David Mackinnon

Professor

  • 30533 Citations
  • 54 h-Index
1984 …2020

Research output per year

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Research Output

2020

A Tribute to the Mind, Methodology and Mentoring of Wayne Velicer

Harlow, L. L., Aiken, L., Blankson, A. N., Boodoo, G. M., Brick, L. A. D., Collins, L. M., Cumming, G., Fava, J. L., Goodwin, M. S., Hoeppner, B. B., MacKinnon, D. P., Molenaar, P. C. M., Rodgers, J. L., Rossi, J. S., Scott, A., Steiger, J. H. & West, S. G., 2020, (Accepted/In press) In : Multivariate Behavioral Research.

Research output: Contribution to journalArticle

1 Scopus citations

Causal Mediation Programs in R, Mplus, SAS, SPSS, and Stata

Valente, M. J., Rijnhart, J. J. M., Smyth, H. L., Muniz, F. B. & MacKinnon, D. P., 2020, (Accepted/In press) In : Structural Equation Modeling.

Research output: Contribution to journalReview article

Correlation Database of 60 Cross-Disciplinary Surveys and Cognitive Tasks Assessing Self-Regulation

Mazza, G. L., Smyth, H. L., Bissett, P. G., Canning, J. R., Eisenberg, I. W., Enkavi, A. Z., Gonzalez, O., Kim, S. J., Metcalf, S. A., Muniz, F., Pelham, W. E., Scherer, E. A., Valente, M. J., Xie, H., Poldrack, R. A., Marsch, L. A. & MacKinnon, D. P., Jan 1 2020, (Accepted/In press) In : Journal of Personality Assessment.

Research output: Contribution to journalArticle

Extrinsic Convergent Validity Evidence to Prevent Jingle and Jangle Fallacies

Gonzalez, O., MacKinnon, D. P. & Muniz, F. B., Jan 1 2020, (Accepted/In press) In : Multivariate Behavioral Research.

Research output: Contribution to journalArticle

1 Scopus citations

Latent Class Mediation: A Comparison of Six Approaches

Hsiao, Y. Y., Kruger, E. S., Lee Van Horn, M., Tofighi, D., MacKinnon, D. P. & Witkiewitz, K., 2020, (Accepted/In press) In : Multivariate Behavioral Research.

Research output: Contribution to journalArticle

Statistical Evaluation of Person-Oriented Mediation Using Configural Frequency Analysis

Smyth, H. L. & MacKinnon, D. P., Jan 1 2020, (Accepted/In press) In : Integrative Psychological and Behavioral Science.

Research output: Contribution to journalArticle

The Measurement of the Mediator and Its Influence on Statistical Mediation Conclusions

Gonzalez, O. & MacKinnon, D. P., 2020, (Accepted/In press) In : Psychological Methods.

Research output: Contribution to journalArticle

1 Scopus citations
2019

A Psychometric Analysis of the Brief Self-Control Scale

Manapat, P. D., Edwards, M. C., MacKinnon, D. P., Poldrack, R. A. & Marsch, L. A., Jan 1 2019, (Accepted/In press) In : Assessment.

Research output: Contribution to journalArticle

Open Access
1 Scopus citations

Evaluating the Factor Structure of Each Facet of the Five Facet Mindfulness Questionnaire

Pelham, W. E., Gonzalez, O., Metcalf, S. A., Whicker, C. L., Witkiewitz, K., Marsch, L. A. & Mackinnon, D. P., Jan 1 2019, (Accepted/In press) In : Mindfulness.

Research output: Contribution to journalArticle

Item Response Theory Analysis of the Five Facet Mindfulness Questionnaire and Its Short Forms

Pelham, W. E., Gonzalez, O., Metcalf, S. A., Whicker, C. L., Scherer, E. A., Witkiewitz, K., Marsch, L. A. & Mackinnon, D. P., Aug 15 2019, In : Mindfulness. 10, 8, p. 1615-1628 14 p.

Research output: Contribution to journalArticle

2 Scopus citations

Large-scale analysis of test–retest reliabilities of self-regulation measures

Zeynep Enkavi, A., Eisenberg, I. W., Bissett, P. G., Mazza, G. L., Mackinnon, D., Marsch, L. A. & Poldrack, R. A., 2019, In : Proceedings of the National Academy of Sciences of the United States of America. 116, 12, p. 5472-5477 6 p.

Research output: Contribution to journalArticle

53 Scopus citations

Mediation analysis with binary outcomes: Direct and indirect effects of pro-alcohol influences on alcohol use disorders

Feingold, A., Mackinnon, D. & Capaldi, D. M., Jul 2019, In : Addictive Behaviors. 94, p. 26-35 10 p.

Research output: Contribution to journalArticle

5 Scopus citations

Right measures for the research question

Zeynep Enkavi, A., Eisenberg, I. W., Bissett, P. G., Mazza, G. L., MacKinnon, D. P., Marsch, L. A. & Poldrack, R. A., Dec 3 2019, In : Proceedings of the National Academy of Sciences of the United States of America. 116, 49, p. 24398-24399 2 p.

Research output: Contribution to journalLetter

2 Scopus citations

Sensitivity Analysis of the No-Omitted Confounder Assumption in Latent Growth Curve Mediation Models

Tofighi, D., Hsiao, Y. Y., Kruger, E. S., Mackinnon, D., Van Horn, M. L. & Witkiewitz, K., Jan 2 2019, In : Structural Equation Modeling. 26, 1, p. 94-109 16 p.

Research output: Contribution to journalArticle

3 Scopus citations

The (Lack of) Replication of Self-Reported Mindfulness as a Mechanism of Change in Mindfulness-Based Relapse Prevention for Substance Use Disorders

Hsiao, Y. Y., Tofighi, D., Kruger, E. S., Lee Van Horn, M., Mackinnon, D. & Witkiewitz, K., Apr 15 2019, In : Mindfulness. 10, 4, p. 724-736 13 p.

Research output: Contribution to journalArticle

3 Scopus citations

The Correspondence Between Causal and Traditional Mediation Analysis: the Link Is the Mediator by Treatment Interaction

MacKinnon, D. P., Valente, M. J. & Gonzalez, O., Jan 1 2019, (Accepted/In press) In : Prevention Science.

Research output: Contribution to journalArticle

3 Scopus citations

Uncovering the structure of self-regulation through data-driven ontology discovery

Eisenberg, I. W., Bissett, P. G., Zeynep Enkavi, A., Li, J., MacKinnon, D. P., Marsch, L. A. & Poldrack, R. A., Dec 1 2019, In : Nature communications. 10, 1, 2319.

Research output: Contribution to journalArticle

Open Access
29 Scopus citations
2018

A Bifactor Approach to Model Multifaceted Constructs in Statistical Mediation Analysis

Gonzalez, O. & Mackinnon, D., Feb 1 2018, In : Educational and Psychological Measurement. 78, 1, p. 5-31 27 p.

Research output: Contribution to journalArticle

7 Scopus citations

Applying novel technologies and methods to inform the ontology of self-regulation

Eisenberg, I. W., Bissett, P. G., Canning, J. R., Dallery, J., Enkavi, A. Z., Whitfield-Gabrieli, S., Gonzalez, O., Green, A. I., Greene, M. A., Kiernan, M., Kim, S. J., Li, J., Lowe, M. R., Mazza, G. L., Metcalf, S. A., Onken, L., Parikh, S. S., Peters, E., Prochaska, J. J., Scherer, E. A. & 7 others, Stoeckel, L. E., Valente, M. J., Wu, J., Xie, H., Mackinnon, D., Marsch, L. A. & Poldrack, R. A., Feb 2018, In : Behaviour Research and Therapy. 101, p. 46-57 12 p.

Research output: Contribution to journalArticle

17 Scopus citations

A Tutorial in Bayesian Potential Outcomes Mediation Analysis

Miočević, M., Gonzalez, O., Valente, M. J. & Mackinnon, D., Jan 2 2018, In : Structural Equation Modeling. 25, 1, p. 121-136 16 p.

Research output: Contribution to journalArticle

9 Scopus citations

Benchmark validation of statistical models: Application to mediation analysis of imagery and memory

Mackinnon, D., Valente, M. J. & Wurpts, I. C., Dec 2018, In : Psychological Methods. 23, 4, p. 654-671 18 p.

Research output: Contribution to journalArticle

2 Scopus citations

Bias, Type I Error Rates, and Statistical Power of a Latent Mediation Model in the Presence of Violations of Invariance

Olivera-Aguilar, M., Rikoon, S. H., Gonzalez, O., Kisbu-Sakarya, Y. & Mackinnon, D., Jun 1 2018, In : Educational and Psychological Measurement. 78, 3, p. 460-481 22 p.

Research output: Contribution to journalArticle

3 Scopus citations
29 Scopus citations

Statistical properties of four effect-size measures for mediation models

Miočević, M., O'Rourke, H., Mackinnon, D. & Brown, H. C., Feb 1 2018, In : Behavior Research Methods. 50, 1, p. 285-301 17 p.

Research output: Contribution to journalArticle

34 Scopus citations

Tutorial: The practical application of longitudinal structural equation mediation models in clinical trials

Goldsmith, K. A., Mackinnon, D., Chalder, T., White, P. D., Sharpe, M. & Pickles, A., Jun 2018, In : Psychological Methods. 23, 2, p. 191-207 17 p.

Research output: Contribution to journalArticle

8 Scopus citations
2017

Comparing Models of Change to Estimate the Mediated Effect in the Pretest–Posttest Control Group Design

Valente, M. J. & Mackinnon, D., May 4 2017, In : Structural Equation Modeling. 24, 3, p. 428-450 23 p.

Research output: Contribution to journalArticle

26 Scopus citations

Confounding in statistical mediation analysis: What it is and how to address it

Valente, M. J., Pelham, W. E., Smyth, H. & Mackinnon, D., Nov 2017, In : Journal of counseling psychology. 64, 6, p. 659-671 13 p.

Research output: Contribution to journalArticle

16 Scopus citations

Family Support and Family Negativity as Mediators of the Relation between Acculturation and Postpartum Weight in Low-Income Mexican-Origin Women

Jewell, S. L., Letham-Hamlett, K., Hanna Ibrahim, M., Luecken, L. & Mackinnon, D., Dec 1 2017, In : Annals of Behavioral Medicine. 51, 6, p. 856-867 12 p.

Research output: Contribution to journalArticle

Maternal acculturation and the growth of impoverished Mexican American infants

Luecken, L., Jewell, S. L. & Mackinnon, D., Feb 1 2017, In : Obesity. 25, 2, p. 445-451 7 p.

Research output: Contribution to journalArticle

6 Scopus citations

Power in Bayesian Mediation Analysis for Small Sample Research

Miočević, M., Mackinnon, D. & Levy, R., Sep 3 2017, In : Structural Equation Modeling. 24, 5, p. 666-683 18 p.

Research output: Contribution to journalArticle

14 Scopus citations
2016

A Note on Testing Mediated Effects in Structural Equation Models: Reconciling Past and Current Research on the Performance of the Test of Joint Significance

Valente, M. J., Gonzalez, O., Miočević, M. & Mackinnon, D., Dec 1 2016, In : Educational and Psychological Measurement. 76, 6, p. 889-911 23 p.

Research output: Contribution to journalArticle

14 Scopus citations

A statistical method for synthesizing mediation analyses using the product of coefficient approach across multiple trials

Huang, S., Mackinnon, D., Perrino, T., Gallo, C., Cruden, G. & Brown, C. H., Nov 1 2016, In : Statistical Methods and Applications. 25, 4, p. 565-579 15 p.

Research output: Contribution to journalArticle

5 Scopus citations

Design approaches to experimental mediation

Pirlott, A. G. & Mackinnon, D., Sep 1 2016, In : Journal of Experimental Social Psychology. 66, p. 29-38 10 p.

Research output: Contribution to journalArticle

72 Scopus citations

Empiric validation of a process for behavior change

Elliot, D. L., Goldberg, L., Mackinnon, D., Ranby, K. W., Kuehl, K. S. & Moe, E. L., Sep 1 2016, In : Translational behavioral medicine. 6, 3, p. 449-456 8 p.

Research output: Contribution to journalArticle

4 Scopus citations

Mediation analysis with survival outcomes: Accelerated failure time vs. proportional hazards models

Gelfand, L. A., Mackinnon, D., DeRubeis, R. J. & Baraldi, A. N., Mar 30 2016, In : Frontiers in Psychology. 7, MAR, 423.

Research output: Contribution to journalArticle

13 Scopus citations

Monte Carlo Confidence Intervals for Complex Functions of Indirect Effects

Tofighi, D. & Mackinnon, D., Mar 3 2016, In : Structural Equation Modeling. 23, 2, p. 194-205 12 p.

Research output: Contribution to journalArticle

29 Scopus citations

Prediction of postpartum weight in low-income mexican-origin women from childhood experiences of abuse and family conflict

Luecken, L., Jewell, S. L. & Mackinnon, D., Nov 1 2016, In : Psychosomatic Medicine. 78, 9, p. 1104-1113 10 p.

Research output: Contribution to journalArticle

7 Scopus citations

Self-regulation interventions to reduce consumption of sugar-sweetened beverages in adolescents

Ames, S. L., Wurpts, I. C., Pike, J. R., Mackinnon, D., Reynolds, K. R. & Stacy, A. W., Oct 1 2016, In : Appetite. 105, p. 652-662 11 p.

Research output: Contribution to journalArticle

9 Scopus citations

The Combined Effects of Measurement Error and Omitting Confounders in the Single-Mediator Model

Fritz, M. S., Kenny, D. A. & Mackinnon, D., Sep 2 2016, In : Multivariate Behavioral Research. 51, 5, p. 681-697 17 p.

Research output: Contribution to journalArticle

29 Scopus citations

The SHIELD (safety & health improvement: Enhancing law enforcement departments) study mixed methods longitudinal findings

Kuehl, K. S., Elliot, D. L., Mackinnon, D., O'Rourke, H., DeFrancesco, C., Miocevic, M., Valente, M., Sleigh, A., Garg, B., McGinnis, W. & Kuehl, H., 2016, In : Journal of Occupational and Environmental Medicine. 58, 5, p. 492-498 7 p.

Research output: Contribution to journalArticle

9 Scopus citations
2015
13 Scopus citations

Effects of a combined parent-student alcohol prevention program on intermediate factors and adolescentsa' drinking behavior: A sequential mediation model

Koning, I. M., Maric, M., Mackinnon, D. & Vollebergh, W. A. M., Aug 1 2015, In : Journal of Consulting and Clinical Psychology. 83, 4, p. 719-727 9 p.

Research output: Contribution to journalArticle

12 Scopus citations

Effects of prenatal factors and temperament on infant cortisol regulation in low-income Mexican American families

Luecken, L., Mackinnon, D., Jewell, S. L., Crnic, K. & Gonzales, N., Dec 1 2015, In : Developmental psychobiology. 57, 8, p. 961-973 13 p.

Research output: Contribution to journalArticle

11 Scopus citations

Increasing Statistical Power in Mediation Models Without Increasing Sample Size

Fritz, M. S., Cox, M. G. & Mackinnon, D., Sep 18 2015, In : Evaluation and the Health Professions. 38, 3, p. 343-366 24 p.

Research output: Contribution to journalArticle

15 Scopus citations

Mediating Variable

Mackinnon, D., Mar 26 2015, International Encyclopedia of the Social & Behavioral Sciences: Second Edition. Elsevier Inc., p. 64-69 6 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

1 Scopus citations
24 Scopus citations

Statistical Approaches for Enhancing Causal Interpretation of the M to Y Relation in Mediation Analysis

Mackinnon, D. & Pirlott, A. G., Feb 14 2015, In : Personality and Social Psychology Review. 19, 1, p. 30-43 14 p.

Research output: Contribution to journalArticle

85 Scopus citations

When the test of mediation is more powerful than the test of the total effect

O'Rourke, H. & Mackinnon, D., Jun 1 2015, In : Behavior Research Methods. 47, 2, p. 424-442 19 p.

Research output: Contribution to journalArticle

37 Scopus citations