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Volumn 10, Issue 3, 2016, Pages 150-163

On the (In)Validity of Tests of Simple Mediation: Threats and Solutions

Author keywords

[No Author keywords available]

Indexed keywords

HUMAN; MODEL; PSYCHOLOGY; STATISTICAL MODEL; VALIDITY;

EID: 84959357910     PISSN: None     EISSN: 17519004     Source Type: Journal    
DOI: 10.1111/spc3.12237     Document Type: Article
Times cited : (72)

References (62)
  • 2
    • 0023020183 scopus 로고
    • The moderator-mediator variable distinction in social psychological research: Conceptual, strategic, and statistical considerations
    • Baron, R. M., & Kenny, D. A. (1986). The moderator-mediator variable distinction in social psychological research: Conceptual, strategic, and statistical considerations. Journal of Personality and Social Psychology, 51, 1173-1182. doi: 10.1037/0022-3514.51.6.1173
    • (1986) Journal of Personality and Social Psychology , vol.51 , pp. 1173-1182
    • Baron, R.M.1    Kenny, D.A.2
  • 3
    • 33745700800 scopus 로고    scopus 로고
    • 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). Conceptualizing and testing random indirect effects and moderated mediation in multilevel models: New procedures and recommendations. Psychological Methods, 11, 142-163. doi: 10.1037/1082-989X.11.2.142
    • (2006) Psychological Methods , vol.11 , pp. 142-163
    • Bauer, D.J.1    Preacher, K.J.2    Gil, K.M.3
  • 4
    • 77955579027 scopus 로고    scopus 로고
    • Testing model nesting and equivalence
    • Bentler, P. M., & Satorra, A. (2010). Testing model nesting and equivalence. Psychological Methods, 15, 111-123. doi: 10.1037/a0019625
    • (2010) Psychological Methods , vol.15 , pp. 111-123
    • Bentler, P.M.1    Satorra, A.2
  • 5
    • 77955902330 scopus 로고    scopus 로고
    • Assessing mediational models: Testing and interval estimation for indirect effects
    • Biesanz, J. C., Falk, C. F., & Savalei, V. (2010). Assessing mediational models: Testing and interval estimation for indirect effects. Multivariate Behavioral Research, 45, 661-701. doi: 10.1080/00273171.2010.498292
    • (2010) Multivariate Behavioral Research , vol.45 , pp. 661-701
    • Biesanz, J.C.1    Falk, C.F.2    Savalei, V.3
  • 7
    • 84935506926 scopus 로고
    • Direct and indirect effects: Classical and bootstrap estimates of variability
    • Bollen, K. A., & Stine, R. (1990). Direct and indirect effects: Classical and bootstrap estimates of variability. Sociological Methodology, 20, 15-140. doi: 10.1177/0049124192021002004
    • (1990) Sociological Methodology , vol.20 , pp. 15-140
    • Bollen, K.A.1    Stine, R.2
  • 9
    • 79956357402 scopus 로고    scopus 로고
    • Estimating causal effects in mediation analysis using propensity scores
    • Coffman, D. L. (2011). Estimating causal effects in mediation analysis using propensity scores. Structural Equation Modeling, 18, 357-369. doi: 10.1080/10705511.2011.582001
    • (2011) Structural Equation Modeling , vol.18 , pp. 357-369
    • Coffman, D.L.1
  • 10
    • 84861176367 scopus 로고    scopus 로고
    • Assessing mediation using marginal structural models in the presence of confounding and moderation
    • Coffman, D. L., & Zhong, W. (2012). Assessing mediation using marginal structural models in the presence of confounding and moderation. Psychological Methods, 17, 642-664. doi: 10.1037/a0029311
    • (2012) Psychological Methods , vol.17 , pp. 642-664
    • Coffman, D.L.1    Zhong, W.2
  • 11
    • 0344181470 scopus 로고    scopus 로고
    • Testing mediational models with longitudinal data: Questions and tips in the use of structural equation modeling
    • Cole, D. A., & Maxwell, S. E. (2003). Testing mediational models with longitudinal data: Questions and tips in the use of structural equation modeling. Journal of Abnormal Psychology, 112, 558-577. doi: 10.1037/0021-843X.112.4.558
    • (2003) Journal of Abnormal Psychology , vol.112 , pp. 558-577
    • Cole, D.A.1    Maxwell, S.E.2
  • 13
    • 33746725901 scopus 로고    scopus 로고
    • Psychosocial mediation of fruit and vegetable consumption in the body and soul effectiveness trial
    • Fuemmeler, B. F., Mâsse, L. C., Yaroch, A. L., Resnicow, K., Campbell, M. K., Carr, C., ... Williams, A. (2006). Psychosocial mediation of fruit and vegetable consumption in the body and soul effectiveness trial. Health Psychology, 25, 474-483. doi: 10.1037/0278-6133.25.4.474
    • (2006) Health Psychology , vol.25 , pp. 474-483
    • Fuemmeler, B.F.1    Mâsse, L.C.2    Yaroch, A.L.3    Resnicow, K.4    Campbell, M.K.5    Carr, C.6    Williams, A.7
  • 14
    • 84866342080 scopus 로고    scopus 로고
    • A will and a proper way leading to happiness: Self-directedness mediates the effect of persistence on positive affectivity
    • Garcia, D., Kerekes, N., & Archer, T. (2012). A will and a proper way leading to happiness: Self-directedness mediates the effect of persistence on positive affectivity. Personality and Individual Differences, 53, 1034-1038. doi: 10.1016/j.paid.2012.07.025
    • (2012) Personality and Individual Differences , vol.53 , pp. 1034-1038
    • Garcia, D.1    Kerekes, N.2    Archer, T.3
  • 15
    • 65549164337 scopus 로고    scopus 로고
    • Mediation analysis: A retrospective snapshot of practice and more recent directions
    • Gelfand, L. A., Mensinger, J. L., & Tenhave, T. (2009). Mediation analysis: A retrospective snapshot of practice and more recent directions. The Journal of General Psychology, 136, 153-178. doi: 10.3200/GENP.136.2.153-178
    • (2009) The Journal of General Psychology , vol.136 , pp. 153-178
    • Gelfand, L.A.1    Mensinger, J.L.2    Tenhave, T.3
  • 16
    • 0001915999 scopus 로고
    • Interpreting and estimating indirect effects assuming time lags really matter
    • In L. M. Collins and J. L. Horn (Eds.). Washington, DC: American Psychological Association.
    • Gollob, H. F., & Reichardt, C. S. (1991). Interpreting and estimating indirect effects assuming time lags really matter. In L. M. Collins & J. L. Horn (Eds.), Best methods for the analysis of change: Recent advances, unanswered questions, future directions (pp. 243-259). Washington, DC: American Psychological Association.
    • (1991) Best methods for the analysis of change: Recent advances, unanswered questions, future directions , pp. 243-259
    • Gollob, H.F.1    Reichardt, C.S.2
  • 17
    • 33750551572 scopus 로고    scopus 로고
    • The problem of equivalent structural models
    • In G. R. Hancock & R. O. Mueller (Eds.). Charlotte, NC: Information Age.
    • Hershberger, S. L. (2006). The problem of equivalent structural models. In G. R. Hancock & R. O. Mueller (Eds.), Structural equation modeling: A second course. (pp. 13-41). Charlotte, NC: Information Age.
    • (2006) Structural equation modeling: A second course , pp. 13-41
    • Hershberger, S.L.1
  • 18
    • 0001878352 scopus 로고    scopus 로고
    • Sample size, reliability, and tests of statistical mediation
    • In R. H. Hoyle (Ed.). Thousand Oaks, CA: Sage.
    • Hoyle, R. H., & Kenny, D. A. (1999). Sample size, reliability, and tests of statistical mediation. In R. H. Hoyle (Ed.), Statistical strategies for small sample research. (pp. 195-222). Thousand Oaks, CA: Sage.
    • (1999) Statistical strategies for small sample research , pp. 195-222
    • Hoyle, R.H.1    Kenny, D.A.2
  • 19
    • 34249338066 scopus 로고    scopus 로고
    • A meditation on mediation: Evidence that structural equations models perform better than regressions
    • Iacobucci, D., Saldanha, N., & Deng, X. (2007). A meditation on mediation: Evidence that structural equations models perform better than regressions. Journal of Consumer Psychology, 17, 139-153. doi: 10.1016/S1057-7408(07)70020-7
    • (2007) Journal of Consumer Psychology , vol.17 , pp. 139-153
    • Iacobucci, D.1    Saldanha, N.2    Deng, X.3
  • 20
    • 78650085125 scopus 로고    scopus 로고
    • A general approach to causal mediation analysis
    • Imai, K., Keele, L., & Tingley, D. (2010). A general approach to causal mediation analysis. Psychological Methods, 15, 309-334. doi: 10.1037/a0020761
    • (2010) Psychological Methods , vol.15 , pp. 309-334
    • Imai, K.1    Keele, L.2    Tingley, D.3
  • 21
    • 57749102845 scopus 로고    scopus 로고
    • Causal inference in randomized experiments with mediational processes
    • Jo, B. (2008). Causal inference in randomized experiments with mediational processes. Psychological Methods, 13, 314-336. doi: 10.1037/a0014207
    • (2008) Psychological Methods , vol.13 , pp. 314-336
    • Jo, B.1
  • 22
    • 84973815909 scopus 로고
    • Process analysis estimating mediation in treatment evaluations
    • Judd, C. M., & Kenny, D. A. (1981). Process analysis estimating mediation in treatment evaluations. Evaluation Review, 5, 602-619. doi: 10.1177/0193841X8100500502
    • (1981) Evaluation Review , vol.5 , pp. 602-619
    • Judd, C.M.1    Kenny, D.A.2
  • 24
    • 0001639661 scopus 로고    scopus 로고
    • Data analysis in social psychology
    • In D. Gilbert, S. Fiske and G. Lindzey (Eds.), 4th edn. New York, NY: McGraw-Hill.
    • Kenny, D. A., Kashy, D., & Bolger, N. (1998). Data analysis in social psychology. In D. Gilbert, S. Fiske & G. Lindzey (Eds.), Handbook of Social Psychology (4th edn., pp. 233-265). New York, NY: McGraw-Hill.
    • (1998) Handbook of Social Psychology , pp. 233-265
    • Kenny, D.A.1    Kashy, D.2    Bolger, N.3
  • 25
    • 0141752952 scopus 로고    scopus 로고
    • Lower level mediation in multilevel models
    • Kenny, D. A., Korchmaros, J. D., & Bolger, N. (2003). Lower level mediation in multilevel models. Psychological Methods, 8, 115-128. doi: 10.1037/1082-989X.8.2.115
    • (2003) Psychological Methods , vol.8 , pp. 115-128
    • Kenny, D.A.1    Korchmaros, J.D.2    Bolger, N.3
  • 26
    • 82955165119 scopus 로고    scopus 로고
    • The trade-off between accuracy and precision in latent variable models of mediation processes
    • Ledgerwood, A., & Shrout, P. E. (2011). The trade-off between accuracy and precision in latent variable models of mediation processes. Journal of Personality and Social Psychology, 101, 1174-1188. doi: 10.1037/a0024776
    • (2011) Journal of Personality and Social Psychology , vol.101 , pp. 1174-1188
    • Ledgerwood, A.1    Shrout, P.E.2
  • 27
    • 0000588232 scopus 로고
    • A simple rule for generating equivalent models in covariance structure modeling
    • Lee, S., & Hershberger, S. (1990). A simple rule for generating equivalent models in covariance structure modeling. Multivariate Behavioral Research, 25, 313-334. doi: 10.1207/s15327906mbr25034
    • (1990) Multivariate Behavioral Research , vol.25 , pp. 313-334
    • Lee, S.1    Hershberger, S.2
  • 28
    • 0034365095 scopus 로고    scopus 로고
    • Using heteroscedasticity consistent standard errors in the linear regression model
    • Long, J. S., & Ervin, L. H. (2000). Using heteroscedasticity consistent standard errors in the linear regression model. The American Statistician, 54, 217-224. doi: 10.1080/00031305.2000.10474549
    • (2000) The American Statistician , vol.54 , pp. 217-224
    • Long, J.S.1    Ervin, L.H.2
  • 29
    • 0037502887 scopus 로고    scopus 로고
    • 2001 presidential address: Working with imperfect models
    • MacCallum, R. C. (2003). 2001 presidential address: Working with imperfect models. Multivariate Behavioral Research, 38, 113-139. doi: 10.1207/S15327906MBR3801_5
    • (2003) Multivariate Behavioral Research , vol.38 , pp. 113-139
    • MacCallum, R.C.1
  • 30
    • 0027636564 scopus 로고
    • The problem of equivalent models in applications of covariance structure analysis
    • MacCallum, R. C., Wegener, D. T., Uchino, B. N., & Fabrigar, L. R. (1993). The problem of equivalent models in applications of covariance structure analysis. Psychological Bulletin, 114, 185-199. doi: 10.1037/0033-2909.114.1.185
    • (1993) Psychological Bulletin , vol.114 , pp. 185-199
    • MacCallum, R.C.1    Wegener, D.T.2    Uchino, B.N.3    Fabrigar, L.R.4
  • 33
    • 34548453393 scopus 로고    scopus 로고
    • Distribution of the product confidence limits for the indirect effect: Program PRODCLIN
    • MacKinnon, D. P., Fritz, M. S., Williams, J., & Lockwood, C. M. (2007). Distribution of the product confidence limits for the indirect effect: Program PRODCLIN. Behavior Research Methods, 39, 384-389. doi: 10.3758/BF03193007
    • (2007) Behavior Research Methods , vol.39 , pp. 384-389
    • MacKinnon, D.P.1    Fritz, M.S.2    Williams, J.3    Lockwood, C.M.4
  • 34
    • 0034575354 scopus 로고    scopus 로고
    • Equivalence of the mediation, confounding and suppression effect
    • MacKinnon, D. P., Krull, J. L., & Lockwood, C. M. (2000). Equivalence of the mediation, confounding and suppression effect. Prevention Science, 1, 173-181. doi: 10.1023/A:1026595011371
    • (2000) Prevention Science , vol.1 , pp. 173-181
    • MacKinnon, D.P.1    Krull, J.L.2    Lockwood, C.M.3
  • 35
    • 36549038047 scopus 로고    scopus 로고
    • The intermediate endpoint effect in logistic and probit regression
    • MacKinnon, D. P., Lockwood, C. M., Brown, C. H., Wang, W., & Hoffman, J. M. (2007). The intermediate endpoint effect in logistic and probit regression. Clinical Trials, 4, 499-513. doi: 10.1177/1740774507083434
    • (2007) Clinical Trials , vol.4 , pp. 499-513
    • MacKinnon, D.P.1    Lockwood, C.M.2    Brown, C.H.3    Wang, W.4    Hoffman, J.M.5
  • 36
    • 85035930668 scopus 로고    scopus 로고
    • 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). A comparison of methods to test mediation and other intervening variable effects. Psychological Methods, 7, 83-104. doi: 10.1037/1082-989X.7.1.83
    • (2002) Psychological Methods , vol.7 , pp. 83-104
    • MacKinnon, D.P.1    Lockwood, C.M.2    Hoffman, J.M.3    West, S.G.4    Sheets, V.5
  • 37
    • 84920701777 scopus 로고    scopus 로고
    • Statistical approaches for enhancing causal interpretation of the M to Y relation in mediation analysis
    • MacKinnon, D. P., & Pirlott, A. G. (2015). Statistical approaches for enhancing causal interpretation of the M to Y relation in mediation analysis. Personality and Social Psychology Review, 19, 30-43. doi: 10.1177/1088868314542878
    • (2015) Personality and Social Psychology Review , vol.19 , pp. 30-43
    • MacKinnon, D.P.1    Pirlott, A.G.2
  • 38
    • 53149141069 scopus 로고    scopus 로고
    • Mediation of the negative effect of red on intellectual performance
    • Maier, M. A., Elliot, A. J., & Lichtenfeld, S. (2008). Mediation of the negative effect of red on intellectual performance. Personality and Social Psychology Bulletin, 34, 1530-1540. doi: 10.1177/0146167208323104
    • (2008) Personality and Social Psychology Bulletin , vol.34 , pp. 1530-1540
    • Maier, M.A.1    Elliot, A.J.2    Lichtenfeld, S.3
  • 39
    • 34247192113 scopus 로고    scopus 로고
    • Bias in cross-sectional analyses of longitudinal mediation
    • Maxwell, S. E., & Cole, D. A. (2007). Bias in cross-sectional analyses of longitudinal mediation. Psychological Methods, 12, 23-44. doi: 10.1037/1082-989X.12.1.23
    • (2007) Psychological Methods , vol.12 , pp. 23-44
    • Maxwell, S.E.1    Cole, D.A.2
  • 40
    • 84855769523 scopus 로고    scopus 로고
    • Bias in cross-sectional analyses of longitudinal mediation: Partial and complete mediation under an autoregressive model
    • Maxwell, S. E., Cole, D. A., & Mitchell, M. A. (2011). Bias in cross-sectional analyses of longitudinal mediation: Partial and complete mediation under an autoregressive model. Multivariate Behavioral Research, 46, 816-841. doi: 10.1080/00273171.2011.606716
    • (2011) Multivariate Behavioral Research , vol.46 , pp. 816-841
    • Maxwell, S.E.1    Cole, D.A.2    Mitchell, M.A.3
  • 43
    • 0003753978 scopus 로고    scopus 로고
    • (7th ed.) [Computer software manual]. Los Angeles, CA: Muthén & Muthén.
    • Muthén, L. K., & Muthén, B. O. (2012). Mplus user's guide (7th ed.) [Computer software manual]. Los Angeles, CA: Muthén & Muthén.
    • (2012) Mplus user's guide
    • Muthén, L.K.1    Muthén, B.O.2
  • 45
    • 84913549685 scopus 로고    scopus 로고
    • Interpretation and identification of causal mediation
    • Pearl, J. (2014). Interpretation and identification of causal mediation. Psychological Methods, 19, 459-481. doi: 10.1037/a0036434
    • (2014) Psychological Methods , vol.19 , pp. 459-481
    • Pearl, J.1
  • 46
    • 84964296262 scopus 로고    scopus 로고
    • Advances in mediation analysis: A survey and synthesis of new developments
    • Preacher, K. J. (2015). Advances in mediation analysis: A survey and synthesis of new developments. Annual Review of Psychology, 66, 825-852. doi: 10.1146/annurev-psych-010814-015258
    • (2015) Annual Review of Psychology , vol.66 , pp. 825-852
    • Preacher, K.J.1
  • 47
    • 34547179995 scopus 로고    scopus 로고
    • Addressing moderated mediation hypotheses: Theory, methods, and prescriptions
    • Preacher, K. J., Rucker, D. D., & Hayes, A. F. (2007). Addressing moderated mediation hypotheses: Theory, methods, and prescriptions. Multivariate Behavioral Research, 42, 185-227. doi: 10.1080/00273170701341316
    • (2007) Multivariate Behavioral Research , vol.42 , pp. 185-227
    • Preacher, K.J.1    Rucker, D.D.2    Hayes, A.F.3
  • 48
    • 77956838713 scopus 로고    scopus 로고
    • A general multilevel SEM framework for assessing multilevel mediation
    • Preacher, K. J., Zyphur, M. J., & Zhang, Z. (2010). A general multilevel SEM framework for assessing multilevel mediation. Psychological Methods, 15, 209-233. doi: 10.1037/a0020141
    • (2010) Psychological Methods , vol.15 , pp. 209-233
    • Preacher, K.J.1    Zyphur, M.J.2    Zhang, Z.3
  • 49
    • 0008497733 scopus 로고    scopus 로고
    • Can there be infinitely many models equivalent to a given covariance structure model?
    • Raykov, T., & Marcoulides, G. A. (2001). Can there be infinitely many models equivalent to a given covariance structure model? Structural Equation Modeling, 8, 142-149. doi: 10.1207/S15328007SEM08018
    • (2001) Structural Equation Modeling , vol.8 , pp. 142-149
    • Raykov, T.1    Marcoulides, G.A.2
  • 50
    • 74049152809 scopus 로고    scopus 로고
    • The epistemology of mathematical and statistical modeling: A quiet methodological revolution
    • Rodgers, J. L. (2010). The epistemology of mathematical and statistical modeling: A quiet methodological revolution. American Psychologist, 65, 1-12. doi: 10.1037/a0018326
    • (2010) American Psychologist , vol.65 , pp. 1-12
    • Rodgers, J.L.1
  • 51
    • 79959674569 scopus 로고    scopus 로고
    • Mediation analysis in social psychology: Current practices and new recommendations
    • Rucker, D. D., Preacher, K. J., Tormala, Z. L., & Petty, R. E. (2011). Mediation analysis in social psychology: Current practices and new recommendations. Social and Personality Psychology Compass, 5, 359-371. doi: 10.1111/j.1751-9004.2011.00355.x
    • (2011) Social and Personality Psychology Compass , vol.5 , pp. 359-371
    • Rucker, D.D.1    Preacher, K.J.2    Tormala, Z.L.3    Petty, R.E.4
  • 52
    • 84893704099 scopus 로고    scopus 로고
    • Understanding robust corrections in structural equation modeling
    • Savalei, V. (2014). Understanding robust corrections in structural equation modeling. Structural Equation Modeling, 21, 149-160. doi: 10.1080/10705511.2013.824793
    • (2014) Structural Equation Modeling , vol.21 , pp. 149-160
    • Savalei, V.1
  • 53
    • 77954540604 scopus 로고    scopus 로고
    • Mediation models for longitudinal data in developmental research
    • Selig, J. P., & Preacher, K. J. (2009). Mediation models for longitudinal data in developmental research. Research in Human Development, 6, 144-164. doi: 10.1080/15427600902911247
    • (2009) Research in Human Development , vol.6 , pp. 144-164
    • Selig, J.P.1    Preacher, K.J.2
  • 55
    • 0002037905 scopus 로고
    • Asymptotic confidence intervals for indirect effects in structural equation models
    • Sobel, M. E. (1982). Asymptotic confidence intervals for indirect effects in structural equation models. Sociological Methodology, 13, 290-312. doi: 10.2307/270723
    • (1982) Sociological Methodology , vol.13 , pp. 290-312
    • Sobel, M.E.1
  • 56
    • 84936184409 scopus 로고
    • Some new results on indirect effects and their standard errors in covariance structure models
    • Retrieved on 16 March 2015 from:
    • Sobel, M. E. (1986). Some new results on indirect effects and their standard errors in covariance structure models. Sociological Methodology, 16, 159-186. Retrieved on 16 March 2015 from: http://www.jstor.org/stable/270922
    • (1986) Sociological Methodology , vol.16 , pp. 159-186
    • Sobel, M.E.1
  • 57
    • 30544443203 scopus 로고    scopus 로고
    • Establishing a causal chain: Why experiments are often more effective than mediational analyses in examining psychological processes
    • Spencer, S. J., Zanna, M. P., & Fong, G. T. (2005). Establishing a causal chain: Why experiments are often more effective than mediational analyses in examining psychological processes. Journal of Personality and Social Psychology, 89, 845-851. doi: 10.1037/0022-3514.89.6.845
    • (2005) Journal of Personality and Social Psychology , vol.89 , pp. 845-851
    • Spencer, S.J.1    Zanna, M.P.2    Fong, G.T.3
  • 58
    • 3343022697 scopus 로고    scopus 로고
    • How did it work? Who did it work for? Mediation in the context of a moderated prevention effect for children of divorce
    • Tein, J.-Y., Sandler, I. N., MacKinnon, D. P., & Wolchik, S. A. (2004). How did it work? Who did it work for? Mediation in the context of a moderated prevention effect for children of divorce. Journal of Consulting and Clinical Psychology, 72, 617-624. doi: 10.1037/0022-006X.72.4.617
    • (2004) Journal of Consulting and Clinical Psychology , vol.72 , pp. 617-624
    • Tein, J.-Y.1    Sandler, I.N.2    MacKinnon, D.P.3    Wolchik, S.A.4
  • 59
    • 84938853045 scopus 로고    scopus 로고
    • Reversing arrows in mediation models does not distinguish plausible models
    • Thoemmes, F. (2015). Reversing arrows in mediation models does not distinguish plausible models. Basic and Applied Social Psychology, 37, 226-234. doi: 10.1080/01973533.2015.1049351
    • (2015) Basic and Applied Social Psychology , vol.37 , pp. 226-234
    • Thoemmes, F.1
  • 60
    • 0002460633 scopus 로고
    • Analyzing data: Sanctification or detective work?
    • Tukey, J. W. (1969). Analyzing data: Sanctification or detective work? American Psychologist, 24, 83-91.
    • (1969) American Psychologist , vol.24 , pp. 83-91
    • Tukey, J.W.1
  • 62
    • 0033446553 scopus 로고    scopus 로고
    • The estimation of causal effects from observational data
    • Retrieved on 26 April 2015
    • Winship, C., & Morgan, S. L. (1999). The estimation of causal effects from observational data. Annual Review of Sociology, 25, 659-706. Retrieved on 26 April 2015 from http://www.jstor.org/stable/22352
    • (1999) Annual Review of Sociology , vol.25 , pp. 659-706
    • Winship, C.1    Morgan, S.L.2


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