. (1994). What is creativity? In M. A. Boden (Ed.), Dimen- sions of creativity (pp. 75-117). Cambridge, MA: MIT Press.
- Boren, J. J., Moerschbaecher, J. M., & Whyte, A. A. (1978). Vari- ability of response location on fixed-ratio and fixed-interval sched- ules of reinforcement. Journal of the Experimental Analysis of Be- havior, 30, 65-67.
- Burns, J. (1997). Training changing triangles: A new paradigm for ex- amining behavioral variability in multiple dimensions. Unpublished undergraduate thesis, Reed College.
- Dember, W. N., & Richman, C. L. (1989). Spontaneousalternation be- havior. New York: Springer-Verlag.
- Driver, P. M., & Humphries, D. A. (1988). Protean behavior: The bi- ology of unpredictability. Oxford: Oxford University Press.
- Eckerman, D. A., & Lanson, R. N. (1969). Variability of response lo- cation for pigeons responding under continuous reinforcement, in- termittent reinforcement and extinction. Journal of the Experimental Analysis of Behavior, 12, 73-80.
- Killeen, P. (1981). Incentive theory. In D. J. Bernstein (Ed.), Nebraska symposium on motivation, 1981: Response structure and organiza- tion (pp. 169-216). Lincoln: University of Nebraska Press.
- Langer, E. (1989). Mindfulness. Reading, MA: Addison-Wesley.
- Lee, R., McComas, J. J., & Jawor, J. (in press). The effects of differ- ential reinforcement on varied verbal responding by individuals with autism to social questions. Journal of Applied Behavioral Analysis.
- Mechner, F. (1958). Sequential dependencies of the lengths of con- secutive response runs. Journal of the Experimental Analysis of Be- havior, 1, 229-233.
- Nevin, J. A. (1967). Effects of reinforcement scheduling on simultane- ous discrimination performance. Journal of the Experimental Analy- sis of Behavior, 10, 251-260.
- Peterson, I. (1997). The jungle of randomness: A mathematical safari. New York: Wiley.
- Roots, C. (2000). A spoonful of fish food helps the repetition go down: Reinforcing variability in Betta splendens. Unpublished undergradu- ate thesis, Reed College.
- Schwartz, B. (1982). Failure to produce variability with reinforce- ment. Journal of the Experimental Analysis of Behavior, 37, 171-181.
- Stephens, D. W., & Krebs, J. R. (1986). Foraging theory. Princeton, NJ: Princeton University Press.
- Wells, M. (1999). Teaching an old rat new tricks: The effects of age on behavioral variability. Unpublished undergraduate thesis, Reed Col- lege.
- Wilson, N. (1986). Standards for deviation: Tools for reinforcing vari- ability. Unpublished undergraduate thesis, Reed College.
Cited by
Sorted by citations
Spruit, M. A., Singh, S. J., Garvey, C., ZuWallack, R., Nici, L., Rochester, C., Hill, K., Holland, A. E., Lareau, S. C., Man, W. D.-C., et al. (2013) · American Journal of Respiratory and Critical Care Medicine · doi:10.1164/rccm.201309-1634st · Cited by 3,938 · see citing works
sagvolden, T., johansen, E. B., aase, H., & russell, V. A. (2005) · Behavioral and Brain Sciences · doi:10.1017/s0140525x05000075 · Cited by 1,035 · see citing works
DYNAMIC RESPONSE-BY-RESPONSE MODELS OF MATCHING BEHAVIOR IN RHESUS MONKEYS
Lau, B., & Glimcher, P. W. (2005) · Journal of the Experimental Analysis of Behavior · doi:10.1901/jeab.2005.110-04 · Cited by 485 · see citing works
Indeterminacy in brain and behavior
Glimcher, P. W. (2005) · Annual Review of Psychology · doi:10.1146/annurev.psych.55.090902.141429 · Cited by 206 · see citing works
The role of cognition in classical and operant conditioning
Kirsch, I., Lynn, S. J., Vigorito, M., & Miller, R. R. (2004) · Journal of Clinical Psychology · doi:10.1002/jclp.10251 · Cited by 192 · see citing works
Aase, H., & Sagvolden, T. (2006) · Journal of Child Psychology and Psychiatry · doi:10.1111/j.1469-7610.2005.01468.x · Cited by 92 · see citing works
Curiosity: primate neural circuits for novelty and information seeking
Monosov, I. E. (2024) · Nature Reviews Neuroscience · doi:10.1038/s41583-023-00784-9 · Cited by 44 · see citing works
- Authors
- Neuringer, A.
- Affiliations
- Reed College (US)
- Corresponding author
- Neuringer, Allen
- Venue
- Psychonomic Bulletin & Review
- Published
- 2002-12
- Volume
- 9
- Issue
- 4
- Pages
- 672-705
- ISSN
- 1069-9384 (ISSN-L)
- 1531-5320
- OpenAlex
- W2145998391
- Cited by
- 272
- References
- 208
- Citations by year
- 2026: 6 · 2025: 7 · 2024: 5 · 2023: 11 · 2022: 12 · 2021: 8 · 2020: 22 · 2019: 12 · 2018: 13 · 2017: 14 · 2016: 15 · 2015: 15 · 2014: 14 · 2013: 25 · 2012: 21
- FWCI
- 1.65
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- www.springer.com/tdm (tdm)
- Locations
- Psychonomic Bulletin & Review (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Science Foundation
- Reed College
- Topics
- Social Sciences › Psychology › Developmental and Educational Psychology › Behavioral and Psychological Studies
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neurotransmitter Receptor Influence on Behavior
- Keywords
- behavioral variability, discriminative stimulus, reinforcement contingencies, reinforcement schedules, reinforcement frequency, operant behavior, learning, exploration, problem solving, autism spectrum disorder, depression, attention deficit hyperactivity disorder, voluntary action
- MeSH terms
- Analysis of Variance, Animals, Association Learning, Awareness, Behavior Therapy, Conditioning, Operant, Humans, Motivation, Reinforcement Schedule, Species Specificity
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review