Multiple regression: testing and interpreting interactions

User Acceptance of Information Technology: Toward A Unified View1

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The benefits of being present: Mindfulness and its role in psychological well-being

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Individual differences in two emotion regulation processes: Implications for affect, relationships, and well-being.

Gross, J. J., & John, O. P. (2003) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.85.2.348 · Cited by 11,929

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

Technology Acceptance Model 3 and a Research Agenda on Interventions

Venkatesh, V., & Bala, H. (2008) · Decision Sciences · doi:10.1111/j.1540-5915.2008.00192.x · Cited by 8,159

Influence of life stress on depression: moderation by a polymorphism in the 5-HTT gene

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A Partial Least Squares Latent Variable Modeling Approach for Measuring Interaction Effects: Results from a Monte Carlo Simulation Study and an Electronic-Mail Emotion/Adoption Study

Chin, W. W., Marcolin, B. L., & Newsted, P. R. (2003) · Information Systems Research · doi:10.1287/isre.14.2.189.16018 · Cited by 6,479

Understanding Interaction Models: Improving Empirical Analyses

Brambor, T., Clark, W. R., & Golder, M. (2006) · Political Analysis · doi:10.1093/pan/mpi014 · Cited by 6,223

Mediation Analysis

MacKinnon, D. P., Fairchild, A. J., & Fritz, M. S. (2007) · Annual Review of Psychology · doi:10.1146/annurev.psych.58.110405.085542 · Cited by 5,688

FOUNDATION FOR A GENERAL STRAIN THEORY OF CRIME AND DELINQUENCY*

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Methods for integrating moderation and mediation: a general analytical framework using moderated path analysis

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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

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

An index and test of linear moderated mediation

Hayes, A. F. (2015) · Multivariate Behavioral Research · doi:10.1080/00273171.2014.962683 · Cited by 3,979

Implicit Theories of Intelligence Predict Achievement Across an Adolescent Transition: A Longitudinal Study and an Intervention

Blackwell, L. S., Trzesniewski, K. H., & Dweck, C. S. (2007) · Child Development · doi:10.1111/j.1467-8624.2007.00995.x · Cited by 3,784

Exploratory Innovation, Exploitative Innovation, and Performance: Effects of Organizational Antecedents and Environmental Moderators

Jansen, J. J. P., Van Den Bosch, F. A. J., & Volberda, H. W. (2006) · Management Science · doi:10.1287/mnsc.1060.0576 · Cited by 3,705

Habit and intention in everyday life: The multiple processes by which past behavior predicts future behavior.

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On the practice of dichotomization of quantitative variables.

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Corporate Social Responsibility, Customer Satisfaction, and Market Value

Luo, X., & Bhattacharya, C. B. (2006) · Journal of Marketing · doi:10.1509/jmkg.70.4.001 · Cited by 3,439

Statistical difficulties of detecting interactions and moderator effects.

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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

Simple means to improve the interpretability of regression coefficients

Schielzeth, H. (2010) · Methods in Ecology and Evolution · doi:10.1111/j.2041-210x.2010.00012.x · Cited by 3,027

Reciprocation of perceived organizational support.

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Measuring global self-esteem: construct validation of a single-item measure and the Rosenberg Self-Esteem Scale

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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

Violating the psychological contract: Not the exception but the norm

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Job Resources Buffer the Impact of Job Demands on Burnout.

Bakker, A. B., Demerouti, E., & Euwema, M. C. (2005) · Journal of Occupational Health Psychology · doi:10.1037/1076-8998.10.2.170 · Cited by 2,483

The Politicization of Climate Change and Polarization in the American Public's Views of Global Warming, 2001–2010

McCright, A. M., & Dunlap, R. E. (2011) · The Sociological Quarterly · doi:10.1111/j.1533-8525.2011.01198.x · Cited by 2,340

Un sistema de clasificación de los diseños de investigación en psicología

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Leadership Behavior and Employee Voice: Is the Door Really Open?

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Factors predicting the use of technology: Findings from the center for research and education on aging and technology enhancement (create).

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Threatened egotism, narcissism, self-esteem, and direct and displaced aggression: Does self-love or self-hate lead to violence?

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Daily Well-Being: The Role of Autonomy, Competence, and Relatedness

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The disaggregation of within-person and between-person effects in longitudinal models of change

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How changes in job demands and resources predict burnout, work engagement, and sickness absenteeism.

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Drinking to regulate positive and negative emotions: A motivational model of alcohol use

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Video games and aggressive thoughts, feelings, and behavior in the laboratory and in life.

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Self-compassion and reactions to unpleasant self-relevant events: The implications of treating oneself kindly

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The fit between product market strategy and business model: implications for firm performance

Zott, C., & Amit, R. (2008) · Strategic Management Journal · doi:10.1002/smj.642 · Cited by 1,731

Conceptualizing and testing random indirect effects and moderated mediation in multilevel models: New procedures and recommendations.

Bauer, D. J., Preacher, K. J., & Gil, K. M. (2006) · Psychological Methods · doi:10.1037/1082-989x.11.2.142 · Cited by 1,704

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

What is satisfying about satisfying events? Testing 10 candidate psychological needs.

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EMPLOYEES' GOAL ORIENTATIONS, THE QUALITY OF LEADER-MEMBER EXCHANGE, AND THE OUTCOMES OF JOB PERFORMANCE AND JOB SATISFACTION.

Janssen, O., & Van Yperen, N. W. (2004) · Academy of Management Journal · doi:10.2307/20159587 · Cited by 1,623

Orientations to happiness and life satisfaction: the full life versus the empty life

Peterson, C., Park, N., & Seligman, M. E. P. (2005) · Journal of Happiness Studies · doi:10.1007/s10902-004-1278-z · Cited by 1,511

Probing interactions in fixed and multilevel regression: Inferential and graphical techniques

Bauer, D. J., & Curran, P. J. (2005) · Multivariate Behavioral Research · doi:10.1207/s15327906mbr4003_5 · Cited by 1,506

Group norms and the attitude-behavior relationship: A role for group identification

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Maximum Likelihood Estimation of Latent Interaction Effects with the LMS Method

Klein, A., & Moosbrugger, H. (2000) · Psychometrika · doi:10.1007/bf02296338 · Cited by 1,429

Anxiety-related attentional biases and their regulation by attentional control.

Derryberry, D., & Reed, M. A. (2002) · Journal of Abnormal Psychology · doi:10.1037/0021-843x.111.2.225 · Cited by 1,729

Self-control relies on glucose as a limited energy source: Willpower is more than a metaphor.

Gailliot, M. T., Baumeister, R. F., DeWall, C. N., Maner, J. K., Plant, E. A., Tice, D. M., Brewer, L. E., & Schmeichel, B. J. (2007) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.92.2.325 · Cited by 1,297

A safe haven: An attachment theory perspective on support seeking and caregiving in intimate relationships

Collins, N. L., & Feeney, B. C. (2000) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.78.6.1053 · Cited by 1,303

A Domain-Specific Risk-Taking (DOSPERT) scale for adult populations

Blais, A.-R., & Weber, E. U. (2006) · Judgment and Decision Making · doi:10.1017/s1930297500000334 · Cited by 1,286

Reaping relational rewards from corporate social responsibility: The role of competitive positioning

Du, S., Bhattacharya, C. B., & Sen, S. (2007) · International Journal of Research in Marketing · doi:10.1016/j.ijresmar.2007.01.001 · Cited by 1,295

Multicollinearity in Regression Analyses Conducted in Epidemiologic Studies

P. Vatcheva, K., & Lee, M. (2016) · Epidemiology: Open Access · doi:10.4172/2161-1165.1000227 · Cited by 1,291

Latent Class Analysis: An Alternative Perspective on Subgroup Analysis in Prevention and Treatment

Lanza, S. T., & Rhoades, B. L. (2013) · Prevention Science · doi:10.1007/s11121-011-0201-1 · Cited by 1,255

Positive affect and the experience of meaning in life.

King, L. A., Hicks, J. A., Krull, J. L., & Del Gaiso, A. K. (2006) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.90.1.179 · Cited by 1,253

Residual Effects of Past on Later Behavior: Habituation and Reasoned Action Perspectives

Ajzen, I. (2002) · Personality and Social Psychology Review · doi:10.1207/s15327957pspr0602_02 · Cited by 1,249

The impact of network capabilities and entrepreneurial orientation on university spin-off performance

Walter, A., Auer, M., & Ritter, T. (2006) · Journal of Business Venturing · doi:10.1016/j.jbusvent.2005.02.005 · Cited by 1,222

Entrepreneurial Orientation and New Venture Performance: The Moderating Role of Intra- And Extraindustry Social Capital

Stam, W., & Elfring, T. (2008) · Academy of Management Journal · doi:10.5465/amj.2008.30744031 · Cited by 1,218

Effect Size and Power in Assessing Moderating Effects of Categorical Variables Using Multiple Regression: A 30-Year Review.

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

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

Does social exclusion motivate interpersonal reconnection? Resolving the “porcupine problem”

Maner, J. K., DeWall, C. N., Baumeister, R. F., & Schaller, M. (2007) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.92.1.42 · Cited by 1,165

Quantifying and Testing Indirect Effects in Simple Mediation Models When the Constituent Paths Are Nonlinear

Hayes, A. F., & Preacher, K. J. (2010) · Multivariate Behavioral Research · doi:10.1080/00273171.2010.498290 · Cited by 1,160

Unpacking the Concept of Virtuality: The Effects of Geographic Dispersion, Electronic Dependence, Dynamic Structure, and National Diversity on Team Innovation

Gibson, C. B., & Gibbs, J. L. (2006) · Administrative Science Quarterly · doi:10.2189/asqu.51.3.451 · Cited by 1,152

Smart technology, artificial intelligence, robotics, and algorithms (STARA): employees' perceptions of our future workplace

Brougham, D., & Haar, J. (2018) · Journal of Management & Organization · doi:10.1017/jmo.2016.55 · Cited by 1,117

The significance of task significance: Job performance effects, relational mechanisms, and boundary conditions.

Grant, A. M. (2008) · Journal of Applied Psychology · doi:10.1037/0021-9010.93.1.108 · Cited by 1,114

Why do women opt out? Sense of belonging and women's representation in mathematics.

Good, C., Rattan, A., & Dweck, C. S. (2012) · Journal of Personality and Social Psychology · doi:10.1037/a0026659 · Cited by 1,113

Individual Power Distance Orientation and Follower Reactions to Transformational Leaders: A Cross-Level, Cross-Cultural Examination

Kirkman, B. L., Chen, G., Farh, J.-L., Chen, Z. X., & Lowe, K. B. (2009) · Academy of Management Journal · doi:10.5465/amj.2009.43669971 · Cited by 1,094

Knowing what you’re feeling and knowing what to do about it: mapping the relation between emotion differentiation and emotion regulation

Barrett, L. F., Gross, J., Christensen, T. C., & Benvenuto, M. (2001) · Cognition & Emotion · doi:10.1080/02699930143000239 · Cited by 1,077

Moral credentials and the expression of prejudice.

Monin, B., & Miller, D. T. (2001) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.81.1.33 · Cited by 1,086

Corporate image and corporate reputation in customers’ retention decisions in services

Nguyen, N., & Leblanc, G. (2001) · Journal of Retailing and Consumer Services · doi:10.1016/s0969-6989(00)00029-1 · Cited by 1,072

Untitled work

Barber (2005) · doi:10.1111/j.1540-5834.2005.00365.x · Cited by 1,063

A Critical Review of the First 10 Years of Candidate Gene-by-Environment Interaction Research in Psychiatry

Duncan, L. E., & Keller, M. C. (2011) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2011.11020191 · Cited by 1,032

The role of trait emotional intelligence in academic performance and deviant behavior at school

Petrides, K. V., Frederickson, N., & Furnham, A. (2004) · Personality and Individual Differences · doi:10.1016/s0191-8869(03)00084-9 · Cited by 1,028

The dark side of buyer–supplier relationships: A social capital perspective⋆

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Polynomial Regression with Response Surface Analysis: A Powerful Approach for Examining Moderation and Overcoming Limitations of Difference Scores

Shanock, L. R., Baran, B. E., Gentry, W. A., Pattison, S. C., & Heggestad, E. D. (2010) · Journal of Business and Psychology · doi:10.1007/s10869-010-9183-4 · Cited by 1,000

Adaptive Self-Regulation of Unattainable Goals: Goal Disengagement, Goal Reengagement, and Subjective Well-Being

Wrosch, C., Scheier, M. F., Miller, G. E., Schulz, R., & Carver, C. S. (2003) · Personality and Social Psychology Bulletin · doi:10.1177/0146167203256921 · Cited by 991

Who attains social status? Effects of personality and physical attractiveness in social groups.

Anderson, C., John, O. P., Keltner, D., & Kring, A. M. (2001) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.81.1.116 · Cited by 987

Adolescents’ electronic media use at night, sleep disturbance, and depressive symptoms in the smartphone age

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The Role of Relational Information Processes and Technology Use in Customer Relationship Management

Jayachandran, S., Sharma, S., Kaufman, P., & Raman, P. (2005) · Journal of Marketing · doi:10.1509/jmkg.2005.69.4.177 · Cited by 966

How Much Should We Trust Estimates from Multiplicative Interaction Models? Simple Tools to Improve Empirical Practice

Hainmueller, J., Mummolo, J., & Xu, Y. (2019) · Political Analysis · doi:10.1017/pan.2018.46 · Cited by 959

When is Ours Better than Mine? A Framework for Understanding and Altering Participation in Commercial Sharing Systems

Lamberton, C. P., & Rose, R. L. (2012) · Journal of Marketing · doi:10.1509/jm.10.0368 · Cited by 955

Servant leadership, procedural justice climate, service climate, employee attitudes, and organizational citizenship behavior: A cross-level investigation

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Making choices impairs subsequent self-control: a limited-resource account of decision making, self-regulation, and active initiative.

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How Behaviors are Influenced by Perceived Norms: A Test of the Theory of Normative Social Behavior

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THERE'S NO PLACE LIKE HOME? THE CONTRIBUTIONS OF WORK AND NONWORK CREATIVITY SUPPORT TO EMPLOYEES' CREATIVE PERFORMANCE.

Madjar, N., Oldham, G. R., & Pratt, M. G. (2002) · Academy of Management Journal · doi:10.2307/3069309 · Cited by 921

A General Model for Testing Mediation and Moderation Effects

Fairchild, A. J., & MacKinnon, D. P. (2009) · Prevention Science · doi:10.1007/s11121-008-0109-6 · Cited by 918

Cultivating Social Resources on Social Network Sites: Facebook Relationship Maintenance Behaviors and Their Role in Social Capital Processes

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Antecedents and outcomes of abusive supervision: test of a trickle-down model.

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The relationship between emotional intelligence and work attitudes, behavior and outcomes: An examination among senior managers

Carmeli, A. (2003) · Journal of Managerial Psychology · doi:10.1108/02683940310511881 · Cited by 899

Short-term and Long-Term Consequences of Achievement Goals: Predicting Interest and Performance over Time

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THE IMPACT OF TEAM EMPOWERMENT ON VIRTUAL TEAM PERFORMANCE: THE MODERATING ROLE OF FACE-TO-FACE INTERACTION.

Kirkman, B. L., Rosen, B., Tesluk, P. E., & Gibson, C. B. (2004) · Academy of Management Journal · doi:10.2307/20159571 · Cited by 889

Pancultural self-enhancement.

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Age, gender, and the underutilization of mental health services: The influence of help-seeking attitudes

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Getting a cue: the need to belong and enhanced sensitivity to social cues

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Understanding when bad moods foster creativity and good ones don't: The role of context and clarity of feelings.

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Social relationships, social support, and patterns of cognitive aging in healthy, high-functioning older adults: MacArthur Studies of Successful Aging.

Seeman, T. E., Lusignolo, T. M., Albert, M., & Berkman, L. (2001) · Health Psychology · doi:10.1037/0278-6133.20.4.243 · Cited by 855

Possible selves and academic outcomes: How and when possible selves impel action.

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The Importance of a General Measure of Brand Engagement on Market Behavior: Development and Validation of a Scale

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