Behavioral Development and Construct Validity: The Principle of Aggregation
Abstract
Many important variables in behavioral development are presumed to be unrelated because of repeated failures to obtain substantial correlations. In this article, we explore the possibility that such null findings have often been due to failures to aggregate. The principle of aggregation states that the sum of a set of multiple measurements is a more stable and representative estimator than any single measurement. This greater representation occurs because there is inevitably some error associated with measurement. By combining numerous exemplars, such errors of measurement are averaged out, leaving a clearer view of underlying relationships. We illustrate the usefulness of this principle in 12 major areas of developmental research in which the issue of negligible correlations figures prominently: (a) the validity of judges' ratings, (b) the cross-situational consistency of moral character and personality, (c) the longitudinal stability of personality, (d) the coherence of stages of cognitive development, (e) metacognition, (f) the attitude—behavior relationship, (g) the personality—behavior relationship, (h) the role-taking/altruism relationship, (i) the moral-judgment/altruism relationship, (j) the legitimacy of the construct of attachment, (k) the existence of sex differences, and (1) the assessment of emotionality in animals. In a final section, we also discuss the implications of the principle of aggregation for conducting experimental research.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
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?
Aggregating predictions from the utterance to the classroom level increases reliability due to the principle of aggregation.
“which increases reliability due to the principle of aggregation (see Rushton et al., 1983)”
From A Feasibility and Implementation Integrity Study of the Community Builder (CoBi): An AI-based Collaboration Support System in K-12 Classrooms (2025) · cites this paper as Rushton et al., 1983
Cites
Kytle, J., & Bandura, A. (1978) · Contemporary Sociology · doi:10.2307/2065952 · Cited by 25,422 · see citing works
Convergent and discriminant validation by the multitrait-multimethod matrix.
Campbell, D. T., & Fiske, D. W. (1959) · Psychological Bulletin · doi:10.1037/h0046016 · Cited by 17,116 · see citing works
Rozeboom, W. W., Lord, F. M., Novick, M. R., & Birnbaum, A. (1969) · American Educational Research Journal · doi:10.2307/1162101 · Cited by 8,012 · see citing works
The psychology of sex differences
Maccoby, E. E. (1975) · Behavior Therapy · doi:10.1016/s0005-7894(75)80031-1 · Cited by 5,714 · see citing works
Principles of behavior modification
Bandura, A. (1969) · Medical Entomology and Zoology · Cited by 4,631 · see citing works
Gray, J. A. (1982) · Behavioral and Brain Sciences · doi:10.1017/s0140525x00013066 · Cited by 4,477 · see citing works
The Moral Judgment Of The Child
Piaget, J. (2013) · Routledge eBooks · doi:10.4324/9781315009681 · Cited by 4,409 · see citing works
Madison, P., & Mischel, W. (1968) · The American Journal of Psychology · doi:10.2307/1421067 · Cited by 4,395 · see citing works
Aggression: A Social Learning Analysis
Bandura, A. (1973) · Stanford Law Review · doi:10.2307/1227918 · Cited by 4,302 · see citing works
Toward a cognitive social learning reconceptualization of personality
Mischel, W. (1973) · Psychological Review · doi:10.1037/h0035002 · Cited by 3,181 · see citing works
The psychology of fear and stress
(1988) · Choice Reviews Online · doi:10.5860/choice.26-2399 · Cited by 3,134 · see citing works
The two disciplines of scientific psychology.
Cronbach, L. J. (1957) · American Psychologist · doi:10.1037/h0043943 · Cited by 2,545 · see citing works
Emotion: A Psychoevolutionary Synthesis
Camras, L. A., & Plutchik, R. (1980) · The American Journal of Psychology · doi:10.2307/1422394 · Cited by 2,500 · see citing works
The developmental psychology of Jean Piaget.
Flavell, J. H. (1963) · D Van Nostrand eBooks · doi:10.1037/11449-000 · Cited by 2,389 · see citing works
Gulliksen, H. O. (1950) · John Wiley & Sons, Inc. eBooks · doi:10.1037/13240-000 · Cited by 2,184 · see citing works
Meta-analysis of psychotherapy outcome studies.
Smith, M. L., & Glass, G. V. (1977) · American Psychologist · doi:10.1037/0003-066x.32.9.752 · Cited by 2,154 · see citing works
Progress of Veterinary Science.
Jackson, D. N. (1882) · PubMed Central · Cited by 1,971 · see citing works
Bridging moral cognition and moral action: A critical review of the literature.
Blasi, A. (1980) · Psychological Bulletin · doi:10.1037/0033-2909.88.1.1 · Cited by 1,500 · see citing works
The stability of behavior: I. On predicting most of the people much of the time.
Epstein, S. (1979) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.37.7.1097 · Cited by 1,468 · see citing works
The Q-sort method in personality assessment and psychiatric research.
Block, J. (1961) · Charles C Thomas Publisher eBooks · doi:10.1037/13141-000 · Cited by 1,395 · see citing works
Attitudes towards objects as predictors of single and multiple behavioral criteria.
Fishbein, M., & Ajzen, I. (1974) · Psychological Review · doi:10.1037/h0035872 · Cited by 1,350 · see citing works
The structure of human personality
Eysenck, H. J. (1953) · Medical Entomology and Zoology · Cited by 1,326 · see citing works
CORRELATION CALCULATED FROM FAULTY DATA
Spearman, C. (1910) · British Journal of Psychology 1904-1920 · doi:10.1111/j.2044-8295.1910.tb00206.x · Cited by 1,192 · see citing works
Matas, L., Arend, R. A., & Sroufe, L. A. (1978) · Child Development · doi:10.2307/1128221 · Cited by 1,143 · see citing works
Gender effects in decoding nonverbal cues.
Hall, J. A. (1978) · Psychological Bulletin · doi:10.1037/0033-2909.85.4.845 · Cited by 1,142 · see citing works
Consequences of prejudice against the null hypothesis.
Greenwald, A. G. (1975) · Psychological Bulletin · doi:10.1037/h0076157 · Cited by 1,022 · cited 1× · see citing works
“The nongeneralizability of experimental findings to similar situations and, sometimes, their nonreplicability have been sources of concern (Greenwald, 1975).”
BackgroundEysenck, H. J. (1981) · Springer eBooks · doi:10.1007/978-3-642-67783-0 · Cited by 1,004 · see citing works
Toward a general psychobiological theory of emotions
Panksepp, J. (1982) · Behavioral and Brain Sciences · doi:10.1017/s0140525x00012759 · Cited by 999 · see citing works
Perspectives on the Development of Memory and Cognition
Kail, R. V., & Hagen, J. W. (1977) · Medical Entomology and Zoology · Cited by 927 · see citing works
Combining results of independent studies.
Rosenthal, R. (1978) · Psychological Bulletin · doi:10.1037/0033-2909.85.1.185 · Cited by 910 · see citing works
Block, J. H. (1987) · Harvard Dataverse · doi:10.7910/dvn/8wg8xd · Cited by 863 · see citing works
Sex differences in empathy and related behaviors.
Hoffman, M. L. (1977) · Psychological Bulletin · doi:10.1037/0033-2909.84.4.712 · Cited by 755 · see citing works
The stability of behavior: II. Implications for psychological research.
Epstein, S. J. (1980) · American Psychologist · doi:10.1037/0003-066x.35.9.790 · Cited by 744 · see citing works
Studies in the Nature of Character.
Borgeson, F. C., Hartshorne, H., May, M. A., Maller, J. B., & Shuttleworth, F. K. (1930) · Journal of Educational Sociology · doi:10.2307/2960812 · Cited by 693 · see citing works
Crockenberg, S. B. (1981) · Child Development · doi:10.1111/j.1467-8624.1981.tb03124.x · Cited by 634 · see citing works
Moore, J. E., & Clausen, J. A. (1969) · American Sociological Review · doi:10.2307/2092350 · Cited by 624 · see citing works
Beyond déjà vu in the search for cross-situational consistency.
Mischel, W., & Peake, P. K. (1982) · Psychological Review · doi:10.1037/0033-295x.89.6.730 · Cited by 617 · see citing works
Attachment, Positive Affect, and Competence in the Peer Group: Two Studies in Construct Validation
Waters, E., Wippman, J., & Sroufe, L. A. (1979) · Child Development · doi:10.1111/j.1467-8624.1979.tb02431.x · Cited by 595 · see citing works
Perspective-taking and altruism.
Underwood, B., & Moore, B. S. (1982) · Psychological Bulletin · doi:10.1037/0033-2909.91.1.143 · Cited by 544 · see citing works
The stage question in cognitive-developmental theory
Brainerd, C. J. (1978) · Behavioral and Brain Sciences · doi:10.1017/s0140525x00073842 · Cited by 516 · see citing works
Self-citationAn Interview Study of Children's Knowledge about Memory
Kreutzer, M. A., Leonard, C., Flavell, J. H., & Hagen, J. W. (1975) · Monographs of the Society for Research in Child Development · doi:10.2307/1165955 · Cited by 514 · see citing works
Arend, R., Gove, F. L., & Sroufe, L. A. (1979) · Child Development · doi:10.1111/j.1467-8624.1979.tb02454.x · Cited by 487 · see citing works
An exercise in mega-silliness.
Eysenck, H. J. (1978) · American Psychologist · doi:10.1037/0003-066x.33.5.517.a · Cited by 466 · see citing works
Attachment and Early Maltreatment
Egeland, B. R., & Sroufe, L. A. (1981) · Child Development · doi:10.2307/1129213 · Cited by 440 · see citing works
Cooper, H. M. (1979) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.37.1.131 · Cited by 413 · see citing works
Constancy and Change in Human Development.
Schooler, C., Brim, O. G., & Kagan, J. (1982) · Contemporary Sociology A Journal of Reviews · doi:10.2307/2067080 · Cited by 402 · see citing works
Personality: Structure And Assessment
Wiggins, J. S., & Pincus, A. L. (1992) · Annual Review of Psychology · doi:10.1146/annurev.ps.43.020192.002353 · Cited by 389 · see citing works
Piaget's theory of intelligence
Brainerd, C. J. (1978) · Cited by 384 · see citing works
Self-citationJones, N. B., & Ambrose, A. (1970) · Man · doi:10.2307/2799173 · Cited by 383 · see citing works
The Reliability and Stability of Individual Differences in Infant-Mother Attachment
Waters, E. (1978) · Child Development · doi:10.2307/1128714 · Cited by 373 · see citing works
Kenrick, D. T., & Stringfield, D. O. (1980) · Psychological Review · doi:10.1037/0033-295x.87.1.88 · Cited by 328 · see citing works
H., A. B., Hartshorne, H., & May, M. A. (1929) · Journal Of The Royal Statistical Society · doi:10.2307/2341443 · Cited by 308 · see citing works
How and How Much Can Intelligence Be Increased
Detterman, D. K., & Sternberg, R. J. (1982) · Medical Entomology and Zoology · Cited by 307 · see citing works
Annals of Theoretical Psychology
Mos, L. P. (1986) · Springer eBooks · doi:10.1007/978-1-4615-6453-9 · Cited by 258 · see citing works
Altruism, Socialization and Society.
Neal, M. A., & Rushton, J. P. (1982) · Contemporary Sociology A Journal of Reviews · doi:10.2307/2068841 · Cited by 228 · see citing works
Self-citationValidity comparison of behavior counts and ratings by knowledgeable informants.
Moskowitz, D. S., & Schwarz, J. C. (1982) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.42.3.518 · Cited by 192 · see citing works
Generality of honesty reconsidered.
Burton, R. V. (1963) · Psychological Review · doi:10.1037/h0047594 · Cited by 168 · see citing works
Studies in the nature of character, Vol. 3: Studies in the organization of character.
Hartshorne, H., May, M. A., & Shuttleworth, F. K. (1930) · MacMillan Co eBooks · doi:10.1037/13357-000 · Cited by 157 · see citing works
Vaughn, B. E., Gove, F. L., & Egeland, B. R. (1980) · Child Development · doi:10.2307/1129562 · Cited by 142 · see citing works
Further explorations in personality
Rabin, A. I. (1981) · Wiley eBooks · Cited by 142 · see citing works
Clinical and statistical prediction
Wiggins, J. S. (1981) · Clinical Psychology Review · doi:10.1016/0272-7358(81)90015-5 · Cited by 134 · see citing works
Present and Past in Middle Life
Brown, S. R., Eichorn, D. H., Clausen, J. A., Haan, N., Honzik, M. P., & Mussen, P. H. (1983) · Political Psychology · doi:10.2307/3791073 · Cited by 134 · see citing works
Waters, E., Vaughn, B. E., & Egeland, B. R. (1980) · Child Development · doi:10.2307/1129608 · Cited by 129 · see citing works
Group Judgments in the Field of Lifted Weights.
Gordon, K. (1924) · Journal of Experimental Psychology · doi:10.1037/h0065015 · Cited by 126 · see citing works
Critical periods in the organization of systems
Scott, J. G., Stewart, J. M., & Ghett, V. J. D. (1974) · Developmental Psychobiology · doi:10.1002/dev.420070602 · Cited by 120 · see citing works
Studies in the Organization of Character
Kirkpatrick, E. A., Hartshorne, H., May, M. A., & Shuttleworth, F. K. (1932) · The American Journal of Psychology · doi:10.2307/1414998 · Cited by 117 · see citing works
Personality, research creativity, and teaching effectiveness in university professors
Rushton, J. P., Murray, H. G., & Paunonen, S. V. (1983) · Scientometrics · doi:10.1007/bf02072856 · Cited by 115 · see citing works
Self-citationHartshorne, H., May, M. A., & Inquiry, C. E. (1930) · MacMillan Co eBooks · doi:10.1037/13386-000 · Cited by 114 · see citing works
Predicting social behavior from personality traits
Jaccard, J. J. (1974) · Journal of Research in Personality · doi:10.1016/0092-6566(74)90057-9 · Cited by 110 · see citing works
Preterm Infant Interaction with the Caregiver in the First Year of Life and Competence at Age Two
Cohen, S. E., & Beckwith, L. (1979) · Child Development · doi:10.1111/j.1467-8624.1979.tb02426.x · Cited by 109 · see citing works
Traits, tests, and personality research.
Hogan, R. T., DeSoto, C. B., & Solano, C. H. (1977) · American Psychologist · doi:10.1037//0003-066x.32.4.255 · Cited by 104 · see citing works
The construct validity of egocentrism.
Ford, M. E. (1979) · Psychological Bulletin · doi:10.1037/0033-2909.86.6.1169 · Cited by 104 · see citing works
The Development of Quantitative Thinking: A Systematic Replication of Piaget's Studies
Elkind, D. (1961) · The Journal of Genetic Psychology · doi:10.1080/00221325.1961.10534349 · Cited by 97 · see citing works
Attachment to Substitute Caregivers as a Function of Center Quality and Caregiver Involvement
Anderson, C. W., Nagle, R. J., Roberts, W. A., & Smith, J. W. (1981) · Child Development · doi:10.1111/j.1467-8624.1981.tb03016.x · Cited by 97 · see citing works
Epstein, S. J., & Fenz, W. D. (1965) · Journal of Experimental Psychology · doi:10.1037/h0021990 · Cited by 95 · see citing works
Searching for metamemory-memory connections: A developmental study.
Cavanaugh, J. C., & Borkowski, J. G. (1980) · Developmental Psychology · doi:10.1037//0012-1649.16.5.441 · Cited by 88 · see citing works
The study of human infant attachment: A procedural critique.
Masters, J. C., & Wellman, H. M. (1974) · Psychological Bulletin · doi:10.1037/h0036184 · Cited by 87 · see citing works
Social Role-Taking: A Review of the Constructs, Measures, and Measurement Properties
Enright, R. D., & Lapsley, D. K. (1980) · Review of Educational Research · doi:10.3102/00346543050004647 · Cited by 86 · see citing works
Green, B. F. (1978) · American Psychologist · doi:10.1037/0003-066x.33.7.664 · Cited by 78 · see citing works
Personality: Nomothetic or idiographic? A response to Kenrick and Stringfield.
Rushton, J. P., Jackson, D. N., & Paunonen, S. V. (1981) · Psychological Review · doi:10.1037//0033-295x.88.6.582 · Cited by 77 · see citing works
Self-citationPrescription for reduction of aggression.
Eron, L. D. (1980) · American Psychologist · doi:10.1037//0003-066x.35.3.244 · Cited by 75 · see citing works
Cognitive development and concept learning: An interpretative review.
Brainerd, C. J. (1977) · Psychological Bulletin · doi:10.1037//0033-2909.84.5.919 · Cited by 74 · see citing works
Self-citationPiaget, J. (1951) · Cited by 66 · see citing works
Salatas, H., & Flavell, J. H. (1976) · Child Development · doi:10.1111/j.1467-8624.1976.tb03395.x · Cited by 64 · see citing works
Training strategic study time apportionment in educable retarded children
Brown, A. L., & Campione, J. C. (1977) · Intelligence · doi:10.1016/0160-2896(77)90029-0 · Cited by 58 · see citing works
Role Taking in Childhood: Some Methodological Considerations
Rubin, K. H. (1978) · Child Development · doi:10.1111/j.1467-8624.1978.tb02332.x · Cited by 57 · see citing works
Children's understanding of number concepts: Characteristics of an individual and of a group test.
Dodwell, P. C. (1961) · Canadian Journal of Psychology/Revue Canadienne de Psychologie · doi:10.1037/h0083202 · Cited by 57 · see citing works
Response Criteria in Concept Development Research
Brainerd, C. J. (1977) · Child Development · doi:10.1111/j.1467-8624.1977.tb01172.x · Cited by 54 · see citing works
Self-citationThe validity of judgments as a function of the number of judges.
Eysenck, H. J. (1939) · Journal of Experimental Psychology · doi:10.1037/h0058754 · Cited by 45 · see citing works
General and Specific Factors in Character
Maller, J. B. (1934) · The Journal of Social Psychology · doi:10.1080/00224545.1934.9921587 · Cited by 39 · see citing works
On the reliability and validity of children’s metamemory
Kurtz‐Costes, B., Reid, M. K., Borkowski, J. G., & Cavanaugh, J. C. (1982) · Bulletin of the Psychonomic Society · doi:10.3758/bf03330211 · Cited by 36 · see citing works
A longitudinal analysis of logical reasoning relationships: Conservation and transitive inference.
Hooper, F. H., Toniolo, T. A., & Sipple, T. S. (1978) · Developmental Psychology · doi:10.1037//0012-1649.14.6.674 · Cited by 36 · see citing works
Relations among Memory, Memory Appraisal, and Memory Strategies
Kelly, M. L., Scholnick, E. K., Travers, S. H., & Johnson, J. W. (1976) · Child Development · doi:10.1111/j.1467-8624.1976.tb02228.x · Cited by 29 · see citing works
Interdependence of Inhelder and Piaget's model of logical thinking.
Berzonsky, M. D. (1971) · Developmental Psychology · doi:10.1037/h0030961 · Cited by 27 · see citing works
Piaget, J. (1942) · J. Vrin eBooks · Cited by 25 · see citing works
Person by situation interactions in academic achievement1
Rushton, J. P., & Endler, N. S. (1977) · Journal of Personality · doi:10.1111/j.1467-6494.1977.tb00153.x · Cited by 11 · see citing works
Self-citationTRAITS, BEHAVIORAL SYSTEMS, AND RELATIONSHIPS: THREE MODELS OF INFANT-ADULT ATTACHMENT
Waters, E. (1981) · Cited by 10 · see citing works
Does introspection have a role in brain-behavior research?
Vanderwolf, C. H., & Goodale, M. (1982) · Behavioral and Brain Sciences · doi:10.1017/s0140525x00013030 · Cited by 1 · see citing works
Flagged first, then by citations
2 of the 100 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Using Self-Report Assessment Methods to Explore Facets of Mindfulness
Baer, R. A., Smith, G. T., Hopkins, J., Krietemeyer, J., & Toney, L. (2006) · Assessment · doi:10.1177/1073191105283504 · Cited by 7,511 · see citing works
To parcel or not to parcel: Exploring the question, weighing the merits
Little, T. D., Cunningham, W. A., Shahar, G., & Widaman, K. F. (2002) · Structural Equation Modeling: A Multidisciplinary Journal · doi:10.1207/s15328007sem0902_1 · Cited by 6,552 · see citing works
Validation of the five-factor model of personality across instruments and observers.
McCrae, R. R., & Costa, P. T. (1987) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.52.1.81 · Cited by 6,404 · see citing works
The processing-speed theory of adult age differences in cognition
Salthouse, T. A. (1996) · Psychological Review · doi:10.1037/0033-295x.103.3.403 · Cited by 5,568 · see citing works
A TYPOLOGY OF DEVIANT WORKPLACE BEHAVIORS: A MULTIDIMENSIONAL SCALING STUDY.
Robinson, S. L., & BENNETT, R. J. (1995) · Academy of Management Journal · doi:10.2307/256693 · Cited by 3,402 · see citing works
Baer, R. A., Smith, G. T., Lykins, E., Button, D., Krietemeyer, J., Sauer, S., Walsh, E., Duggan, D., & Williams, J. M. G. (2008) · Assessment · doi:10.1177/1073191107313003 · Cited by 2,930 · see citing works
The relation of empathy to prosocial and related behaviors
Eisenberg, N., & Miller, P. A. (1987) · Psychological Bulletin · doi:10.1037/0033-2909.101.1.91 · Cited by 2,672 · see citing works
Violating the psychological contract: Not the exception but the norm
Robinson, S. L., & Rousseau, D. M. (1994) · Journal of Organizational Behavior · doi:10.1002/job.4030150306 · Cited by 2,502 · see citing works
Content validity in psychological assessment: A functional approach to concepts and methods.
Haynes, S. N., Richard, D. C. S., & Kubany, E. S. (1995) · Psychological Assessment · doi:10.1037//1040-3590.7.3.238 · Cited by 2,387 · see citing works
Individual Differences in Inhibitory Control and Children's Theory of Mind
Carlson, S. M., & Moses, L. J. (2001) · Child Development · doi:10.1111/1467-8624.00333 · Cited by 2,072 · see citing works
Why the items versus parcels controversy needn’t be one.
Little, T. D., Rhemtulla, M., Gibson, K., & Schoemann, A. M. (2013) · Psychological Methods · doi:10.1037/a0033266 · Cited by 1,603 · see citing works
Ajzen, I. (1987) · Advances in Experimental Social Psychology · doi:10.1016/s0065-2601(08)60411-6 · Cited by 1,534 · see citing works
Kyriakidis, M., Happee, R., & de Winter, J. C. F. (2015) · Transportation Research Part F: Traffic Psychology and Behaviour · doi:10.1016/j.trf.2015.04.014 · Cited by 1,383 · see citing works
Newcomb, A. F., Bukowski, W. M., & Pattee, L. (1993) · Psychological Bulletin · doi:10.1037/0033-2909.113.1.99 · Cited by 1,382 · see citing works
Marsh, H. W. (1987) · International Journal of Educational Research · doi:10.1016/0883-0355(87)90001-2 · Cited by 1,333 · see citing works
Lord, R. G., de Vader, C. L., & Alliger, G. M. (1986) · Journal of Applied Psychology · doi:10.1037/0021-9010.71.3.402 · Cited by 1,230 · see citing works
Tett, R. P., & Guterman, H. A. (2000) · Journal of Research in Personality · doi:10.1006/jrpe.2000.2292 · Cited by 1,176 · see citing works
Multidimensional constructs in organizational behavior research: an integrative analytical framework
Edwards, J. R. (2001) · Organizational Research Methods · doi:10.1177/109442810142004 · Cited by 1,128 · see citing works
Roundtable: What Is Temperament? Four Approaches
Goldsmith, H. H., Buss, A. H., Plomin, R. J., Rothbart, M. K., Thomas, A., Chess, S., Hinde, R. A., & McCall, R. B. (1987) · Child Development · doi:10.2307/1130527 · Cited by 1,120 · see citing works
Pellegrini, A. D., & Long, J. D. (2002) · British Journal of Developmental Psychology · doi:10.1348/026151002166442 · Cited by 1,026 · see citing works
Duckworth, A. L., & Yeager, D. S. (2015) · Educational Researcher · doi:10.3102/0013189x15584327 · Cited by 993 · see citing works
Working Memory and Intelligence: The Same or Different Constructs?
Ackerman, P. L., Beier, M. E., & Boyle, M. O. (2005) · Psychological Bulletin · doi:10.1037/0033-2909.131.1.30 · Cited by 969 · see citing works
Item Parceling in Structural Equation Modeling: A Primer
Matsunaga, M. (2008) · Communication Methods and Measures · doi:10.1080/19312450802458935 · Cited by 944 · see citing works
Inhibitory Control in Young Children and Its Role in Emerging Internalization
Kochanska, G., Murray, K. T., Jacques, T. Y., Koenig, A. L., & Vandegeest, K. A. (1996) · Child Development · doi:10.1111/j.1467-8624.1996.tb01747.x · Cited by 940 · see citing works
Cranford, J. A., Shrout, P. E., Iida, M., Rafaeli, E., Yip, T., & Bolger, N. P. (2006) · Personality and Social Psychology Bulletin · doi:10.1177/0146167206287721 · Cited by 869 · see citing works
Social Cognition, Prosocial Behavior, and Emotion in Preschoolers: Contextual Validation
Denham, S. A. (1986) · Child Development · doi:10.2307/1130651 · Cited by 804 · see citing works
The illusion of mental health.
Shedler, J., Mayman, M., & Manis, M. (1993) · American Psychologist · doi:10.1037//0003-066x.48.11.1117 · Cited by 806 · see citing works
Relationship of core self-evaluations to goal setting, motivation, and performance.
Erez, A., & Judge, T. A. (2001) · Journal of Applied Psychology · doi:10.1037/0021-9010.86.6.1270 · Cited by 764 · see citing works
Adult age differences in task switching.
Kray, J., & Lindenberger, U. (2000) · Psychology and Aging · doi:10.1037//0882-7974.15.1.126 · Cited by 691 · see citing works
Executive function and theory of mind: Stability and prediction from ages 2 to 3.
Carlson, S. M., Mandell, D. J., & Williams, L. (2004) · Developmental Psychology · doi:10.1037/0012-1649.40.6.1105 · Cited by 684 · see citing works
Individual differences in anterior brain asymmetry and fundamental dimensions of emotion.
Tomarken, A. J., Davidson, R. J., Wheeler, R. E., & Doss, R. C. (1992) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.62.4.676 · Cited by 643 · see citing works
On the Measurement of Affective Variables in Second Language Learning
Gardner, R. C., & MacIntyre, P. D. (1993) · Language Learning · doi:10.1111/j.1467-1770.1992.tb00714.x · Cited by 625 · see citing works
Inhibitory Control as a Contributor to Conscience in Childhood: From Toddler to Early School Age
Kochanska, G., Murray, K. T., & Coy, K. C. (1997) · Child Development · doi:10.1111/j.1467-8624.1997.tb01939.x · Cited by 620 · see citing works
On the Validity and Utility of Discriminating Among Impulsivity-Like Traits
Smith, G. T., Fischer, S. F., Cyders, M., Annus, A. M., Spillane, N. S., & McCarthy, D. (2007) · Assessment (Odessa, Fla.) · doi:10.1177/1073191106295527 · Cited by 629 · see citing works
Kochanska, G. (1995) · Child Development · doi:10.1111/j.1467-8624.1995.tb00892.x · Cited by 580 · see citing works
Hunsley, J. D., & Meyer, G. J. (2003) · Psychological Assessment · doi:10.1037/1040-3590.15.4.446 · Cited by 569 · see citing works
Rentfrow, P. J., Gosling, S. D., & Potter, J. (2008) · Perspectives on Psychological Science · doi:10.1111/j.1745-6924.2008.00084.x · Cited by 569 · see citing works
Adult age differences in task switching.
Kray, J., & Lindenberger, U. (2000) · Psychology and Aging · doi:10.1037/0882-7974.15.1.126 · Cited by 691 · see citing works
Ladd, G. W., & Ladd, G. W. (2002) · Psychological Assessment · doi:10.1037/1040-3590.14.1.74 · Cited by 545 · see citing works
Inhibitory control and emotion regulation in preschool children
Carlson, S. M., & Wang, T. S. (2007) · Cognitive Development · doi:10.1016/j.cogdev.2007.08.002 · Cited by 701 · see citing works
The stability and consequences of young children's same-sex peer interactions.
Martin, C. L., & Fabes, R. A. (2001) · Developmental Psychology · doi:10.1037/0012-1649.37.3.431 · Cited by 534 · see citing works
The Relations of Emotionality and Regulation to Preschoolers' Social Skills and Sociometric Status
Eisenberg, N., Fabes, R. A., Bernzweig, J., Karbon, M., Poulin, R., & Hanish, L. D. (1993) · Child Development · doi:10.1111/j.1467-8624.1993.tb02961.x · Cited by 603 · see citing works
Dimensions of personality: 16, 5 or 3?—Criteria for a taxonomic paradigm
Eysenck, H. J. (1991) · Personality and Individual Differences · doi:10.1016/0191-8869(91)90144-z · Cited by 848 · see citing works
The Role of Central Conceptual Structures in the Development of Children's Thought
Case, R., Okamoto, Y., Griffin, S., McKeough, A., Bleiker, C., Henderson, B., Stephenson, K. M., Siegler, R. S., & Keating, D. P. (1996) · Monographs of the Society for Research in Child Development · doi:10.2307/1166077 · Cited by 489 · see citing works
General attitudes and organizational withdrawal: An evaluation of a causal model
Hanisch, K. A., & Hulin, C. L. (1991) · Journal of Vocational Behavior · doi:10.1016/0001-8791(91)90006-8 · Cited by 484 · see citing works
Schwarz, J. C., Barton-Henry, M. L., & Pruzinsky, T. (1985) · Child Development · doi:10.1111/j.1467-8624.1985.tb00120.x · Cited by 481 · see citing works
Correlation and the coefficient of determination.
Ozer, D. J. (1985) · Psychological Bulletin · doi:10.1037/0033-2909.97.2.307 · Cited by 478 · see citing works
Thirty years of research on race differences in cognitive ability.
Rushton, J. P., & Jensen, A. R. (2005) · Psychology, Public Policy, and Law · doi:10.1037/1076-8971.11.2.235 · Cited by 457 · see citing works
Self-citationTracking executive function across the transition to school: A latent variable approach.
Hughes, C., Ensor, R., Wilson, A., & Graham, A. (2009) · Developmental Neuropsychology · doi:10.1080/87565640903325691 · Cited by 448 · see citing works
Wentzel, K. R. (1994) · Journal of Educational Psychology · doi:10.1037/0022-0663.86.2.173 · Cited by 453 · see citing works
Effortful Control: Factor Structure and Relation to Externalizing and Internalizing Behaviors
Murray, K. T., & Kochanska, G. (2002) · Research on Child and Adolescent Psychopathology · doi:10.1023/a:1019821031523 · Cited by 450 · see citing works
Prosocial development in adolescence: A longitudinal study.
Eisenberg, N., Miller, P. A., Shell, R. M., McNalley, S., & Shea, C. (1991) · Developmental Psychology · doi:10.1037/0012-1649.27.5.849 · Cited by 446 · see citing works
Resting frontal brain asymmetry predicts affective responses to films.
Tomarken, A. J., Davidson, R. J., & Henriques, J. B. (1990) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.59.4.791 · Cited by 444 · see citing works
Affect intensity and reactions to daily life events.
Larsen, R. J., Diener, E., & Emmons, R. A. (1986) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.51.4.803 · Cited by 444 · see citing works
Prosocial Development in Late Adolescence: A Longitudinal Study
Eisenberg, N., Carlo, G., Murphy, B., & van Court, P. (1995) · Child Development · doi:10.1111/j.1467-8624.1995.tb00930.x · Cited by 434 · see citing works
Tomarken, A. J., Davidson, R. J., Wheeler, R. E., & Kinney, L. (1992) · Psychophysiology · doi:10.1111/j.1469-8986.1992.tb02034.x · Cited by 425 · see citing works
Global self-esteem: Its relation to specific facets of self-concept and their importance.
Marsh, H. W. (1986) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.51.6.1224 · Cited by 412 · see citing works
Eisenberg, N., Guthrie, I. K., Fabes, R. A., Reiser, M., Murphy, B. C., Holgren, R., Maszk, P., & Losoya, S. H. (1997) · Child Development · doi:10.2307/1131851 · Cited by 402 · see citing works
The person-situation debate in historical and current perspective.
Epstein, S. J., & O'Brien, E. J. (1985) · Psychological Bulletin · doi:10.1037/0033-2909.98.3.513 · Cited by 394 · see citing works
Conflict Resolution Styles in Gay, Lesbian, Heterosexual Nonparent, and Heterosexual Parent Couples
Kurdek, L. A. (1994) · Journal of Marriage and the Family · doi:10.2307/352880 · Cited by 399 · see citing works
Davies, P. T., & Cummings, E. M. (1998) · Child Development · doi:10.1111/j.1467-8624.1998.tb06138.x · Cited by 398 · see citing works
Executive Function and Theory of Mind in 2 Year Olds: A Family Affair?
Hughes, C. H., & Ensor, R. (2005) · Developmental Neuropsychology · doi:10.1207/s15326942dn2802_5 · Cited by 394 · see citing works
Motivation, Emotion, and Cognition
(2004) · Routledge eBooks · doi:10.4324/9781410610515 · Cited by 396 · see citing works
Critical linkages among TQM factors and business results
Sila, I., & Ebrahimpour, M. (2005) · International Journal of Operations & Production Management · doi:10.1108/01443570510626925 · Cited by 401 · see citing works
Time for Absenteeism: A 20-Year Review of Origins, Offshoots, and Outcomes
Harrison, D. A., & Martocchio, J. J. (1998) · Journal of Management · doi:10.1177/014920639802400303 · Cited by 384 · see citing works
Marsh, H. W., Lüdtke, O., Nagengast, B., Morin, A. J. S., & von Davier, M. (2013) · Psychological Methods · doi:10.1037/a0032773 · Cited by 390 · see citing works
Parents' Use of Inductive Discipline: Relations to Children's Empathy and Prosocial Behavior
Krevans, J., & Gibbs, J. C. (1996) · Child Development · doi:10.1111/j.1467-8624.1996.tb01913.x · Cited by 382 · see citing works
Religion and the Forgiving Personality
McCullough, M. E., & Worthington, E. L. (1999) · Journal of Personality · doi:10.1111/1467-6494.00085 · Cited by 379 · see citing works
The Relations of Emotionality and Regulation to Children's Anger-related Reactions
Eisenberg, N., Fabes, R. A., Nyman, M., Bernzweig, J., & Pinuelas, A. (1994) · Child Development · doi:10.1111/j.1467-8624.1994.tb00738.x · Cited by 374 · see citing works
Pellegrini, A. D., & Bartini, M. (2000) · American Educational Research Journal · doi:10.3102/00028312037003699 · Cited by 373 · see citing works
Aging, Inhibition, Working Memory, and Speed
Salthouse, T. A., & Meinz, E. J. (1995) · The Journals of Gerontology Series B · doi:10.1093/geronb/50b.6.p297 · Cited by 371 · see citing works
Children's perceptions of friendships as supportive relationships.
Berndt, T. J., & Perry, T. B. (1986) · Developmental Psychology · doi:10.1037/0012-1649.22.5.640 · Cited by 370 · see citing works
Lubinski, D. (2004) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.86.1.96 · Cited by 370 · see citing works
McCullough, M. E., & Hoyt, W. T. (2002) · Personality and Social Psychology Bulletin · doi:10.1177/014616702237583 · Cited by 367 · see citing works
Mihura, J. L., Meyer, G. J., Dumitrascu, N., & Bombel, G. (2012) · Psychological Bulletin · doi:10.1037/a0029406 · Cited by 371 · see citing works
The role of personality dispositions to risky behavior in predicting first-year college drinking
Cyders, M. A., Flory, K., Rainer, S., & Smith, G. T. (2009) · Addiction · doi:10.1111/j.1360-0443.2008.02434.x · Cited by 360 · see citing works
Mothers' personality and its interaction with child temperament as predictors of parenting behavior.
Clark, L. A., Kochanska, G., & Ready, R. E. (2000) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.79.2.274 · Cited by 360 · see citing works
Committed compliance, moral self, and internalization: A mediational model.
Kochanska, G. (2002) · Developmental Psychology · doi:10.1037//0012-1649.38.3.339 · Cited by 351 · see citing works
Maternal Sensitivity and the Security of Infant-Mother Attachment: A Q-Sort Study
Pederson, D. R., Moran, G., Sitko, C., Campbell, K., Ghesquire, K., & Acton, H. (1990) · Child Development · doi:10.1111/j.1467-8624.1990.tb03579.x · Cited by 350 · see citing works
Validity of personnel decisions: A conceptual analysis of the inferential and evidential bases.
Binning, J. F., & Barrett, G. V. (1989) · Journal of Applied Psychology · doi:10.1037/0021-9010.74.3.478 · Cited by 345 · see citing works
Verschueren, K., & Marcoen, A. (1999) · Child Development · doi:10.1111/1467-8624.00014 · Cited by 340 · see citing works
Childhood forecasting of a small segment of the population with large economic burden
Caspi, A., Houts, R., Belsky, D. W., Harrington, H., Hogan, S., Ramrakha, S., Poulton, R., & Moffitt, T. (2016) · Nature Human Behaviour · doi:10.1038/s41562-016-0005 · Cited by 302 · see citing works
A Meta-Analysis of Infant Habituation and Recognition Memory Performance as Predictors of Later IQ
McCall, R. B., & Carriger, M. S. (1993) · Child Development · doi:10.1111/j.1467-8624.1993.tb02895.x · Cited by 337 · see citing works
Kochel, K. P., Ladd, G. W., & Rudolph, K. D. (2012) · Child Development · doi:10.1111/j.1467-8624.2011.01722.x · Cited by 335 · see citing works
Questionnaires in Second Language Research
Dörnyei, Z., & Taguchi, T. (2009) · Routledge eBooks · doi:10.4324/9780203864739-1 · Cited by 331 · see citing works
Children's fearfulness as a moderator of parenting in early socialization: Two longitudinal studies.
Kochanska, G., Aksan, N. S., & Joy, M. E. (2007) · Developmental Psychology · doi:10.1037/0012-1649.43.1.222 · Cited by 325 · see citing works
Origins of Attachment: Maternal Interactive Behavior across the First Year
Isabella, R. A. (1993) · Child Development · doi:10.1111/j.1467-8624.1993.tb02931.x · Cited by 324 · see citing works
Ge, X., Best, K. M., Conger, R. D., & Simons, R. L. (1996) · Developmental Psychology · doi:10.1037/0012-1649.32.4.717 · Cited by 322 · see citing works
The Development of Executive Function in Childhood
Cragg, L. (2008) · The MIT Press eBooks · doi:10.7551/mitpress/7437.003.0041 · Cited by 319 · see citing works
Marriage, Adult Adjustment, and Early Parenting
Cox, M. J., Owen, M. T., Lewis, J. M., & Henderson, V. K. (1989) · Child Development · doi:10.1111/j.1467-8624.1989.tb03532.x · Cited by 319 · see citing works
Moffitt, T. E., Caspi, A., Krueger, R. F., Magdol, L., Margolin, G., Silva, P. A., & Sydney, R. (1997) · Psychological Assessment · doi:10.1037/1040-3590.9.1.47 · Cited by 317 · see citing works
Assessing social-emotional development in children from a longitudinal perspective
Denham, S. A., Wyatt, T. M., Bassett, H. H., Echeverria, D., & Knox, S. S. (2008) · Journal of Epidemiology & Community Health · doi:10.1136/jech.2007.070797 · Cited by 321 · see citing works
The Relationship between Unethical Behavior and the Dimensions of the Ethical Climate Questionnaire
Peterson, D. K. (2002) · Journal of Business Ethics · doi:10.1023/a:1021243117958 · Cited by 313 · see citing works
Where is the altruism in the altruistic personality?
Batson, C. D., Bolen, M. H., Cross, J. A., & Neuringer-Benefiel, H. E. (1986) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.50.1.212 · Cited by 311 · see citing works
Schwebel, D. C., Severson, J., Ball, K., & Rizzo, M. (2006) · Accident Analysis & Prevention · doi:10.1016/j.aap.2006.02.004 · Cited by 308 · see citing works
Hymel, S. C., Bowker, A., & Woody, E. Z. (1993) · Child Development · doi:10.1111/j.1467-8624.1993.tb02949.x · Cited by 306 · see citing works
Refining Personality Disorder Diagnosis: Integrating Science and Practice
Shedler, J., & Westen, D. (2004) · American Journal of Psychiatry · doi:10.1176/appi.ajp.161.8.1350 · Cited by 304 · see citing works
Early Supplementary Feeding and Cognition: Effects over Two Decades
Pollitt, E., Gorman, K. S., Engle, P. L., Martorell, R., Rivera, J. Á., Wachs, T. D., & Scrimshaw, N. S. (1993) · Monographs of the Society for Research in Child Development · doi:10.2307/1166162 · Cited by 304 · see citing works
Personality in cyberspace: Personal web sites as media for personality expressions and impressions.
Marcus, B., Machilek, F., & Schütz, A. (2006) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.90.6.1014 · Cited by 302 · see citing works
- Authors
- Rushton, J. P., Brainerd, C. J., & Pressley, M.
- Affiliations
- Western University (CA)
- ORCID
- Brainerd, Charles J.
- Venue
- Psychological Bulletin
- Published
- 1983-07
- Volume
- 94
- Issue
- 1
- Pages
- 18-38
- ISSN
- 0033-2909 (ISSN-L)
- 1939-1455
- OpenAlex
- W2152174164
- Cited by
- 940
- References
- 100
- Citations by year
- 2026: 10 · 2025: 17 · 2024: 16 · 2023: 15 · 2022: 22 · 2021: 28 · 2020: 17 · 2019: 23 · 2018: 29 · 2017: 37 · 2016: 26 · 2015: 18 · 2014: 33 · 2013: 20 · 2012: 38
- FWCI
- 32.85
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Psychological Bulletin (publishedVersion)
- Topics
- Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
- Social Sciences › Psychology › Clinical Psychology › Personality Traits and Psychology
- Social Sciences › Psychology › Applied Psychology › Psychological Testing and Assessment
- Keywords
- construct validity, behavioral development, measurement error, personality stability, moral judgment, metacognition, attitude-behavior relationship, altruism, attachment, sex differences, cross-situational consistency, longitudinal stability
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