Skip to main content
Erschienen in: Quality & Quantity 6/2018

07.02.2018

Associational versus correlational research study design and data analysis

verfasst von: Merton S. Krause

Erschienen in: Quality & Quantity | Ausgabe 6/2018

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Scientific human psychology (SHP) is an international public enterprise responsible for promoting the optimization of humanity’s experienced quality of life by means of the various psychological crafts, such as parenting, teaching, supervising; winning a debate or election, achieving a good enough sale or purchase, benefitting oneself by threatening, taunting, seducing or by protecting oneself through avoiding, escaping, or counteracting threats, taunts, seduction, entrapment; meditating, praying, exercising. Etc. Optimizing their practice for achieving this requires a research methodology that most cost-effectively facilitates doing so and therefore requires centrally coordinated programmatic research devoted to fully enough dimensionally specifying each of these crafts and their effects and to validly measuring on all these dimensions. Linear model (covariational) statistics presume too much about how causes and effects are inter-related to rely on for adequately informing such research, so SHP needs a less presumptive and more data sensitive form of study design and data analysis, the associational model.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Fußnoten
1
There are many PC, some are intrapersonal (e.g., meditation, exercising, thinking…), some cooperatively interpersonal (e.g., psychotherapy, parenting, cohabiting…), some competitively interpersonal (e.g., debating, marketing, fighting…). It is through the practice of these that SHP can influence humanity’s long run distribution of experienced quality of life. This distribution is optimal when it is maximally high, narrow, and upward skewed over the long run. This obviously does ignore the issue of how its achievement would affect the welfare of Earth’s other forms of life. Insofar as the dimensions of these PC overlap their study should be organized to take advantage of this, but how exceeds the ambition of this paper.
 
2
Sufficient condition causality (as analyzed in Krause and Howard 2002; Krause 2010) may require some explication here. A sufficient condition cause of an effect is reliably followed by this effect, but how long after it is followed must be discovered. An effect’s having one sort of sufficient condition cause does not preclude its having others as well, but having a necessary and sufficient condition cause does preclude this. Having control of a necessary and sufficient condition cause of an effect entails complete control over both the presence and the absence of this effect, whereas control of a simply sufficient condition cause entails some control over the effect’s presence but none necessarily over its absence because there may be other such causes. Sufficient condition causes of a given effect may be quite complex and consist of a large conjunction of necessary elements, some necessary only in certain combinations with particular others, some necessary in all. Until all the necessary condition components of a sufficient condition cause are known, none can confidently be said to be known. A conditionally necessary causal influence on a given effect requires the company of certain other necessary antecedents to conjointly constitute a compound sufficient condition cause of that effect. An unconditionally necessary causal influence on a given effect is something always required in order to constitute a sufficient condition cause of that effect. It shall be assumed here that there are no events without a cause, which I take to be the usual assumption of all empirical science. It is prudent to assume that all events have effects and to appreciate that there is no incompatibility between sufficient condition causality and qualitative research.
 
Literatur
Zurück zum Zitat Alexandrova, A.: Wellbeing. In: Cartwright, N., Montuschi, E. (eds.) Philosophy of Social Science: A New Introduction, pp. 9–30. Oxford University Press, New York (2014) Alexandrova, A.: Wellbeing. In: Cartwright, N., Montuschi, E. (eds.) Philosophy of Social Science: A New Introduction, pp. 9–30. Oxford University Press, New York (2014)
Zurück zum Zitat Balconia, M., Brusonib, S., Orsenigob, L.: In defense of the linear model: an essay. Res. Policy 39, 1–13 (2010)CrossRef Balconia, M., Brusonib, S., Orsenigob, L.: In defense of the linear model: an essay. Res. Policy 39, 1–13 (2010)CrossRef
Zurück zum Zitat Bauer, D.J., Curran, P.J.: Probing interactions in fixed and multilevel regression: inferential and graphical techniques. Multivar. Behav. Res. 40, 373–400 (2005)CrossRef Bauer, D.J., Curran, P.J.: Probing interactions in fixed and multilevel regression: inferential and graphical techniques. Multivar. Behav. Res. 40, 373–400 (2005)CrossRef
Zurück zum Zitat Beyer, H.-G., Schwefel, H.-P.: Evolution strategies: a comprehensive introduction. Nat. Comput. 1, 3–52 (2002)CrossRef Beyer, H.-G., Schwefel, H.-P.: Evolution strategies: a comprehensive introduction. Nat. Comput. 1, 3–52 (2002)CrossRef
Zurück zum Zitat Bollen, K.A., Pearl, J.: Eight myths about causality and structural equation models. In: Morgan, S. (ed.) Handbook of Causal Analysis for Social Research, pp. 1–42. Springer, New York (2012) Bollen, K.A., Pearl, J.: Eight myths about causality and structural equation models. In: Morgan, S. (ed.) Handbook of Causal Analysis for Social Research, pp. 1–42. Springer, New York (2012)
Zurück zum Zitat Borsboom, D.: Latent variable theory. Meas. Interdiscip. Res. Perspect. 6, 25–53 (2008)CrossRef Borsboom, D.: Latent variable theory. Meas. Interdiscip. Res. Perspect. 6, 25–53 (2008)CrossRef
Zurück zum Zitat Burian, R.M.: The dilemma of case studies resolved: the virtues of using case studies in the history and philosophy of science. Perspect. Sci. 9(4), 383–404 (2001)CrossRef Burian, R.M.: The dilemma of case studies resolved: the virtues of using case studies in the history and philosophy of science. Perspect. Sci. 9(4), 383–404 (2001)CrossRef
Zurück zum Zitat Campbell, J.B., Wynne, R.H.: Introduction to Remote Sensing, 5th edn. Guilford Press, New York (2011) Campbell, J.B., Wynne, R.H.: Introduction to Remote Sensing, 5th edn. Guilford Press, New York (2011)
Zurück zum Zitat Cohen, P., Cohen, J., Teresi, J., Marchi, M., Velez, C.N.: Problems in the measurement of latent variables in structural equations causal models. Appl. Psychol. Meas. 14, 183–196 (1990)CrossRef Cohen, P., Cohen, J., Teresi, J., Marchi, M., Velez, C.N.: Problems in the measurement of latent variables in structural equations causal models. Appl. Psychol. Meas. 14, 183–196 (1990)CrossRef
Zurück zum Zitat Cohen, J., Cohen, P., West, S.G., Aiken, L.S.: Applied Multiple Regression/Correlation Analysis for the Behavioral Sciences. Routledge, New York (2013)CrossRef Cohen, J., Cohen, P., West, S.G., Aiken, L.S.: Applied Multiple Regression/Correlation Analysis for the Behavioral Sciences. Routledge, New York (2013)CrossRef
Zurück zum Zitat Cook, R.D.: Fisher lecture: dimension reduction in regression. Stat. Sci. 22, 1–26 (2007)CrossRef Cook, R.D.: Fisher lecture: dimension reduction in regression. Stat. Sci. 22, 1–26 (2007)CrossRef
Zurück zum Zitat de Solla Price, D.J.: Little Science, Big Science. Columbia University Press, New York (1963) de Solla Price, D.J.: Little Science, Big Science. Columbia University Press, New York (1963)
Zurück zum Zitat Diener, E.: The remarkable changes in the science of subjective well-being. Perspect. Psychol. Sci. 8, 663–666 (2013)CrossRef Diener, E.: The remarkable changes in the science of subjective well-being. Perspect. Psychol. Sci. 8, 663–666 (2013)CrossRef
Zurück zum Zitat Digman, J.M.: Personality structure: emergence of the five-factor model. Annu. Rev. Psychol. 41(1), 417–440 (1990)CrossRef Digman, J.M.: Personality structure: emergence of the five-factor model. Annu. Rev. Psychol. 41(1), 417–440 (1990)CrossRef
Zurück zum Zitat Dror, H.A., Steinberg, D.M.: Sequential experimental designs for generalized linear models. J. Am. Stat. Assoc. 103(481), 288–298 (2008)CrossRef Dror, H.A., Steinberg, D.M.: Sequential experimental designs for generalized linear models. J. Am. Stat. Assoc. 103(481), 288–298 (2008)CrossRef
Zurück zum Zitat Edwards, D.J.A., Dattilio, F.M., Bromley, D.B.: Developing evidence-based practice: the role of case-based research. Prof. Psychol. Res. Pract. 35, 589–597 (2004)CrossRef Edwards, D.J.A., Dattilio, F.M., Bromley, D.B.: Developing evidence-based practice: the role of case-based research. Prof. Psychol. Res. Pract. 35, 589–597 (2004)CrossRef
Zurück zum Zitat Feldman, M.S., Orlikowski, W.J.: Theorizing practice and practicing theory. Organ. Sci. 22(5), 1240–1253 (2011)CrossRef Feldman, M.S., Orlikowski, W.J.: Theorizing practice and practicing theory. Organ. Sci. 22(5), 1240–1253 (2011)CrossRef
Zurück zum Zitat Fisher, R.A.: On the mathematical foundations of theoretical statistics. Philos. Trans. R. Soc. Lond. Ser. A 222, 309–368 (1922)CrossRef Fisher, R.A.: On the mathematical foundations of theoretical statistics. Philos. Trans. R. Soc. Lond. Ser. A 222, 309–368 (1922)CrossRef
Zurück zum Zitat Fishman, D.B., Messer, S.B.: Pragmatic case studies as a source of unity in applied psychology. Rev. Gen. Psychol. 17(2), 156–161 (2013)CrossRef Fishman, D.B., Messer, S.B.: Pragmatic case studies as a source of unity in applied psychology. Rev. Gen. Psychol. 17(2), 156–161 (2013)CrossRef
Zurück zum Zitat Gärdenfors, P.: Conceptual Spaces: The Geometry of Thought. The MIT Press, Bradford (2000) Gärdenfors, P.: Conceptual Spaces: The Geometry of Thought. The MIT Press, Bradford (2000)
Zurück zum Zitat Gärdenfors, P., Zenker, F.: Using conceptual spaces to model the dynamics of empirical theories. In: Olsson, E.J., Enqvist, S. (eds.) Belief Revision Meets Philosophy of Science, pp. 137–153. Springer, Berlin (2011) Gärdenfors, P., Zenker, F.: Using conceptual spaces to model the dynamics of empirical theories. In: Olsson, E.J., Enqvist, S. (eds.) Belief Revision Meets Philosophy of Science, pp. 137–153. Springer, Berlin (2011)
Zurück zum Zitat George, A.L., Bennett, A.: Case Studies and Theory Development in the Social Sciences. MIT Press, Boston (2005) George, A.L., Bennett, A.: Case Studies and Theory Development in the Social Sciences. MIT Press, Boston (2005)
Zurück zum Zitat Gerring, J.: The case study: what it is and what it does. In: Goodin, R.E. (ed.) The Oxford Handbook of Political Science, pp. 1–40. New York, NY: Oxford University Press (2011) Gerring, J.: The case study: what it is and what it does. In: Goodin, R.E. (ed.) The Oxford Handbook of Political Science, pp. 1–40. New York, NY: Oxford University Press (2011)
Zurück zum Zitat Gigerenzer, G., Selten, R.: Bounded Rationality: The Adaptive Toolbox. MIT Press, Boston (2002) Gigerenzer, G., Selten, R.: Bounded Rationality: The Adaptive Toolbox. MIT Press, Boston (2002)
Zurück zum Zitat Hall, N.: Structural equations and causation. Philos. Stud. 132(1), 109–136 (2007)CrossRef Hall, N.: Structural equations and causation. Philos. Stud. 132(1), 109–136 (2007)CrossRef
Zurück zum Zitat Hoyle, R.H.: Path analysis and structural equation modeling with latent variables. In: Cooper, H., Camic, P.M., Long, D.L., Panter, A.T., Rindskopf, D., Sher, K.J. (eds.) APA Handbook of Research Methods in Psychology: Research Designs, vol. 2, pp. 333–367. APA, Washington (2012) Hoyle, R.H.: Path analysis and structural equation modeling with latent variables. In: Cooper, H., Camic, P.M., Long, D.L., Panter, A.T., Rindskopf, D., Sher, K.J. (eds.) APA Handbook of Research Methods in Psychology: Research Designs, vol. 2, pp. 333–367. APA, Washington (2012)
Zurück zum Zitat Kendall, M.G., Stuart, A.: The Advanced Theory of Statistics: Inference and Relationship, vol. 2. Charles Griffin, London (1966a) Kendall, M.G., Stuart, A.: The Advanced Theory of Statistics: Inference and Relationship, vol. 2. Charles Griffin, London (1966a)
Zurück zum Zitat Kendall, M.G., Stuart, A.: The Advanced Theory of Statistics: Design and Analysis, and Time Series, vol. 3. Charles Griffin, London (1966b) Kendall, M.G., Stuart, A.: The Advanced Theory of Statistics: Design and Analysis, and Time Series, vol. 3. Charles Griffin, London (1966b)
Zurück zum Zitat Khuri, A.I., Mukherjee, B., Sinha, B.K., Ghosh, M.: Design issues for generalized linear models: a review. Stat. Sci. 21, 376–399 (2006)CrossRef Khuri, A.I., Mukherjee, B., Sinha, B.K., Ghosh, M.: Design issues for generalized linear models: a review. Stat. Sci. 21, 376–399 (2006)CrossRef
Zurück zum Zitat Kim, J., Seltzer, M.: Examining heterogeneity in residual variance to detect differential response to treatments. Psychol. Methods 16, 192–208 (2011)CrossRef Kim, J., Seltzer, M.: Examining heterogeneity in residual variance to detect differential response to treatments. Psychol. Methods 16, 192–208 (2011)CrossRef
Zurück zum Zitat Kindler, A.: Spontaneity and improvisation in psychoanalysis. Psychoanal. Inq. 30(3), 222–234 (2010)CrossRef Kindler, A.: Spontaneity and improvisation in psychoanalysis. Psychoanal. Inq. 30(3), 222–234 (2010)CrossRef
Zurück zum Zitat Kirsch, I., Wampold, B., Kelley, J.M.: Controlling for the placebo effect in psychotherapy: noble quest or tilting at windmills? Psychol. Conscious. Theory Res. Pract. 3, 121–131 (2015)CrossRef Kirsch, I., Wampold, B., Kelley, J.M.: Controlling for the placebo effect in psychotherapy: noble quest or tilting at windmills? Psychol. Conscious. Theory Res. Pract. 3, 121–131 (2015)CrossRef
Zurück zum Zitat Kline, R.B.: Principles and Practice of Structural Equation Modeling, 3rd edn. Guilford, New York (2011) Kline, R.B.: Principles and Practice of Structural Equation Modeling, 3rd edn. Guilford, New York (2011)
Zurück zum Zitat Kraemer, H.C., Stice, E., Kazdin, A., Offord, D., Kupfer, D.: How do risk factors work together? Mediators, moderators, and independent, overlapping, and proxy risk factors. Am. J. Psychiatry 158(6), 848–856 (2001)CrossRef Kraemer, H.C., Stice, E., Kazdin, A., Offord, D., Kupfer, D.: How do risk factors work together? Mediators, moderators, and independent, overlapping, and proxy risk factors. Am. J. Psychiatry 158(6), 848–856 (2001)CrossRef
Zurück zum Zitat Krause, M.S.: Trying to discover sufficient condition causes. Methodology 6, 59–70 (2010)CrossRef Krause, M.S.: Trying to discover sufficient condition causes. Methodology 6, 59–70 (2010)CrossRef
Zurück zum Zitat Krause, M.S.: Significance testing and clinical trials. Psychother. Theory Res. Pract. Train. 48, 217–222 & 234–236 (2011) Krause, M.S.: Significance testing and clinical trials. Psychother. Theory Res. Pract. Train. 48, 217–222 & 234–236 (2011)
Zurück zum Zitat Krause, M.S.: Measurement validity is fundamentally a matter of definition, not correlation. Rev. Gen. Psychol. 16, 391–400 (2012)CrossRef Krause, M.S.: Measurement validity is fundamentally a matter of definition, not correlation. Rev. Gen. Psychol. 16, 391–400 (2012)CrossRef
Zurück zum Zitat Krause, M.S.: The incompatibility of achieving a fully specified linear model and assuming that residual dependent-variable variance is random. Qual. Quant. 47, 3201–3204 (2013a)CrossRef Krause, M.S.: The incompatibility of achieving a fully specified linear model and assuming that residual dependent-variable variance is random. Qual. Quant. 47, 3201–3204 (2013a)CrossRef
Zurück zum Zitat Krause, M.S.: The data analytic implications of human psychology’s dimensions being ordinally scaled. Rev. Gen. Psychol. 17, 318–325 (2013b)CrossRef Krause, M.S.: The data analytic implications of human psychology’s dimensions being ordinally scaled. Rev. Gen. Psychol. 17, 318–325 (2013b)CrossRef
Zurück zum Zitat Krause, M.S.: Valid description of experiencings and thereby of behaviors and situations. J. Conscious. Explor. Res. 7, 1–20 (2016a) Krause, M.S.: Valid description of experiencings and thereby of behaviors and situations. J. Conscious. Explor. Res. 7, 1–20 (2016a)
Zurück zum Zitat Krause, M.S.: Case sampling for psychotherapy practice, theory, and policy guidance: qualities and quantities. Psychother. Res. 26, 530–544 (2016b)CrossRef Krause, M.S.: Case sampling for psychotherapy practice, theory, and policy guidance: qualities and quantities. Psychother. Res. 26, 530–544 (2016b)CrossRef
Zurück zum Zitat Krause, M.S.: Item response theory requires logically unjustifiable assumptions. Qual. Quant. 51, 1549–1561 (2017a)CrossRef Krause, M.S.: Item response theory requires logically unjustifiable assumptions. Qual. Quant. 51, 1549–1561 (2017a)CrossRef
Zurück zum Zitat Krause, M.S., Howard, K.I.: The linear model is a very special case: exploring data for their full clinical implications. Psychother. Res. 12, 475–490 (2002)CrossRef Krause, M.S., Howard, K.I.: The linear model is a very special case: exploring data for their full clinical implications. Psychother. Res. 12, 475–490 (2002)CrossRef
Zurück zum Zitat Krause, M.S., Howard, K.I.: What random assignment does and does not do. J. Clin. Psychol. 59, 751–766 (2003)CrossRef Krause, M.S., Howard, K.I.: What random assignment does and does not do. J. Clin. Psychol. 59, 751–766 (2003)CrossRef
Zurück zum Zitat Krause, M.S., Lutz, W.: How we really ought to be comparing treatments for clinical purposes. Psychother. Theory Res. Pract. Train. 43, 359–361 (2006)CrossRef Krause, M.S., Lutz, W.: How we really ought to be comparing treatments for clinical purposes. Psychother. Theory Res. Pract. Train. 43, 359–361 (2006)CrossRef
Zurück zum Zitat Krause, M.S., Lutz, W.: Process transforms inputs to determine outcomes: therapists are responsible for managing process. Clin. Psychol. Sci. Pract. 13, 73–81 (2009a)CrossRef Krause, M.S., Lutz, W.: Process transforms inputs to determine outcomes: therapists are responsible for managing process. Clin. Psychol. Sci. Pract. 13, 73–81 (2009a)CrossRef
Zurück zum Zitat Krause, M.S., Lutz, W.: What should be used for baselines against which to compare treatments’ effectiveness. Psychother. Res. 19, 358–367 (2009b)CrossRef Krause, M.S., Lutz, W.: What should be used for baselines against which to compare treatments’ effectiveness. Psychother. Res. 19, 358–367 (2009b)CrossRef
Zurück zum Zitat Krause, M.S., Lutz, W., Bőhnke, J.R.: The role of sampling in clinical trial design. Psychother. Res. 21, 243–251 (2011)CrossRef Krause, M.S., Lutz, W., Bőhnke, J.R.: The role of sampling in clinical trial design. Psychother. Res. 21, 243–251 (2011)CrossRef
Zurück zum Zitat Langley, A.: Strategies for theorizing from process data. Acad. Manag. Rev. 24(4), 691–710 (1999)CrossRef Langley, A.: Strategies for theorizing from process data. Acad. Manag. Rev. 24(4), 691–710 (1999)CrossRef
Zurück zum Zitat Lutz, W., et al.: Predicting change for individual psychotherapy clients on the basis of their nearest neighbors. J. Consult. Clin. Psychol. 73, 904–913 (2005)CrossRef Lutz, W., et al.: Predicting change for individual psychotherapy clients on the basis of their nearest neighbors. J. Consult. Clin. Psychol. 73, 904–913 (2005)CrossRef
Zurück zum Zitat MacCallum, R.C.: Working with imperfect models. Multivar. Behav. Res. 38, 113–139 (2003)CrossRef MacCallum, R.C.: Working with imperfect models. Multivar. Behav. Res. 38, 113–139 (2003)CrossRef
Zurück zum Zitat Marmolejo-Ramos, F., Cousineau, D.: Perspectives on the use of null hypothesis statistical testing. Part i: the mighty frames of scientific and statistical inference. Educ. Psychol. Meas. 77(3), 471–474 (2017)CrossRef Marmolejo-Ramos, F., Cousineau, D.: Perspectives on the use of null hypothesis statistical testing. Part i: the mighty frames of scientific and statistical inference. Educ. Psychol. Meas. 77(3), 471–474 (2017)CrossRef
Zurück zum Zitat Marsh, H.W., Wen, Z., Hau, K.T.: Structural equation models of latent interactions: evaluation of alternative estimation strategies and indicator construction. Psychol. Methods 9(3), 275–300 (2004)CrossRef Marsh, H.W., Wen, Z., Hau, K.T.: Structural equation models of latent interactions: evaluation of alternative estimation strategies and indicator construction. Psychol. Methods 9(3), 275–300 (2004)CrossRef
Zurück zum Zitat McDonald, R.P.: Structural models and the art of approximation. Perspect. Psychol. Sci. 5, 675–686 (2010)CrossRef McDonald, R.P.: Structural models and the art of approximation. Perspect. Psychol. Sci. 5, 675–686 (2010)CrossRef
Zurück zum Zitat McGuire, W.J.: Creative hypothesis generating in psychology: some useful heuristics. Annu. Rev. Psychol. 48, 1–30 (1997)CrossRef McGuire, W.J.: Creative hypothesis generating in psychology: some useful heuristics. Annu. Rev. Psychol. 48, 1–30 (1997)CrossRef
Zurück zum Zitat Meehl, P.E.: Appraising and amending theories: the strategy of Lakatosian defense and two principles that warrant it. Psychol. Inq. 1(2), 108–114 (1990)CrossRef Meehl, P.E.: Appraising and amending theories: the strategy of Lakatosian defense and two principles that warrant it. Psychol. Inq. 1(2), 108–114 (1990)CrossRef
Zurück zum Zitat Michell, J.: Is psychometrics pathological science? Meas. Interdiscip. Res. Perspect. 6, 7–24 (2008)CrossRef Michell, J.: Is psychometrics pathological science? Meas. Interdiscip. Res. Perspect. 6, 7–24 (2008)CrossRef
Zurück zum Zitat Michell, J.: The quantity/quality interchange: a blind spot on the highway of science. In: Valsiner, J., Toomela, A. (eds.) Methodological Thinking in Psychology: 60 Years Gone Astray? pp. 45–68. Information Age Publishing, Charlotte (2010) Michell, J.: The quantity/quality interchange: a blind spot on the highway of science. In: Valsiner, J., Toomela, A. (eds.) Methodological Thinking in Psychology: 60 Years Gone Astray? pp. 45–68. Information Age Publishing, Charlotte (2010)
Zurück zum Zitat Miller, F., Colloca, L., Crouch, R., Kaptchuk, T.: The Placebo: A Reader. Johns Hopkins University Press, Baltimore (2013) Miller, F., Colloca, L., Crouch, R., Kaptchuk, T.: The Placebo: A Reader. Johns Hopkins University Press, Baltimore (2013)
Zurück zum Zitat Morgan, M.S.: Case studies: one observation or many? Justification or discovery? Philos. Sci. 79(5), 667–677 (2012)CrossRef Morgan, M.S.: Case studies: one observation or many? Justification or discovery? Philos. Sci. 79(5), 667–677 (2012)CrossRef
Zurück zum Zitat Mundry, R., Nunn, C.L.: Stepwise model fitting and statistical inference: turning noise into signal pollution. Am. Nat. 173, 119–123 (2009)CrossRef Mundry, R., Nunn, C.L.: Stepwise model fitting and statistical inference: turning noise into signal pollution. Am. Nat. 173, 119–123 (2009)CrossRef
Zurück zum Zitat Nickerson, R.S.: Null hypothesis significance testing: a review of an old and continuing controversy. Psychol. Methods 5, 241–301 (2000)CrossRef Nickerson, R.S.: Null hypothesis significance testing: a review of an old and continuing controversy. Psychol. Methods 5, 241–301 (2000)CrossRef
Zurück zum Zitat Orlinsky, D.E., Rønnestad, M.H., Willutzki, U.: Fifty years of psychotherapy process-outcome research: Continuity and change. In: Lambert, M.J. (ed.) Bergin and Garfields’ Handbook of Psychotherapy and Behavior Change, 5th edn, pp. 307–389. Wiley, New York (2004) Orlinsky, D.E., Rønnestad, M.H., Willutzki, U.: Fifty years of psychotherapy process-outcome research: Continuity and change. In: Lambert, M.J. (ed.) Bergin and Garfields’ Handbook of Psychotherapy and Behavior Change, 5th edn, pp. 307–389. Wiley, New York (2004)
Zurück zum Zitat O’Rand, A.M.: The precious and the precocious: understanding cumulative disadvantage and cumulative advantage over the life course. Gerontologist 36(2), 230–238 (1996)CrossRef O’Rand, A.M.: The precious and the precocious: understanding cumulative disadvantage and cumulative advantage over the life course. Gerontologist 36(2), 230–238 (1996)CrossRef
Zurück zum Zitat Pearl, J.: The causal foundations of structural equation modeling. In: Hoyle, R.H. (ed.) Handbook of Structural Equation Modeling, pp. 68–91. Guilford, New York (2012) Pearl, J.: The causal foundations of structural equation modeling. In: Hoyle, R.H. (ed.) Handbook of Structural Equation Modeling, pp. 68–91. Guilford, New York (2012)
Zurück zum Zitat Peña, E.A., Slate, E.H.: Global validation of linear model assumptions. J. Am. Stat. Assoc. 101(473), 341–354 (2006)CrossRef Peña, E.A., Slate, E.H.: Global validation of linear model assumptions. J. Am. Stat. Assoc. 101(473), 341–354 (2006)CrossRef
Zurück zum Zitat Raykov, T., Marcoulides, G.A., Li, T.: On the fallibility of principal components in research. Educ. Psychol. Meas. 77, 165–178 (2016)CrossRef Raykov, T., Marcoulides, G.A., Li, T.: On the fallibility of principal components in research. Educ. Psychol. Meas. 77, 165–178 (2016)CrossRef
Zurück zum Zitat Reise, S.P., Revicki, D.A. (eds.): Handbook of Item Response Theory modeling: Applications to Typical Performance Assessment. Routledge, New York (2014) Reise, S.P., Revicki, D.A. (eds.): Handbook of Item Response Theory modeling: Applications to Typical Performance Assessment. Routledge, New York (2014)
Zurück zum Zitat Roberts, S., Pashler, H.: How persuasive is a good fit? A comment on theory testing. Psychol. Rev. 107, 358–367 (2000)CrossRef Roberts, S., Pashler, H.: How persuasive is a good fit? A comment on theory testing. Psychol. Rev. 107, 358–367 (2000)CrossRef
Zurück zum Zitat Rozeboom, W.W.: Some esoteric aspects of SEM that its practitioners should want to know. Multivar. Behav. Res. 44, 553–587 (2009)CrossRef Rozeboom, W.W.: Some esoteric aspects of SEM that its practitioners should want to know. Multivar. Behav. Res. 44, 553–587 (2009)CrossRef
Zurück zum Zitat Satorra, A.: Robustness issues in structural equation modeling: a review of recent developments. Qual. Quant. 24(4), 367–386 (1990)CrossRef Satorra, A.: Robustness issues in structural equation modeling: a review of recent developments. Qual. Quant. 24(4), 367–386 (1990)CrossRef
Zurück zum Zitat Schmidt, F.L., Hunter, J.E.: Eight common but false objections to the discontinuation of significance testing in the analysis of research data. In: Harlow, L.L., Mulaik, S.A., Steiger, J.H. (eds.) What if there were no Significance Tests?, pp. 35–60. Psychology Press, New York (1997) Schmidt, F.L., Hunter, J.E.: Eight common but false objections to the discontinuation of significance testing in the analysis of research data. In: Harlow, L.L., Mulaik, S.A., Steiger, J.H. (eds.) What if there were no Significance Tests?, pp. 35–60. Psychology Press, New York (1997)
Zurück zum Zitat Schwefel, H.P.P.: Evolution and Optimum Seeking: The Sixth Generation. Wiley, New York (1993) Schwefel, H.P.P.: Evolution and Optimum Seeking: The Sixth Generation. Wiley, New York (1993)
Zurück zum Zitat Sherry, A., Henson, R.K.: Conducting and interpreting canonical correlation analysis in personality research: a user-friendly primer. J. Pers. Assess. 84(1), 37–48 (2005)CrossRef Sherry, A., Henson, R.K.: Conducting and interpreting canonical correlation analysis in personality research: a user-friendly primer. J. Pers. Assess. 84(1), 37–48 (2005)CrossRef
Zurück zum Zitat Snow, R.E.: Aptitude-treatment interaction as a framework for research on individual differences in psychotherapy. J. Consult. Clin. Psychol. 59, 205–216 (1991)CrossRef Snow, R.E.: Aptitude-treatment interaction as a framework for research on individual differences in psychotherapy. J. Consult. Clin. Psychol. 59, 205–216 (1991)CrossRef
Zurück zum Zitat Stegenga, J.: Effectiveness of medical interventions. Stud. Hist. Philos. Sci. Part C Stud. Hist. Philos. Biol. Biomed. Sci. 54, 34–44 (2015a)CrossRef Stegenga, J.: Effectiveness of medical interventions. Stud. Hist. Philos. Sci. Part C Stud. Hist. Philos. Biol. Biomed. Sci. 54, 34–44 (2015a)CrossRef
Zurück zum Zitat Stegenga, J.: Measuring effectiveness. Stud. Hist. Philos. Sci. Part C Stud. Hist. Philos. Biol. Biomed. Sci. 54, 62–71 (2015b)CrossRef Stegenga, J.: Measuring effectiveness. Stud. Hist. Philos. Sci. Part C Stud. Hist. Philos. Biol. Biomed. Sci. 54, 62–71 (2015b)CrossRef
Zurück zum Zitat Stuart, E.A.: Matching methods for causal inference: a review and a look forward. Stat. Sci. 25, 1–21 (2010)CrossRef Stuart, E.A.: Matching methods for causal inference: a review and a look forward. Stat. Sci. 25, 1–21 (2010)CrossRef
Zurück zum Zitat Stuart, A., Ord, J.K., Arnold, S.: Kendall’s Advanced Theory of Statistics: Classical Inference and the Linear Model, vol. 2a, 6th edn. Arnold, London (1999) Stuart, A., Ord, J.K., Arnold, S.: Kendall’s Advanced Theory of Statistics: Classical Inference and the Linear Model, vol. 2a, 6th edn. Arnold, London (1999)
Zurück zum Zitat Teira, D.: Debiasing methods and the acceptability of experimental outcomes. Perspect. Sci. 24, 722–743 (2016)CrossRef Teira, D.: Debiasing methods and the acceptability of experimental outcomes. Perspect. Sci. 24, 722–743 (2016)CrossRef
Zurück zum Zitat Ullman, J.B., Bentler, P.M.: Structural equation modeling. In: Weiner, I.B. (ed.) Handbook of Psychology, vol. 2, 2nd edn, pp. 661–690. Wiley, New York (2012) Ullman, J.B., Bentler, P.M.: Structural equation modeling. In: Weiner, I.B. (ed.) Handbook of Psychology, vol. 2, 2nd edn, pp. 661–690. Wiley, New York (2012)
Zurück zum Zitat von Wright, G.H.: Causality and Determinism. Columbia University Press, New York (1974) von Wright, G.H.: Causality and Determinism. Columbia University Press, New York (1974)
Zurück zum Zitat West, S.G., Koch, T.: Restoring causal analysis to structural equation modeling: review of Judea Pearl. In: Causality: Models, Reasoning, and Inference. Structural Equation Modeling, vol. 21, 2nd edn., pp. 161–166 (2014) West, S.G., Koch, T.: Restoring causal analysis to structural equation modeling: review of Judea Pearl. In: Causality: Models, Reasoning, and Inference. Structural Equation Modeling, vol. 21, 2nd edn., pp. 161–166 (2014)
Zurück zum Zitat Woltman, H., Feldstain, A., MacKay, J.C., Rocchi, M.: An introduction to hierarchical linear modeling. Tutor. Quant. Methods Psychol. 8, 52–69 (2012)CrossRef Woltman, H., Feldstain, A., MacKay, J.C., Rocchi, M.: An introduction to hierarchical linear modeling. Tutor. Quant. Methods Psychol. 8, 52–69 (2012)CrossRef
Metadaten
Titel
Associational versus correlational research study design and data analysis
verfasst von
Merton S. Krause
Publikationsdatum
07.02.2018
Verlag
Springer Netherlands
Erschienen in
Quality & Quantity / Ausgabe 6/2018
Print ISSN: 0033-5177
Elektronische ISSN: 1573-7845
DOI
https://doi.org/10.1007/s11135-018-0687-8

Weitere Artikel der Ausgabe 6/2018

Quality & Quantity 6/2018 Zur Ausgabe

Premium Partner