Abstract
A substantial number of social science studies have shown a lack of conceptual clarity, inadequate understanding of the nature of the empirical research approaches, and undue preference for deduction, which have caused much confusion, created paradigmatic incommensurability, and impeded scientific advancement. This study, through conceptual review and analysis of canonical discussions of concepts and the reasoning approaches of deduction and induction and their applications in social science theorization by philosophers and social scientists, is purported to unveil the logical nature of empirical research and examine the legitimacy of the preference of deduction among social scientists. The findings note that conceptual clarity as the foundation of social science research, exchange, and replication can be achieved through interdisciplinary stress of conceptual analyses to establish universal measurements and that the primacy of deduction in social sciences needs to concede to or be balanced with induction for new knowledge, more discoveries, and scientific advancement. The study recommends that institutions and researchers of social sciences invest more in conceptual analysis and inductive research through collaboration and separate efforts.
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References
American Educational Research Association, American Psychological Association, National Council on Measurement in Education. (2014). Standards for educational and psychological testing. American Educational Research Association. https://www.apa.org/science/programs/testing/standards
Allen, M. S., Iliescu, D., & Greiff, S. (2022). Single item measures in psychological science: A call to action. European Journal of Psychological Assessment, 38(1), 1–5. https://doi.org/10.1027/1015-5759/a000699
Aristotle. (1984). The organon. In J. Barnes (Ed.), The complete works of Aristotle: The revised Oxford translation (v. 1). Princeton University Press.
Aven, T. (2018). Reflections on the use of conceptual research in risk analysis. Risk Analysis, 38(11), 2415–2423. https://doi.org/10.1111/risa.13139
Babbie, E. (2021). The practice of social research (15th ed.). Cengage.
Bacon, F. (2000). In L. Jardine, & M. Silverthorne (Eds.), The new organon. Cambridge University Press.
Bal, M. (2009). Working with concepts. European Journal of English Studies, 13(1), 13–23. https://doi.org/10.1080/13825570802708121
Baldwin, D. (1980). Interdependence and power: A conceptual analysis. International Organization, 34(4), 471–506. https://doi.org/10.1017/S0020818300018828
Baskaran, S., Ng, C. H., Mahadi, N., & Ayob, S. A. (2017). Youth and social media comportment: A conceptual perspective. International Journal of Academic Research in Business and Social Sciences, 7(11), 1260–1277. https://doi.org/10.6007/IJARBSS/v7-i11/3563
Bergkvist, L. (2015). Appropriate use of single-item measures is here to stay. Marketing Letters, 26, 245–255. https://doi.org/10.1007/s11002-014-9325-y
Bird, F. (2020). A defense of objectivity in the social sciences, rightly understood. Sustainability: Science Practice and Policy, 16(1), 83–98. https://doi.org/10.1080/15487733.2020.1785679
Birks, M., & Mills, J. (2015). Grounded theory: A practical guide (2nd ed.). Sage Publications.
Blumer, H. (1956). Sociological analysis and the “variable. American Sociological Review, 21(6), 683–690. https://doi.org/10.2307/2088418
Boateng, G. O., Neilands, T. B., Frongillo, E. A., Melgar-Quinonez, H., & Young, S. L. (2018). Best practices for developing and validating scales for health, social, and behavioral research: A primer. Frontiers in Public Health, 6, 149. https://doi.org/10.3389/fpubh.2018.00149
Boole, G. (1952/2012). Studies in logic and probability. Dover Publications.
Boyd, N. M., & Bogen, J. (2021). Theory and observation in science. In N. Zalta & U. Nodelman (Eds.), Stanford Encyclopedia of Philosophy (Winter 2021 Edition). https://plato.stanford.edu/archives/win2021/entries/science-theory-observation/. Accessed 1 Apr 2023.
Brandt, P., & Timmermans, S. (2021). Abductive logic of inquiry for quantitative research in the digital age. Sociological Science, 8, 191–210. https://doi.org/10.15195/v8.a10
Brewer, W. F., & Chinn, C. A. (1994). The theory-ladenness of data: An experimental demonstration. In A. Ram & K. Eiselt (Eds.), Proceedings of the sixteenth annual conference of the cognitive science society (p.5). Routledge. https://doi.org/10.4324/9781315789354
Bringmann, L. F., Elmer, T., & Eronen, M. I. (2022). Back to basics: The importance of conceptual clarification in psychological science. Current Direction in Psychological Science, 31(4), 340–346. https://doi.org/10.1177/09637214221096485
Carnap, R. (1956). The methodological character of theoretical concepts. In H. Feigl, & M. Scriven (Eds.), Foundations of science and the concepts of psychology and psychoanalysis (pp. 38–76). University of Minnesota Press.
Carnap, R. (1963). Replies and systematic expositions. In P. A. Shilpp (Ed.), The philosophy of Rudolf Carnap (pp. 859–1013). Open Court.
Chaffee, S. (1991). Explication. Sage Publications.
Charmaz, K., & Thornberg, R. (2021). The pursuit of quality in grounded theory. Qualitative Research in Psychology, 18(3), 305–327. https://doi.org/10.1080/14780887.2020.1780357
Clark, L. A., & Watson, D. (2019). Constructing validity: New developments in creating objective measuring instruments. Psychological Assessment, 31(12), 1412–1427. https://doi.org/10.1037/pas0000626
Clark, T., Foster, L., Sloan, L., & Bryman, A. (2021). Bryman’s social research methods (6th ed.). Oxford University Press.
Cohen, I. B. (1994). A note on “social science” and on “natural science.” In I. B. Cohen (Ed.), The natural sciences and the social sciences (pp. xxv-xxxvi). Kluwer Academic Publishers.
Copi, I., Cohen, C., & McMahon, K. (2010). Introduction to logic (14th ed.). Prentice-Hall.
Darwin, C. (1897). In F. Darwin (Eds.), The life and letters of Charles Darwin. D. Appleton and Company.
Dewey, J. (1910/1997). How we think. Dover Publications.
Dreher, A. (2000). Foundations for conceptual research in psychoanalysis. Karnac (Books) Ltd.
Dreher, A. (2003). What does conceptual research have to offer? In M. Leuzinger-Bohleber, A. Dreher, & J. Ganestri (Eds.), Pluralism and unity? Methods of research in psychoanalysis (pp. 109–124). IPA.
Dubin, R. (1978). Theory building (2nd ed.). Free Press.
Dummett, M. (1991). The logical basis of metaphysics. Harvard University Press.
Dunwoody, S. (2005). Explicate, please. MAPOR News, fall issue, 4. http://www.mapor.org/newsletters/Fall2005.pdf
Eagly, A., & Chaiken, S. (1993). The psychology of attitudes. Harcourt Brace Jovanovich College Publishers.
Fetzer, J. (2022). Carl Hempel. In N. Zalta & U. Nodelman (Eds.), Stanford encyclopedia of philosophy. Retrieved April 1, 2023, from https://plato.stanford.edu/entries/hempel/
Fisher, R. (1955). Statistical methods and scientific induction. Journal of the Royal Statistical Society: Series B(Methodological), 17(1), 69–78. https://doi.org/10.1111/j.2517-6161.1955.tb00180.x
Fodor, J. (1998). Concepts: Where cognitive science went wrong. Oxford University Press.
Fodor, J. (2004). Having concepts: A brief refutation of the 20th century. Mind and Language, 19, 29–47. https://doi.org/10.1111/j.1468-0017.2004.00245.x
Foxall, G. R. (1986). The role of radical behaviorism in the explanation of consumer choice. In R. J. Lutz (Ed.), Advances in consumer research (13 vol., pp. 187–191). Association for Consumer Research.
Francis, G. (2012). Publication bias and the failure of replication in experimental psychology. Psychonomic Bulletin and Review, 19, 975–991. https://doi.org/10.3758/s13423-012-0322-y
Gardner, D. G., Cummings, L. L., Dunham, R. B., & Pierce, J. L. (1998). Single-item versus multiple-item measurement scales: An empirical comparison. Educational and Psychological Measurement, 58(6), 898–915. https://doi.org/10.1177/0013164498058006003
Gatzka, T. (2021). Aspects of openness as predictors of academic achievement. Personality and Individual Differences, 170,. https://doi.org/10.1016/j.paid.2020.110422
Glaser, B. G., & Strauss, A. L. (1967). The discovery of grounded theory: Strategies for qualitative research. Aldine de Gruyter.
Gunnell, J. (1975). Philosophy, science, and political inquiry. General Learning Press.
Haslam, N. (2016). Concept creep: Psychology’s expanding concepts of harm and pathology. Psychological Inquiry, 27(1), 1–17. https://doi.org/10.1080/1047840X.2016.1082418
Haslam, N., Dakin, B. C., Fabiano, F., McGrath, M. J., Rhee, J., Vylomova, E., Weaving, M., & Wheeler, M. A. (2020). Harm inflation: Making sense of concept creep. European Review of Social Psychology, 31(1), 254–286. https://doi.org/10.1080/10463283.2020.1796080
Haslam, N., Tse, J. S. Y., & Deyne, S. D. (2021). Concept creep and psychiatrization. Frontiers in Sociology, 6, 806147. https://doi.org/10.3389/fsoc.2021.806147
Hayes, A. F., & Coutts, J. J. (2020). Use Omega rather than Cronbach’s alpha for estimating reliability but…. Communication Methods and Measures, 14(1), 1–24. https://doi.org/10.1080/19312458.2020.1718629
Hempel, C. (1965). Aspects of scientific explanation and other essays in the philosophy of science. Free Press.
Homans, G. (1951). The human group. Routledge.
Hume, D. (1748/1999). An enquiry concerning human understanding. Oxford University Press.
Hurley, P., & Watson, L. (2018). A concise introduction to logic (13th ed.). Cengage Learning.
Husserl, E. (1900/1973). Logical investigations (trans. Findlay J.N.). Routledge & Kegan Paul.
Jackson, F. (1998). From metaphysics to ethics: A defense of conceptual analysis. Oxford University Press.
Kant, I. (1781/1998). The critique of pure reason (Trans. P Guyer, & A. W. Wood). Cambridge University Press.
Kerlinger, F. N, & Lee, H. B. (1999). Foundations of behavioral research (4th ed.). Wadsworth Publishing.
King, G., Keohane, R. O., & Verba, S. (2021). Designing social inquiry: Scientific inference in qualitative research (new ed.). Princeton University Press.
Kistruck, G. M., & Shantz, A. S. (2022). Research on grand challenges: Adopting an abductive experimentation methodology. Organization Studies, 43(9), 1479–1505. https://doi.org/10.1177/01708406211044886
Kuhn, T. (1996). The structure of scientific revolutions. The University of Chicago Press.
Leibniz, G. W. (1989). Dissertation on the art of combinations. In L. E. Loemker (Ed.) Philosophical papers and letters. The new synthese historical library (Texts and studies in the history of philosophy) (vol 2). Springer. https://doi.org/10.1007/978-94-010-1426-7_2
Lakatos, I. (1978). The methodology of scientific research programmes. In J. Worrall, & G. Currie (Eds.), Philosophical papers, V 1. Cambridge University Press.
Locke, E. A. (2007). The case for inductive theory building. Journal of Management, 33(6), 867–890. https://doi.org/10.1177/0149206307307636
Locke, J. (1689/1997). An essay concerning human understanding, book III. Penguin Press.
Locke, E. A., & Latham, G. P. (2020). Building a theory by induction: The example of goal setting theory. Organizational Psychology Review, 10(3–4), 223–239. https://doi.org/10.1177/2041386620921931
Margolis, E., & Laurence, S. (2022). Concepts. In E. N. Zalta & U. Nodelman (Eds.), The Stanford encyclopedia of philosophy (Fall 2022 Edition). https://plato.stanford.edu/archives/fall2022/entries/concepts/. Accessed 1 Apr 2023.
Martinez, R. A. M., Andrabi, N., Goodwin, A. N., Wilbur, R. E., Smith, N. R., & Zivich, P. N. (2023). Conceptualization, operationalization, and utilization of race and ethnicity in major epidemiology journals, 1995–2018: A systematic review. American Journal of Epidemiology, 192(3), 483–496. https://doi.org/10.1093/aje/kwac146
McCombs, M., & Donald, S. (1972). The agenda-setting function of mass media. The Public Opinion Quarterly, 36(2), 176–187. https://doi.org/10.1086/267990
McLeod, J., & Chaffee, S. (2017). The construction of social reality. In J. T. Tedeschi (Ed.), The social influence processes (pp50-99). Routledge.
Mill, J. S. (1843/2011). A system of logic, ratiocinative and inductive: Being a connected view of the principles of evidence, and the methods of scientific investigation (1V vol). Cambridge University Press. https://doi.org/10.1017/CBO9781139149839.017
Mokgohloa, K., Kanakana-Katumba, G., Maladzhi, R., & Xaba, S. (2021). A grounded theory approach to digital transformation in the postal sector in southern Africa. Advances in Science Technology and Engineering Systems Journal, 6(2), 313–323. https://doi.org/10.25046/aj060236
Mollaret, P. (2009). Using common psychological terms to describe other people: From lexical hypothesis to polysemous conception. Theory and Psychology, 19(3), 315–334. https://doi.org/10.1177/0959354309104157
Mukumbang, F. C., Kabongo, E. M., & Eastwood, J. G. (2021). Examining the application of retroductive theorizing in realist-informed studies. International Journal of Qualitative Methods, 20, 1–14. https://doi.org/10.1177/16094069211053516
Nuhoglu, H. (2020). The effect of deduction and induction methods used in modeling current environmental issues with system dynamics approach in science education. Participatory Education Research (PER), 7(1), 111–126. https://doi.org/10.17275/per.20.7.7.1
Nunnally, J. (1987). Introduction to psychological measurement. McGraw-Hill Book Company.
O’Shaughnessy, J. (1992). Explaining buyer behavior: Central concepts and philosophy of science issues. Oxford University Press.
Open Science Collaboration. (2015). Estimating the reproducibility of psychological science. Science, 349, 1–8. https://doi.org/10.1126/science.aac4716
Pan, Z., & Kosicki, G. (1993). Framing analysis: An approach to news discourse. Political Communication, 10(1), 55–75. https://doi.org/10.1080/10584609.1993.9962963
Peacocke, P. (2009). Frege’s hierarchy: A puzzle. In J. Almog, & P. Leonardi (Eds.), The philosophy of David Kaplan (pp. 159–186). Oxford University Press.
Peirce, C. S. (1898/1992). Reason and the logic of things: The Cambridge conferences lectures of 1898 (ed. Ketner, K.L). Harvard University Press.
Petronio, S., & Child, J. T. (2020). Conceptualization and operationalization: Utility of communication privacy management theory. Current Opinion in Psychology, 31, 76–82. https://doi.org/10.1016/j.copsyc.2019.08.009
Philipsen, K. (2017). Theory building: Using abductive search strategies. In P. Freytag, & L. Young (Eds.), Collaborative research design (pp. 45–71). Springer. https://doi.org/10.1007/978-981-10-5008-4_3
Popper, K. (1959). The logic of scientific discovery. Hutchinson.
Popper, K. (1963). Conjectures and refutations: The growth of scientific knowledge. Routledge & Kegan Paul.
Popper, K. (1982). Unended quest: An intellectual autobiography. Open Court.
Potter, J. (2012). Media effects. Sage Publications.
Putnam, H. (1962). The analytic and the synthetic. In H. Feigl, & G. Maxwell (Eds.), Minnesota studies in the philosophy of science, V III (pp. 358–97). University of Minnesota Press.
Quine, W. (1974). Roots of reference. Open Court.
Rose, J., & Johnson, C. W. (2020). Contextualizing reliability and validity in qualitative research: Toward more rigorous and trustworthy qualitative social science in leisure research. Journal of Leisure Research, 51(4), 432–451. https://doi.org/10.1080/00222216.2020.1722042
Rosenberg-Jansen, S. (2022). The emerging world of humanitarian energy: A conceptual research review. Energy Research and Social Science, 92,. https://doi.org/10.1016/j.erss.2022.102779
Russell, B. (1946). A history of western philosophy. George Allen and Unwin Ltd.
Sætre, A. S., & Van de Ven, A. (2021). Generating theory by abduction. Academy of Management Review, 46(4), 684–701. https://doi.org/10.5465/amr.2019.0233
Salmon, W. (1971). Statistical explanation and statistical relevance. University of Pittsburgh Press.
Schimmack, U. (2020). A meta-psychological perspective on the decade of replication failures in social psychology. Canadian Psychology/Psychologie Canadienne, 61(4), 364–376. https://doi.org/10.1037/cap0000246
Schlagwein, D. (2021). Natural sciences, philosophy of science and the orientation of the social sciences. Journal of Information Technology, 36(1), 85–80. https://doi.org/10.1177/0268396220951203
Schrepp, M. (2020). On the usage of Cronbach’s alpha to measure reliability of UX scales. Journal of Usability Studies, 15(4), 247–258.
Shrestha, Y. R., He, V. F., Puranam, P., & von Krogh, G. (2020). Algorithm supported induction for building theory: How can we use prediction models to theorize? Organization Science, 32(3), 856–880. https://doi.org/10.1287/orsc.2020.1382
Stadler, M., Sailer, M., & Fischer, F. (2021). Knowledge as a formative construct: A good alpha is not always better. New Ideas in Psychology, 60,. https://doi.org/10.1016/j.newideapsych.2020.100832
Stich, S., & Weinberg, J. (2001). Jackson’s empirical assumptions. Philosophy and Phenomenological Research, 62(3), 637–643. https://doi.org/10.1111/j.1933-1592.2001.tb00081.x
Surma-aho, A., & Otto, K. H. (2021). Conceptualization and operationalization of empathy in design research. Design Studies, 78, 101075. https://doi.org/10.1016/j.destud.2021.101075
Svejvid, P. (2021). A meta-theoretical framework for theory building in project management. International Journal of Project Management, 39, 849–9722. https://doi.org/10.1016/j.ijproman.2021.09.006
Szatek, P. K. (2020). The Duhem-Quine thesis reconsidered. Studies in Logic, Grammar, and Rhetoric, 62(75), 73–93. https://doi.org/10.2478/slgr-2020-0014
Tarski, A. (1946/1996). Introduction to logic: And to the methodology of deductive sciences. Dover Publications.
Toulmin, S. (1953). The philosophy of science: An introduction. Hutchinson.
Thomas, C. G. (2021). Research methodology and scientific writing (2nd ed.). Springer Nature. https://doi.org/10.1007/978-3-030-64865-7
Tie, Y. T., Birks, M., & Francis, K. (2019). Grounded theory research: A design framework for novice researchers. Sage Open Medicine, 7, 1–8. https://doi.org/10.1177/2050312118822927
Veen, M. (2021). Creative leaps in theory: The might of abduction. Advances in Health Sciences Education, 26, 1173–1183. https://doi.org/10.1007/s10459-021-10057-8
Verster, J. C., Sandalova, E., Garssen, J., & Bruce, G. (2021). The use of single-item ratings versus traditional multiple-item questionnaires to assess mood and health. European Journal of Investigation in Health Psychology and Education, 11, 183–198. https://doi.org/10.3390/ejihpe11010015
Whitehead, A. N., & Russell, B. (1956). Principia Mathematica to *56. Cambridge University Press.
Wittgenstein, L. (1922/2007). Tractatus Logico-Philosohicus. Cosimo, Inc.
Woiceshyn, J., & Daellenbach, U. (2018). Evaluating inductive versus deductive research in management studies: Implications for authors, editors, and reviewers. Qualitative Research in Organizations and Management: An International Journal, 13(2), 183–195. https://doi.org/10.1108/QROM-06-2017-1538
Wu, X., Levis, B., Sun, Y., Krishnan, A., He, C., et al. (2020). Probability of major depression diagnostic classification based on the SCID, CIDI and MINI diagnostic interviews controlling for hospital anxiety and depression scale-depression subscale score: An individual participant data meta-analysis of 73 primary studies. Journal of Psychosomatic Research, 129, 109892. https://doi.org/10.1016/j.jpsychores.2019.109892
Xin, S., Tribe, J., & Chambers, D. (2013). Conceptual research in tourism. Annals of Tourism Research, 41, 66–88. https://doi.org/10.1016/j.annals.2012.12.003
Yao, Q. J. (2023a). Conceptual analysis. In J. Mattingly (Ed.), The Sage encyclopedia of theory in science, technology, engineering, and mathematics. Sage Reference. https://doi.org/10.4135/9781071872383
Yao, Q. J. (2023b). Deduction. In J. Mattingly (Ed.), The Sage encyclopedia of theory in science, technology, engineering, and mathematics. Sage Reference. https://doi.org/10.4135/9781071872383
Yao, Q. J. (2023c). Induction. In J. Mattingly (Ed.), The Sage encyclopedia of theory in science, technology, engineering, and mathematics. Sage Reference. https://doi.org/10.4135/9781071872383
Yao, Q. J., Liu, Z., & Stephens, L. S. (2020). Exploring the dynamics in the environmental discourse: The longitudinal interaction among public opinion, presidential opinion, media coverage, policymaking in 3 decades and an integrated model of media effects. Environment Systems and Decision, 40(1), 14–28. https://doi.org/10.1007/s10669-019-09746-y
Young, C. (2008). The advertising research handbook (2nd ed.). Ad Essentials, LLC.
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Yao, Q. Concepts and Reasoning: a Conceptual Review and Analysis of Logical Issues in Empirical Social Science Research. Integr. psych. behav. 58, 502–530 (2024). https://doi.org/10.1007/s12124-023-09792-x
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DOI: https://doi.org/10.1007/s12124-023-09792-x