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Applied Multiple Regression/Correlation Analysis for the Behavioral Sciences
Abstract
This classic text on multiple regression is noted for its nonmathematical, applied, and data-analytic approach. Readers profit from its verbal-conceptual exposition and frequent use of examples. The applied emphasis provides clear illustrations of the principles and provides worked examples of the types of applications that are possible. Researchers learn how to specify regression models that directly address their research questions. An overview of the fundamental ideas of multiple regression and a review of bivariate correlation and regression and other elementary statistical concepts provide a strong foundation for understanding the rest of the text. The third edition features an increased emphasis on graphics and the use of confidence intervals and effect size measures, and an accompanying CD with data for most of the numerical examples along with the computer code for SPSS, SAS, and SYSTAT. Applied Multiple Regression serves as both a textbook for graduate students and as a reference tool for researchers in psychology, education, health sciences, communications, business, sociology, political science, anthropology, and economics. An introductory knowledge of statistics is required. Self-standing chapters minimize the need for researchers to refer to previous chapters.
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Cited by
Baron, R. M., & Kenny, D. A. (1986) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.51.6.1173 · Cited by 91,532
Statistical power analyses using G∗Power 3.1: tests for correlation and regression analyses
Faul, F., Erdfelder, E., Buchner, A., & Lang, A.-G. (2009) · Behavior Research Methods · doi:10.3758/brm.41.4.1149 · Cited by 37,615
Preacher, K. J., & Hayes, A. F. (2008) · Behavior Research Methods · doi:10.3758/brm.40.3.879 · Cited by 34,117
The benefits of being present: Mindfulness and its role in psychological well-being
Brown, K. W., & Ryan, R. M. (2003) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.84.4.822 · Cited by 13,448
Reconsidering Baron and Kenny: myths and truths about mediation analysis
Zhao, X., Lynch, J. G., & Chen, Q. (2010) · Journal of Consumer Research · doi:10.1086/651257 · Cited by 12,583
Mediation in experimental and nonexperimental studies: New procedures and recommendations.
Shrout, P. E., & Bolger, N. (2002) · Psychological Methods · doi:10.1037/1082-989x.7.4.422 · Cited by 11,335
Addressing Moderated Mediation Hypotheses: Theory, Methods, and Prescriptions
Preacher, K. J., Rucker, D. D., & Hayes, A. F. (2007) · Multivariate Behavioral Research · doi:10.1080/00273170701341316 · Cited by 9,973
A comparison of methods to test mediation and other intervening variable effects
MacKinnon, D. P., Lockwood, C. M., Hoffman, J. M., West, S. G., & Sheets, V. (2002) · Psychological Methods · doi:10.1037/1082-989x.7.1.83 · Cited by 9,406
Self-citationGratz, K. L., & Roemer, L. (2004) · Journal of Psychopathology and Behavioral Assessment · doi:10.1023/b:joba.0000007455.08539.94 · Cited by 8,942
The Yale-Brown Obsessive Compulsive Scale: I. Development, Use, and Reliability
Goodman, W. K. (1989) · Archives of General Psychiatry · doi:10.1001/archpsyc.1989.01810110048007 · Cited by 7,712
Perceived organizational support.
Eisenberger, R., Huntington, R., Hutchison, S., & Sowa, D. (1986) · Journal of Applied Psychology · doi:10.1037/0021-9010.71.3.500 · Cited by 10,023
Justice at the millennium: A meta-analytic review of 25 years of organizational justice research.
Colquitt, J. A., Conlon, D. E., Wesson, M. J., Porter, C. O. L. H., & Ng, K. Y. (2001) · Journal of Applied Psychology · doi:10.1037/0021-9010.86.3.425 · Cited by 5,942
Effect size estimates: Current use, calculations, and interpretation.
Fritz, C. O., Morris, P. E., & Richler, J. J. (2012) · Journal of Experimental Psychology: General · doi:10.1037/a0024338 · Cited by 5,199
Development and validation of the Penn State Worry Questionnaire
Meyer, T. J., Miller, M. L., Metzger, R. L., & Borkovec, T. D. (1990) · Behaviour Research and Therapy · doi:10.1016/0005-7967(90)90135-6 · Cited by 5,099
Required sample size to detect the mediated effect
Fritz, M. S., & MacKinnon, D. P. (2007) · Psychological Science · doi:10.1111/j.1467-9280.2007.01882.x · Cited by 4,810
Internet paradox: A social technology that reduces social involvement and psychological well-being?
Kraut, R., Patterson, M., Lundmark, V., Kiesler, S., Mukophadhyay, T., & Scherlis, W. (1998) · American Psychologist · doi:10.1037/0003-066x.53.9.1017 · Cited by 4,793
The job satisfaction–job performance relationship: A qualitative and quantitative review.
Judge, T. A., Thoresen, C. J., Bono, J. E., & Patton, G. K. (2001) · Psychological Bulletin · doi:10.1037/0033-2909.127.3.376 · Cited by 4,760
Edwards, J. R., & Lambert, L. S. (2007) · Psychological Methods · doi:10.1037/1082-989x.12.1.1 · Cited by 4,711
Sex differences in human mate preferences: Evolutionary hypotheses tested in 37 cultures
Buss, D. M. (1989) · Behavioral and Brain Sciences · doi:10.1017/s0140525x00023992 · Cited by 4,484
Centering predictor variables in cross-sectional multilevel models: A new look at an old issue.
Enders, C. K., & Tofighi, D. (2007) · Psychological Methods · doi:10.1037/1082-989x.12.2.121 · Cited by 4,462
Equivalence of the Mediation, Confounding and Suppression Effect
MacKinnon, D. P., Krull, J. L., & Lockwood, C. M. (2000) · Prevention Science · doi:10.1023/a:1026595011371 · Cited by 4,188
Testing moderator and mediator effects in counseling psychology research.
Frazier, P. A., Tix, A. P., & Barron, K. E. (2004) · Journal of Counseling Psychology · doi:10.1037/0022-0167.51.1.115 · Cited by 4,037
A multimethod examination of the benefits and detriments of intragroup conflict
Jehn, K. A. (1995) · Administrative Science Quarterly · doi:10.2307/2393638 · Cited by 4,050
The influence of parenting style on adolescent competence and substance use
Baumrind, D. (1991) · The Journal of Early Adolescence · doi:10.1177/0272431691111004 · Cited by 3,985
Ouellette, J. A., & Wood, W. (1998) · Psychological Bulletin · doi:10.1037/0033-2909.124.1.54 · Cited by 3,480
Exploratory and confirmatory factor analysis: Understanding concepts and applications.
Thompson, B. (2004) · doi:10.1037/10694-000 · Cited by 3,469
On the practice of dichotomization of quantitative variables.
MacCallum, R. C., Zhang, S., Preacher, K. J., & Rucker, D. D. (2002) · Psychological Methods · doi:10.1037/1082-989x.7.1.19 · Cited by 3,538
Predictors of posttraumatic stress disorder and symptoms in adults: a meta-analysis
Ozer, E. J., Best, S. R., Lipsey, T. L., & Weiss, D. S. (2003) · Psychological Bulletin · doi:10.1037/0033-2909.129.1.52 · Cited by 3,322
Predicting e-services adoption: A perceived risk facets perspective
Featherman, M. S., & Pavlou, P. A. (2003) · International Journal of Human-Computer Studies · doi:10.1016/s1071-5819(03)00111-3 · Cited by 3,351
Bias in cross-sectional analyses of longitudinal mediation
Maxwell, S. E., & Cole, D. A. (2007) · Psychological Methods · doi:10.1037/1082-989x.12.1.23 · Cited by 3,401
Entrepreneurial orientation and small business performance: a configurational approach
Wiklund, J., & Shepherd, D. (2005) · Journal of Business Venturing · doi:10.1016/j.jbusvent.2004.01.001 · Cited by 3,196
Morgeson, F. P., & Humphrey, S. E. (2006) · Journal of Applied Psychology · doi:10.1037/0021-9010.91.6.1321 · Cited by 2,994
Meta-Analytic review of leader–member exchange theory: Correlates and construct issues.
Gerstner, C. R., & Day, D. V. (1997) · Journal of Applied Psychology · doi:10.1037/0021-9010.82.6.827 · Cited by 3,005
Lean manufacturing: context, practice bundles, and performance
Shah, R., & Ward, P. T. (2003) · Journal of Operations Management · doi:10.1016/s0272-6963(02)00108-0 · Cited by 2,897
Job demands, perceptions of effort‐reward fairness and innovative work behaviour
Janssen, O. (2000) · Journal of Occupational and Organizational Psychology · doi:10.1348/096317900167038 · Cited by 2,816
Unemployment impairs mental health: Meta-analyses
Paul, K. I., & Moser, K. (2009) · Journal of Vocational Behavior · doi:10.1016/j.jvb.2009.01.001 · Cited by 2,706
Uchino, B. N., Cacioppo, J. T., & Kiecolt-Glaser, J. K. (1996) · Psychological Bulletin · doi:10.1037/0033-2909.119.3.488 · Cited by 2,727
Kotov, R., Gamez, W., Schmidt, F., & Watson, D. (2010) · Psychological Bulletin · doi:10.1037/a0020327 · Cited by 2,677
Racism as a Determinant of Health: A Systematic Review and Meta-Analysis
Paradies, Y., Ben, J., Denson, N., Elias, A., Priest, N., Pieterse, A., Gupta, A., Kelaher, M., & Gee, G. (2015) · PLOS ONE · doi:10.1371/journal.pone.0138511 · Cited by 2,610
Process Analysis: Estimating Mediation in Treatment Evaluations
Judd, C. M., & Kenny, D. A. (1981) · Evaluation Review · doi:10.1177/0193841x8100500502 · Cited by 2,442
Miller, G. E., Chen, E., & Zhou, E. S. (2007) · Psychological Bulletin · doi:10.1037/0033-2909.133.1.25 · Cited by 2,467
Spencer, S. J., Zanna, M. P., & Fong, G. T. (2005) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.89.6.845 · Cited by 2,452
Lepine, J. A., Podsakoff, N. P., & Lepine, M. A. (2005) · Academy of Management Journal · doi:10.5465/amj.2005.18803921 · Cited by 2,438
Hayes, A. F., & Rockwood, N. J. (2017) · Behaviour Research and Therapy · doi:10.1016/j.brat.2016.11.001 · Cited by 2,350
Hoff, E. (2003) · Child Development · doi:10.1111/1467-8624.00612 · Cited by 2,346
The relations among inhibition and interference control functions: A latent-variable analysis.
Friedman, N. P., & Miyake, A. (2004) · Journal of Experimental Psychology: General · doi:10.1037/0096-3445.133.1.101 · Cited by 2,309
A dark side of the American dream: Correlates of financial success as a central life aspiration
Kasser, T., & Ryan, R. M. (1993) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.65.2.410 · Cited by 2,298
The expected contribution of Industry 4.0 technologies for industrial performance
Dalenogare, L. S., Benitez, G. B., Ayala, N. F., & Frank, A. G. (2018) · International Journal of Production Economics · doi:10.1016/j.ijpe.2018.08.019 · Cited by 2,201
Does low self-esteem predict depression and anxiety? A meta-analysis of longitudinal studies.
Sowislo, J. F., & Orth, U. (2013) · Psychological Bulletin · doi:10.1037/a0028931 · Cited by 2,123
Czaja, S. J., Charness, N., Fisk, A. D., Hertzog, C., Nair, S. N., Rogers, W. A., & Sharit, J. (2006) · Psychology and Aging · doi:10.1037/0882-7974.21.2.333 · Cited by 2,113
Colquitt, J. A., LePine, J. A., & Noe, R. A. (2000) · Journal of Applied Psychology · doi:10.1037/0021-9010.85.5.678 · Cited by 2,126
Bushman, B. J., & Baumeister, R. F. (1998) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.75.1.219 · Cited by 2,113
The dirty dozen: A concise measure of the dark triad
Jonason, P. K., & Webster, G. D. (2010) · Psychological Assessment · doi:10.1037/a0019265 · Cited by 2,093
Daily Well-Being: The Role of Autonomy, Competence, and Relatedness
Reis, H. T., Sheldon, K. M., Gable, S. L., Roscoe, J., & Ryan, R. M. (2000) · Personality and Social Psychology Bulletin · doi:10.1177/0146167200266002 · Cited by 2,067
The disaggregation of within-person and between-person effects in longitudinal models of change
Curran, P. J., & Bauer, D. J. (2011) · Annual Review of Psychology · doi:10.1146/annurev.psych.093008.100356 · Cited by 2,056
THE CORE SELF‐EVALUATIONS SCALE: DEVELOPMENT OF A MEASURE
JUDGE, T. A., EREZ, A., BONO, J. E., & THORESEN, C. J. (2003) · Personnel Psychology · doi:10.1111/j.1744-6570.2003.tb00152.x · Cited by 2,010
Babyak, M. A. (2004) · Psychosomatic Medicine · doi:10.1097/01.psy.0000127692.23278.a9 · Cited by 2,061
Things I have learned (so far).
Cohen, J. (1990) · American Psychologist · doi:10.1037/0003-066x.45.12.1304 · Cited by 1,781
How Immersive Is Enough? A Meta-Analysis of the Effect of Immersive Technology on User Presence
Cummings, J. J., & Bailenson, J. N. (2016) · Media Psychology · doi:10.1080/15213269.2015.1015740 · Cited by 1,749
The consideration of future consequences: Weighing immediate and distant outcomes of behavior.
Strathman, A., Gleicher, F., Boninger, D. S., & Edwards, C. S. (1994) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.66.4.742 · Cited by 1,782
Business model design and the performance of entrepreneurial firms
Zott, C., & Amit, R. (2007) · Organization Science · doi:10.1287/orsc.1060.0232 · Cited by 1,707
Cultural cognition of scientific consensus.
Kahan, D. M., Jenkins‐Smith, H., & Braman, D. (2011) · Journal of Risk Research · doi:10.1080/13669877.2010.511246 · Cited by 1,686
Keller, M. B. (1987) · Archives of General Psychiatry · doi:10.1001/archpsyc.1987.01800180050009 · Cited by 1,643
Psychological Antecedents of Promotive and Prohibitive Voice: A Two-Wave Examination
Liang, J., Farh, C. I. C., & Farh, J.-L. (2012) · Academy of Management Journal · doi:10.5465/amj.2010.0176 · Cited by 1,647
The impact of daily stress on health and mood: psychological and social resources as mediators
DeLongis, A., Folkman, S., & Lazarus, R. S. (1988) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.54.3.486 · Cited by 1,621
Skiba, R. J., Horner, R. H., Chung, C.-G., Rausch, M. K., May, S. L., & Tobin, T. (2011) · School Psychology Review · doi:10.1080/02796015.2011.12087730 · Cited by 1,593
Akinwande, M. O., Dikko, H. G., & Samson, A. (2015) · Open Journal of Statistics · doi:10.4236/ojs.2015.57075 · Cited by 1,534
Hertzog, C., Kramer, A. F., Wilson, R. S., & Lindenberger, U. (2008) · Psychological Science in the Public Interest · doi:10.1111/j.1539-6053.2009.01034.x · Cited by 1,495
Unusual brain growth patterns in early life in patients with autistic disorder: An MRI study
Courchesne, E., Karns, C. M., Davis, H. R., Ziccardi, R., Carper, R. A., Tigue, Z. D., Chisum, H. J., Moses, P., Pierce, K., Lord, C., et al. (2001) · Neurology · doi:10.1212/wnl.57.2.245 · Cited by 1,487
Antonovsky’s sense of coherence scale and the relation with health: a systematic review
Eriksson, M., & Lindström, B. (2006) · Journal of Epidemiology and Community Health · doi:10.1136/jech.2005.041616 · Cited by 1,477
Combining nonoverlap and trend for single-case research: Tau-U
Parker, R. I., Vannest, K. J., Davis, J. L., & Sauber, S. B. (2011) · Behavior Therapy · doi:10.1016/j.beth.2010.08.006 · Cited by 1,468
Colquitt, J. A., Scott, B. A., Rodell, J. B., Long, D. M., Zapata, C. P., Conlon, D. E., & Wesson, M. J. (2013) · Journal of Applied Psychology · doi:10.1037/a0031757 · Cited by 1,462
Influence of attachment styles on romantic relationships
Simpson, J. A. (1990) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.59.5.971 · Cited by 1,501
Caspi, A., Moffitt, T. E., Cannon, M., McClay, J., Murray, R., Harrington, H., Taylor, A., Arseneault, L., Williams, B., Braithwaite, A., et al. (2005) · Biological Psychiatry · doi:10.1016/j.biopsych.2005.01.026 · Cited by 1,409
Brown, T. A., Chorpita, B. F., & Barlow, D. H. (1998) · Journal of Abnormal Psychology · doi:10.1037/0021-843x.107.2.179 · Cited by 1,400
Personality, affect, and behavior in groups
George, J. M. (1990) · Journal of Applied Psychology · doi:10.1037/0021-9010.75.2.107 · Cited by 1,372
Best-practice recommendations for defining, identifying, and handling outliers
Aguinis, H., Gottfredson, R. K., & Joo, H. (2013) · Organizational Research Methods · doi:10.1177/1094428112470848 · Cited by 1,341
Ideology, motivated reasoning, and cognitive reflection
Kahan, D. M. (2013) · Judgment and Decision Making · doi:10.1017/s1930297500005271 · Cited by 1,302
Appraisal components, core relational themes, and the emotions
Smith, C. A., & Lazarus, R. S. (1993) · Cognition & Emotion · doi:10.1080/02699939308409189 · Cited by 1,302
Development of distinct control networks through segregation and integration
Fair, D. A., Dosenbach, N. U. F., Church, J. A., Cohen, A. L., Brahmbhatt, S., Miezin, F. M., Barch, D. M., Raichle, M. E., Petersen, S. E., & Schlaggar, B. L. (2007) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0705843104 · Cited by 1,244
Communication of emotions in vocal expression and music performance: different channels, same code?
Juslin, P. N., & Laukka, P. (2003) · Psychological Bulletin · doi:10.1037/0033-2909.129.5.770 · Cited by 1,273
Troyer, A. K., Moscovitch, M., & Winocur, G. (1997) · Neuropsychology · doi:10.1037/0894-4105.11.1.138 · Cited by 1,241
General Mental Ability in the World of Work: Occupational Attainment and Job Performance.
Schmidt, F. L., & Hunter, J. (2004) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.86.1.162 · Cited by 1,238
de Winter, J. C. F., Gosling, S. D., & Potter, J. (2016) · Psychological Methods · doi:10.1037/met0000079 · Cited by 1,201
Cyders, M. A., Smith, G. T., Spillane, N. S., Fischer, S., Annus, A. M., & Peterson, C. (2007) · Psychological Assessment · doi:10.1037/1040-3590.19.1.107 · Cited by 1,193
Aguinis, H., Beaty, J. C., Boik, R. J., & Pierce, C. A. (2005) · Journal of Applied Psychology · doi:10.1037/0021-9010.90.1.94 · Cited by 1,216
Tests of the three-path mediated effect
Taylor, A. B., MacKinnon, D. P., & Tein, J.-Y. (2008) · Organizational Research Methods · doi:10.1177/1094428107300344 · Cited by 1,209
Autonomy in children's learning: An experimental and individual difference investigation.
Grolnick, W. S., & Ryan, R. M. (1987) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.52.5.890 · Cited by 1,176
Emotion-based dispositions to rash action: positive and negative urgency
Cyders, M. A., & Smith, G. T. (2008) · Psychological Bulletin · doi:10.1037/a0013341 · Cited by 1,136
The analysis of count data: a gentle introduction to poisson regression and its alternatives.
Coxe, S., West, S. G., & Aiken, L. S. (2009) · Journal of Personality Assessment · doi:10.1080/00223890802634175 · Cited by 1,172
Self-citationHayes, A. F., & Preacher, K. J. (2010) · Multivariate Behavioral Research · doi:10.1080/00273171.2010.498290 · Cited by 1,160
Taras, V., Kirkman, B. L., & Steel, P. (2010) · Journal of Applied Psychology · doi:10.1037/a0018938 · Cited by 1,160
Shapiro, S. L., Brown, K. W., & Biegel, G. M. (2007) · Training and Education in Professional Psychology · doi:10.1037/1931-3918.1.2.105 · Cited by 1,134
Politics across Generations: Family Transmission Reexamined
Jennings, M. K., Stoker, L., & Bowers, J. (2009) · The Journal of Politics · doi:10.1017/s0022381609090719 · Cited by 1,139
At last, my research article on procrastination
Lay, C. H. (1986) · Journal of Research in Personality · doi:10.1016/0092-6566(86)90127-3 · Cited by 1,175
Brandtstädter, J., & Renner, G. (1990) · Psychology and Aging · doi:10.1037/0882-7974.5.1.58 · Cited by 1,131
Van Orden, K. A., Witte, T. K., Gordon, K. H., Bender, T. W., & Joiner, T. E. (2008) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.76.1.72 · Cited by 1,126
Murray, S. L., Holmes, J. G., & Griffin, D. W. (1996) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.70.1.79 · Cited by 1,134
Incumbent's advantage through exploiting complementary assets via interfirm cooperation
Rothaermel, F. T. (2001) · Strategic Management Journal · doi:10.1002/smj.180 · Cited by 1,114
Grant, A. M. (2008) · Journal of Applied Psychology · doi:10.1037/0021-9010.93.1.108 · Cited by 1,114
Metadata
- Authors
- Cohen, P., Cohen, P., West, S. G., & Aiken, L. S.
- Venue
- Psychology Press eBooks
- Publisher
- Psychology Press
- Published
- 2014-04-04
- OpenAlex
- W2159401492
- Cited by
- 20,737
- References
- 0
- FWCI
- 281.63
- Type
- book
- Language
- en
- Open access
- closed
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