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Clarifying conditions and decision points for mediational type inferences in Organizational Behavior
Abstract
Although mediational designs and analyses are quite popular in Organizational Behavior research, there is much confusion surrounding the basis of causal inferences. We review theoretical, research design, and construct validity issues that are important for drawing inferences from mediational analyses. We then distinguish between indirect effects, and partial and full mediational hypotheses and outline decision points for drawing inferences of each type. An empirical illustration is provided using structural equation modeling (SEM) techniques, and we discuss extensions and directions for future research. Copyright © 2006 John Wiley & Sons, Ltd.
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“The use of one data collection point, which the change scores function as, means that causality cannot be asserted (Kazdin, 2007; Mathieu & Taylor, 2006).”
From Testing Mindfulness Mechanisms of Action on the Stress and Burnout of Social Workers (2024) · cites this paper as Mathieu & Taylor, 2006
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“To test indirect effects in structural equation models a “saturated” model which includes all direct and indirect paths is tested and then the total and indirect effects are examined for significance (Mathieu and Taylor, 2006).”
BackgroundDiversity training: examining minority employees' organizational attitudes
Waight, J., & Madera, J. M. (2011) · Worldwide Hospitality and Tourism Themes · doi:10.1108/17554211111162471 · Cited by 34
“Following recommendations for mediation ( James et al., 2006; Mathieu and Taylor, 2006) an alternative model was tested, which included a direct path from diversity training to turnover intentions (i.”
MethodSauceda, J. A., Wiebe, J. S., & Simoni, J. M. (2014) · Journal of Health Psychology · doi:10.1177/1359105314546341 · Cited by 35
“Second, we must also recognize the limitations from the temporal assumption we are making with regard to the order of our variables in our model (Mathieu and Taylor, 2006).”
BackgroundYáñez‐Araque, B., Hernández‐Perlines, F., & Moreno‐García, J. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.01532 · Cited by 35
“Mathieu and Taylor (2006) define mediation in terms of understanding how some antecedent variable (X = training) affects a criterion variable (Y = organizational performance) as transmitted through a mediating variable (M = ACAP).”
BackgroundWu, J., Li, X., Gao, B. W., & Su, X. (2020) · SAGE Open · doi:10.1177/2158244020914559 · Cited by 36
On Partial Versus Full Mediation and the Importance of Effect Sizes
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“…mediation is said to occur when both the indirect effect and c ′ are significantly different from zero, and full statistical mediation is said to be indicated when the indirect effect is significantly different from zero but c ′ is not (e.g., Little et al., 2007; Mathieu & Taylor, 2006).”
Organizational rationality and project management
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“Indirect effects are a special form of intervening effects whereby the predictor and the dependent variable are not related directly, but they are indirectly related through significant relationships with a linking mechanism (Mathieu and Taylor 2006).”
BackgroundXie, B., Zhou, W., Xia, D., & Guo, Y. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.00905 · Cited by 34
Li, X., Su, X., Hu, X., & Yao, L. (2019) · Journal of Travel & Tourism Marketing · doi:10.1080/10548408.2019.1683486 · Cited by 33
“Mathieu and Taylor (2006) suggest that the e ff ect is signi fi cant if the 95% con fi dence interval (CI) denoted by the lower and upper bounds excludes the value of 0.”
BackgroundBrendgen, M. R., Girard, A., Vitaro, F., Dionne, G., & Boivin, M. (2013) · Research on Child and Adolescent Psychopathology · doi:10.1007/s10802-013-9807-z · Cited by 38
“Indirect effects were estimated using the classical product of coefficients approach (Hayes 2009; Mathieu and Taylor 2006), i.e., the multiplicative term of a (the effect of genetic risk on physical aggression) and b (the effect of physical aggression on victimization).”
MethodExploring residents’ helping and tolerant behavior through the lens of cultural intelligence
Li, X., Xie, J., Feng, Z., & Chan, H. (2022) · Journal of Hospitality and Tourism Management · doi:10.1016/j.jhtm.2022.02.008 · Cited by 37
Suárez-Albanchez, J., Gutiérrez-Broncano, S., Estévez, P. J., & Resino, J. J. B. (2022) · Cogent Social Sciences · doi:10.1080/23311886.2022.2051790 · Cited by 32
“…of modifying the influence of a preceding or independent variable (Perceived Organizational Support in our model) on a dependent or predecessor variable (Turnover Intention in our case), significantly modifying the magnitude of the relationship between these two variables (Mathieu & Taylor, 2006).”
BackgroundMohaghegh, F., Zaim, H., Dženopoljac, V., Dženopoljac, A., & Bontis, N. (2024) · Knowledge and Process Management · doi:10.1002/kpm.1777 · Cited by 32
Boonen, T., Speybroeck, S., de Bilde, J., Lamote, C., Damme, J. V., & Onghena, P. (2013) · British Educational Research Journal · doi:10.1002/berj.3090 · Cited by 32
Reflexiones sobre el modelo de mediación estadística de Baron y Kenny.
Pardo, A., & Román, M. L. (2013) · Anales de Psicología · doi:10.6018/analesps.29.2.139241 · Cited by 105
Thủy, N. T. T., & Phinaitrup, B.-A. (2021) · International Journal of Public Administration · doi:10.1080/01900692.2021.1995747 · Cited by 32
“According to Mathieu and Taylor (2006), an indirect effect is considered a form of an intervening effect where the predictors and dependent variable are”
BackgroundSetting high expectations is not enough
Audenaert, M., Decramer, A., Lange, T., & Vanderstraeten, A. (2016) · International Journal of Manpower · doi:10.1108/ijm-12-2015-0201 · Cited by 32
“We follow procedures for multilevel models because of multilevel linkages in the hypotheses (Hox, 2010), and – in line with previous practice - adopt a staged approach for establishing mediation (Mathieu and Taylor, 2006).”
MethodKuvaas, B., & Dysvik, A. (2010) · Economic and Industrial Democracy · doi:10.1177/0143831x10371990 · Cited by 31
“Instead, we wanted to avoid highly correlated items that would raise the question of whether different constructs are assessed (Mathieu and Taylor, 2006).”
BackgroundMethodMadera, J. M., Dawson, M., & Neal, J. A. (2017) · Journal of Human Resources in Hospitality & Tourism · doi:10.1080/15332845.2017.1253442 · Cited by 30
“An alternative model to test the robustness of the hypothesized model was examined following the recommendations for mediation models (Mathieu & Taylor, 2006).”
MethodCarvalho, V. S., & Chambel, M. J. (2017) · Armed Forces & Society · doi:10.1177/0095327x17698121 · Cited by 31
“By performing the CFA, we aimed to analyze the extent to which the measures of the different constructs analyzed are empirically distinguishable (Mathieu and Taylor, 2006).”
MethodTeacher Collaboration as a Mediator for Strategic Leadership and Teaching Quality
Ismail, S. N., Kanesan, A. G., & Muhammad, F. (2018) · International Journal of Instruction · doi:10.12973/iji.2018.11430a · Cited by 31
“According to Mathieu and Taylor (2006), if the independent variable with the mediator and without the mediator is significant but the beta value of the coefficient (β) increases, then the mediator does not exist.”
BackgroundOkan, T., & Akyüz, A. M. (2015) · Business and Economics Research Journal · Cited by 31
Sartore-Baldwin, M. L., & Walker, M. (2011) · Journal of Sport Management · doi:10.1123/jsm.25.5.489 · Cited by 31
Aslam, M. S., Qammar, A., Ali, I., Yaqub, M. Z., Ahmed, F., & Mohapatra, A. K. (2024) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2024.123460 · Cited by 30
Singhry, H. B., Rahman, A. B. A., & Imm, N. S. (2015) · The International Journal of Advanced Manufacturing Technology · doi:10.1007/s00170-015-8219-3 · Cited by 30
“The hypotheses in this study are tested based on the four-stage mediation conditions of Baron and Kenny [51] and Mathieu and Taylor [52].”
MethodEmotional intelligence and job performance: The mediating role of work-family balance
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“Numerous approaches and statistical methods have been offered to test for meditational effects (Mathieu & Taylor, 2006).”
BackgroundMindfulness Beyond the Individual: Spillover and Crossover Effects in Working Couples
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“Mediators in theoretical models play the role of elucidating underlying mechanisms linking antecedents and their consequences (Mathieu & Taylor, 2006; Ro, 2012).”
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“However, if the total effect c is not significant, but the indirect effect ab is significant, the effect is considered an indirect effect and not a mediation [21].”
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Meneghetti, C., Zancada-Menéndez, C., Sampedro‐Piquero, P., López, L., Martinelli, M., Ronconi, L., & Rossi, B. (2016) · Learning and Individual Differences · doi:10.1016/j.lindif.2016.07.002 · Cited by 34
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Impact of Trust and Satisfaction on the Commitment-Withdrawal Relationship
Chow, P. T., Cheung, S. O., & Wa, Y. K. (2014) · Journal of Management in Engineering · doi:10.1061/(asce)me.1943-5479.0000331 · Cited by 28
Why do employees respond to hospitality talent management
Murillo, E., & King, C. (2019) · International Journal of Contemporary Hospitality Management · doi:10.1108/ijchm-10-2018-0871 · Cited by 31
The presence of the past. Historical rooting of national identity and current group dynamics
Smeekes, A. (2009) · Utrecht University Repository (Utrecht University) · Cited by 28
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Relationship commitment and value creation in sponsorship relationships
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“In line with Mathieu and Taylor (2006), the present study’s model makes assumptions that are part of robust theoretical constructs well established in the scientific community, uses operationalized concepts with precise construct validity, and is not too complex, consisting of only five variables,…”
Affum‐Osei, E., Asante, E. A., Forkouh, S. K., & Abdul-Nasiru, I. (2019) · Journal of Personal Selling and Sales Management · doi:10.1080/08853134.2019.1594241 · Cited by 34
Reemployment crafting: Proactively shaping one’s job search.
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“The model showed a better fit than the originally proposed model and the direct-only model, 2(90) 197,79, CFI 0.95, TLI 0.92, IFI 0.95, RMSEA 0.09, AIC 394.79 (Mathieu & Taylor, 2006).”
MethodInfluentialMartel, M. J. S., & Martín‐Santana, J. D. (2021) · Psicologí a Educativa · doi:10.5093/psed2021a12 · Cited by 27
“In order to demonstrate the existence of a partial mediation model explaining an indirect additional effect of emotional regulation on negative burnout and professional efficacy through PWB, the procedure established by Mathieu and Taylor (2006) was followed.”
MethodThe impact of CEO’s attributes on R&D intensity and ESG practices
E-Vahdati, S., & Binesh, F. (2021) · Spanish Journal of Finance and Accounting / Revista Española de Financiación y Contabilidad · doi:10.1080/02102412.2021.1944459 · Cited by 27
“Nonetheless, the relationship between ESG practice and R&D intensity is significant, suggesting an indirect effect (Mathieu & Taylor, 2006), which means ESG practice positively influences company R&D intensity.”
BackgroundInfluentialThe role of political tactics on the organizational context–career success relationship
Kapoutsis, I., Papalexandris, A., Thanos, I. C., & Nikolopoulos, A. G. (2011) · The International Journal of Human Resource Management · doi:10.1080/09585192.2011.610345 · Cited by 28
“In studies testing mediation, the assumed mediators and effects should be temporally separated by an appropriate interval (Mathieu and Taylor 2006), since the influence of causes on mediators and effects is typically not instantaneous (Stone-Romero and Rosopa 2008).”
BackgroundMiller, T. L., Triana, M. D. C., Reutzel, C. R., & Certo, S. T. (2007) · Research methodology in strategy and management · doi:10.1016/s1479-8387(07)04010-6 · Cited by 27
From the Bedroom to the Office: Workplace Spillover Effects of Sexual Activity at Home
Leavitt, K., Barnes, C. M., Watkins, T., & Wagner, D. T. (2017) · Journal of Management · doi:10.1177/0149206317698022 · Cited by 30
“Because we did not find evidence of a significant direct effect between sex and engagement, any intermediated effect between the two would be considered an indirect effect, rather than mediation which is a special form of indirect effect (Mathieu & Taylor, 2006).”
BackgroundBaas, M., Nijstad, B. A., Koen, J., Boot, N. C., & Dreu, C. K. W. D. (2019) · Psychology of Aesthetics Creativity and the Arts · doi:10.1037/aca0000223 · Cited by 30
Jocson, R. M., Alampay, L. P., & Lansford, J. E. (2012) · International Journal of Behavioral Development · doi:10.1177/0165025411428249 · Cited by 29
“…for mothers does not compromise the hypothesized indirect relation, however, as current perspectives on models of indirect effects do not require establishing a direct relation between the predictor and criterion variable (see Hayes, 2009; Mathieu & Taylor, 2006; Preacher & Hayes, 2004).”
BackgroundMediating effect of employee’s commitment on workplace spirituality and executive’ssales performance
Rahman, M. S., Zaman, M. H., Hossain, M. A., Mannan, M., & Hassan, H. (2019) · Journal of Islamic marketing · doi:10.1108/jima-02-2018-0024 · Cited by 26
Kerr, J. I., Naegelin, M., Weibel, R. P., Ferrario, A., Marca, R. L., von Wangenheim, F., Hölscher, C., & Schinazi, V. R. (2020) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2020.104837 · Cited by 26
“A mediating variable can play an explanatory role even in the absence of a prior established association between the independent and dependent variables (Mathieu and Taylor, 2006).”
BackgroundMastering new technologies: does it relate to teleworkers’ (in)voluntariness and well-being?
Dias, P. C., Lopes, S., & Peixoto, R. (2022) · Journal of Knowledge Management · doi:10.1108/jkm-01-2021-0003 · Cited by 32
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“Brand innovativeness in a financial service industry is positively related to purchase intentions and re-purchase intentions (Mathieu and Taylor 2006).”
BackgroundMortensen, J. A., & Barnett, M. A. (2015) · Marriage & Family Review · doi:10.1080/01494929.2014.955937 · Cited by 26
“This finding suggests that despite no direct association between economic hardship and harsh parenting practices, these variables may be linked in a causal chain (Mathieu & Taylor, 2006).”
BackgroundImproving cognition by adherence to physical or mental exercise: A moderated mediation analysis
Evers, A., Klusmann, V., Schwarzer, R., & Heuser, I. (2011) · Aging & Mental Health · doi:10.1080/13607863.2010.543657 · Cited by 26
“If X and Y are not associated directly, they may be related indirectly through the intervening variable M; this would be termed an indirect effect (Mathieu & Taylor, 2006).”
BackgroundOsei-Frimpong, K. (2016) · International Journal of Pharmaceutical and Healthcare Marketing · doi:10.1108/ijphm-01-2016-0005 · Cited by 26
Marketing culture to service climate: the influence of employee control and flexibility
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Gustafsson, H., Doyle, C., Gilchrist, M., Werner, E. A., & Monk, C. E. (2016) · Development and Psychopathology · doi:10.1017/s0954579416000997 · Cited by 27
“…investigators not require a significant total effect before proceeding with tests of mediation; Hayes, 2009; Mackinnon, Krull, & Lockwood, 2000; Mathieu & Taylor, 2006; Rucker, Preacher, Tormala, & Petty, 2011; Shrout & Bolger, 2002), we proceeded to test whether there was an indirect effect…”
BackgroundNi, Y., Wen, Y., Xu, Y., He, L., & You, G.-Y. (2023) · Frontiers in Public Health · doi:10.3389/fpubh.2023.1123580 · Cited by 25
“Both the direct and total effects were examined based on Mathieu and Taylor’s suggestions (36).”
BackgroundÇetin, M. (2019) · International Journal for the Psychology of Religion · doi:10.1080/10508619.2019.1580092 · Cited by 30
“One of the conditions for mediation “temporal precedence” (see Mathieu & Taylor, 2006) is not assured for the association between religious participation and social inclusion.”
BackgroundThe impact of contingency fit on organisational performance: an empirical study
Amhalhal, A. M. A., Anchor, J. R., Tipi, N. S., & Elgazzar, S. H. (2021) · International Journal of Productivity and Performance Management · doi:10.1108/ijppm-01-2021-0016 · Cited by 27
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“Therefore, each path from X to M and M to Y, respectively, is laced with uncertain intervention events that can attempt to confound the inference of causality in a given EDM considering the already existing inherent time lag (Mathieu & Taylor, 2006).”
BackgroundRe-conceptualizing absorptive capacity: The importance of teams as a meso-level context
Yildiz, H. E., Murtic, A., & Zander, U. (2023) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2023.123039 · Cited by 33
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Crockett, K. B., Entler, K. J., Brodie, E., Kempf, M.-C., Konkle‐Parker, D. J., Wilson, T. E., Tien, P. C., Wingood, G. M., Neilands, T. B., Johnson, M. O., et al. (2020) · JAIDS Journal of Acquired Immune Deficiency Syndromes · doi:10.1097/qai.0000000000002268 · Cited by 25
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“Given that a simple mediation model depicts a causal relationship between independent and dependent variables via the inclusion of a mediator (Mathieu and Taylor, 2006), the authors argue (Figure 1A) that young children’s smartphone addiction proneness increases parents’ self-assessment of smartphone use (i.”
Brouer, R. L., Gallagher, V. C., & Badawy, R. (2015) · Journal of Business and Psychology · doi:10.1007/s10869-015-9426-5 · Cited by 26
The Impact of Financial Literacy on Household Health Investment: Empirical Evidence from China
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“Therefore, many scholars use health behavior as a proxy variable for health awareness [47,48].”
BackgroundImpact of Depression and Anxiety on the Quality of Life of Constipated Patients
Albiani, J. J., Hart, S. L., Katz, L., Berian, J. R., del Rosario, A., Lee, J. W., & Varma, M. G. (2012) · Journal of Clinical Psychology in Medical Settings · doi:10.1007/s10880-012-9306-3 · Cited by 24
“In bootstrapping analyses, mediation is determined when CI does not cross zero and a significant relationship is observed between the predictor and the outcome variable (Hayes, 2009; Mathieu & Taylor, 2006).”
BackgroundLearning behaviors across levels in new ventures and innovation outcomes
West, G. P., & Gemmell, R. M. (2018) · Journal of Small Business Management · doi:10.1111/jsbm.12484 · Cited by 29
Thought self-leadership and effectiveness in self-management teams
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Dawson, M., Madera, J. M., Neal, J. A., & Chen, J. (2012) · Journal of Hospitality & Tourism Research · doi:10.1177/1096348012461552 · Cited by 24
“An alternative model to test the robustness of the hypothesized model was examined following the recommendations for mediation models (Mathieu & Taylor, 2006).”
MethodPalacio, A. B., & Martín‐Santana, J. D. (2017) · European Journal of Management and Business Economics · doi:10.1108/ejmbe-07-2017-014 · Cited by 24
“This measurement model shows a very satisfactory adjustment since the value of CFI is higher than 0.95 and the value of RMSEA does not exceed the recommended maximum of 0.08 (Mathieu and Taylor, 2006).”
MethodInfluentialJiskoot, G., de Loos, A. D., Timman, R., Beerthuizen, A., Laven, J., & Busschbach, J. (2022) · Journal of Eating Disorders · doi:10.1186/s40337-022-00593-y · Cited by 23
“The significance of the mediated effect is given by [50]:”
BackgroundSport identification and employee pride: key factors in sport employee psychology
Swanson, S., & Kent, A. (2017) · International Journal of Sport Management and Marketing · doi:10.1504/ijsmm.2017.083986 · Cited by 23
“…also indicated that sport employee pride partially mediated the relationship between sport identification and the outcomes (Baron and Kenny, 1986; Mathieu and Taylor, 2006), with both sets of indirect effects being significant in the model (job satisfaction β = .04, Sobel = 3.8, SE= .01, p <…”
InfluentialFox, B. C., Şimşek, Z., & Heavey, C. (2021) · Academy of Management Journal · doi:10.5465/amj.2019.0734 · Cited by 24
Wang, Y., Toseef, M., & Gong, Y. (2021) · Information · doi:10.3390/info12060237 · Cited by 23
“The fit indices are found well matched with the cutoff value of CFA, CFI, IFI, TLI, and RMSEA that is less than 0.8 [99–101] for the constructs.”
BackgroundInfluentialHigh-performance work systems (HPWS) and individual performance: The mediating role of commitment
Fragoso, P., Chambel, M. J., & Castanheira, F. (2021) · Military Psychology · doi:10.1080/08995605.2021.2010429 · Cited by 35
“…performance; however, H4a is refuted because there is no direct relationship between HPWS and counterproductive performance, and although we cannot talk about mediation, we observe that there is an indirect effect of HPWS and this dimension of performance through the AC (Mathieu & Taylor, 2006).”
BackgroundCao, Q. R., Elking, I., & Gu, V. C. (2022) · The International Journal of Logistics Management · doi:10.1108/ijlm-04-2022-0153 · Cited by 23
Kailasapathy, P., & Jayakody, J. A. S. K. (2017) · The International Journal of Human Resource Management · doi:10.1080/09585192.2016.1276091 · Cited by 23
Martel, M. J. S., & Martín‐Santana, J. D. (2019) · Educación XX1 · doi:10.5944/educxx1.22514 · Cited by 40
Yang, J. (2007) · Journal of Occupational and Organizational Psychology · doi:10.1348/096317907x203742 · Cited by 23
Digitization path to improve ESG performance: A study on organizational perspectives
Zhao, F., Han, Z., & Wang, L. (2024) · PLoS ONE · doi:10.1371/journal.pone.0313686 · Cited by 22
Nimon, K., & Astakhova, M. N. (2015) · Human Resource Development Quarterly · doi:10.1002/hrdq.21219 · Cited by 21
“Because an indirect effect is still plausible in the absence of an association between X and Y (Hayes, 2009; Mathieu & Taylor, 2006), some studies offer three (instead of four) hypotheses (no formal hypothesis for the relationship between X and Y) (e.g., Sommer & Kulkarni, 2012).”
BackgroundRest-Related Dynamics of Risk and Protective Factors for Depression
Marchetti, I., Koster, E. H. W., & Raedt, R. D. (2013) · Clinical Psychological Science · doi:10.1177/2167702613489668 · Cited by 23
“This type of statistical model is defined as an indirect effect model (Mathieu & Taylor, 2006).”
Stewart, W. H., Peake, W. O., & Ingram, A. E. (2021) · Journal of Small Business Management · doi:10.1080/00472778.2021.1951279 · Cited by 23
“Consistent with how stable individual differences may influence efficacy expectations (Mathieu & Taylor, 2006), we proffer that the basic self-concept appraisals of CSE influence the level of confidence in the more domain-specific form of self-efficacy proposed in our model.”
BackgroundLeaders' social media usage intentions for in‐bound customer communications
Milewicz, C., & Saxby, C. L. (2013) · Management Research Review · doi:10.1108/mrr-03-2012-0049 · Cited by 22
O’Neill, T., & Allen, N. J. (2011) · Small Group Research · doi:10.1177/1046496411426485 · Cited by 22
Olsén, M., & Roxenhall, T. (2016) · International Journal of Innovation Management · doi:10.1142/s1363919617500372 · Cited by 24
Déniz, M. D. L. C. D., Suárez, M. K. C., & Martín‐Santana, J. D. (2017) · Business Ethics A European Review · doi:10.1111/beer.12155 · Cited by 22
Singh, R. P., Singh, R. K., & Banerji, D. (2018) · Journal of Business and Industrial Marketing · doi:10.1108/jbim-10-2016-0236 · Cited by 22
Khilji, S. E., Zeidman, N., Drory, A., Tirmizi, A., & Srinivas, E. S. (2010) · International Business Review · doi:10.1016/j.ibusrev.2010.03.003 · Cited by 22
A Multilevel Examination of the Impact of Team Interpersonal Processes
Killumets, E., D’Innocenzo, L., Maynard, M. T., & Mathieu, J. E. (2015) · Small Group Research · doi:10.1177/1046496415573631 · Cited by 26
Self-citation
Metadata
- Authors
- Mathieu, J. E., & Taylor, S. R.
- Affiliations
- University of Connecticut (US)
- Corresponding author
- Mathieu, John E.
- Venue
- Journal of Organizational Behavior
- Publisher
- Wiley
- Published
- 2006-09-07
- Volume
- 27
- Issue
- 8
- Pages
- 1031-1056
- ISSN
- 0894-3796 (ISSN-L)
- 1099-1379
- OpenAlex
- W2127597797
- Cited by
- 961
- References
- 79
- Citations by year
- 2026: 20 · 2025: 27 · 2024: 34 · 2023: 41 · 2022: 59 · 2021: 52 · 2020: 42 · 2019: 62 · 2018: 52 · 2017: 65 · 2016: 61 · 2015: 66 · 2014: 65 · 2013: 82 · 2012: 63
- FWCI
- 19.92
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Organizational Behavior (publishedVersion)
- Funders
- Old Dominion University
- Topics
- Physical Sciences › Mathematics › Statistics and Probability › Advanced Causal Inference Techniques
- Social Sciences › Business, Management and Accounting › Organizational Behavior and Human Resource Management › Job Satisfaction and Organizational Behavior
- Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
- Keywords
- mediation analysis, causal inference, indirect effects, partial mediation, construct validity, research design, structural equation modeling, organizational behavior
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