Between Complexity and Parsimony: Limited Diversity, Counterfactual Cases, and Comparative Analysis
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Counterfactual analysis has a long and distinguished history in comparative research. To some, counterfactual analysis is central to comparative inquiry because such research typically embraces only a handful of empirical cases (Fearon 1991). If there are only a few instances (e.g., of revolution), then researchers, of necessity, must compare empirical cases to hypothetical cases. The affinity between counterfactual analysis and comparative research, however, derives not from its focus on small Ns, but from its configurational nature. Case-oriented explanations of outcomes are often combinatorial in nature, stressing specific configurations of causal conditions. Rather than focus on the net effects of causal conditions, case-oriented explanations emphasize their combined effects.
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The intermediate solution provides an advantageous balance of parsimony and complexity.
“Our group agrees with the position of Ragin and Sonnett [46] that the intermediate solution provides an advantageous balance of parsimony and complexity that is at once concise, yet flexible enough to account for diverse contexts and therefore we will report the intermediate solution.”
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Cites
Statistics and Causal Inference
Holland, P. W. (1986) · Journal of the American Statistical Association · doi:10.1080/01621459.1986.10478354 · Cited by 5,293 · see citing works
The Sociology of Science: Theoretical and Empirical Investigations
Kaplan, N. M., Merton, R. Κ., & Storer, N. W. (1974) · Technology and Culture · doi:10.2307/3102264 · Cited by 4,056 · see citing works
Lieberson, S., & Ragin, C. C. (2001) · Contemporary Sociology A Journal of Reviews · doi:10.2307/3089736 · Cited by 2,814 · see citing works
Self-citationMethodology of Social Sciences
Weber, M. (2017) · Routledge eBooks · doi:10.4324/9781315124445 · Cited by 2,547 · see citing works
Social Origins of Dictatorship and Democracy: Lord and Peasant in the Making of the Modern World.
Ness, G. D., & Moore, B. (1967) · American Sociological Review · doi:10.2307/2092029 · Cited by 2,285 · see citing works
The Comparative Method: Moving Beyond Qualitative and Quantitative Strategies
Ragin, C. C. (2014) · doi:10.1525/9780520957350 · Cited by 2,130 · see citing works
Self-citationTHE SOCIOLOGY OF SCIENCE:: Theoretical and Empirical Investigations
Merton, R. Κ., & Storer, N. W. (2017) · Cited by 1,467 · see citing works
A System of Logic, Ratiocinative and Inductive
Mill, J. S. (2023) · Routledge eBooks · doi:10.4324/9781003009450-5 · Cited by 1,430 · see citing works
Hardy, M. A., & Bryman, A. E. (2004) · SAGE Publications Ltd eBooks · doi:10.4135/9781848608184 · Cited by 970 · see citing works
THE ESTIMATION OF CAUSAL EFFECTS FROM OBSERVATIONAL DATA
Winship, C., & Morgan, S. L. (1999) · Annual Review of Sociology · doi:10.1146/annurev.soc.25.1.659 · Cited by 890 · see citing works
Counterfactuals and Hypothesis Testing in Political Science
Fearon, J. D. (1991) · World Politics · doi:10.2307/2010470 · Cited by 729 · cited 2× · see citing works
“Contemporary comparative researchers have continued to debate how to construct and use counterfactuals in research and theory development (Elster 1978; Fearon 1991; Hawthorn 1991; Tetlock and Belkin 1996).”
BackgroundTetlock, P. E., & Belkin, A. (1997) · Princeton University Press eBooks · doi:10.1515/9780691215075-003 · Cited by 585 · see citing works
Handbook of Statistical Modeling for the Social and Behavioral Sciences
Arminger, G., Clogg, C. C., & Sobel, M. E. (1995) · Springer eBooks · doi:10.1007/978-1-4899-1292-3 · Cited by 488 · see citing works
Causal Complexity and the Study of Politics
Braumoeller, B. F. (2003) · Political Analysis · doi:10.1093/pan/mpg012 · Cited by 179 · see citing works
Causal Inference in the Social and Behavioral Sciences
Sobel, M. E. (1995) · Springer eBooks · doi:10.1007/978-1-4899-1292-3_1 · Cited by 164 · see citing works
The Programmatic Emergence of the Social Security State
Hicks, A., Misra, J., & Ng, T. N. (1995) · American Sociological Review · doi:10.2307/2096417 · Cited by 131 · see citing works
Regime consequences : methodological challenges and research strategies
Underdal, A., & Young, O. R. (2004) · Cited by 120 · see citing works
Plausible Worlds; Possibility and Understanding in History and the Social Sciences.
Fain, H., & Hawthorn, G. (1993) · History and Theory · doi:10.2307/2505331 · Cited by 113 · see citing works
Causal Inference in Sociological Studies
Winship, C., & Sobel, M. E. (2004) · SAGE Publications Ltd eBooks · doi:10.4135/9781848608184.n21 · Cited by 81 · see citing works
Musical boundaries: intersections of form and content
Sonnett, J. (2004) · Poetics · doi:10.1016/j.poetic.2004.05.007 · Cited by 75 · see citing works
Self-citationFearon, J. D. (1997) · Princeton University Press eBooks · doi:10.1515/9780691215075-004 · Cited by 55 · see citing works
Boolean Analysis, Mechanisms, and the Study of Regime Effectiveness
Stokke, O. S. (2004) · Regime Consequences · doi:10.1007/978-1-4020-2208-1_5 · Cited by 17 · see citing works
Flagged first, then by citations
Research works printed but not linked: 7
- Elster, Jon. (1978). /RJLF 6RFLHW\ &RQWUDGLFWLRQV DQG 3RVVLEOH :RUOGV. New York: John Wiley & Sons.
- Hawthorn, Geoffrey. (1991). 3ODXVLEOH :RUOGV 3RVVLELOLW\ DQG XQGHUVWDQGLQJ LQ KLVWRU\ DQG WKH VRFLDO VFLHQFHV. New York: Cambridge University Press.
- Merton, Robert K. (1973). 7KH 6RFLRORJ\ RI 6FLHQFH 7KHRUHWLFDO DQG (PSLULFDO ,QYHVWLJDWLRQV Chicago, IL: University of Chicago Press.
- Mill, John Stuart. ([1843]/1967). $ 6\VWHP RI /RJLF 5DWLRFLQDWLYH DQG ,QGXFWLYH. Toronto: University of Toronto Press.
- Ragin, Charles C. (1987). 7KH &RPSDUDWLYH 0HWKRG. Berkeley: University of California Press.
- Ragin, Charles C. (2000). )X]]\6HW 6RFLDO 6FLHQFH. Chicago: University of Chicago Press.
- Weber, Max. ([1905]/1949). "Objective possibility and adequate causation in historical explanation." Pp. 164-188 in Edward A. Shils and Henry A. Finch (eds), 7KH 0HWKRGRORJ\ RI WKH 6RFLDO 6FLHQFHV. Glencoe, IL: The Free Press.
Cited by
Sorted by citations
A set-theoretic approach to organizational configurations
Fiss, P. C. (2007) · Academy of Management Review · doi:10.5465/amr.2007.26586092 · Cited by 2,225 · see citing works
Standards of Good Practice in Qualitative Comparative Analysis (QCA) and Fuzzy-Sets
Schneider, C. Q., & Wagemann, C. (2010) · Comparative Sociology · doi:10.1163/156913210x12493538729793 · Cited by 1,473 · see citing works
Embracing Causal Complexity: The Emergence of a Neo-Configurational Perspective
Misangyi, V. F., Greckhamer, T., Furnari, S., Fiss, P. C., Crilly, D., & Aguilera, R. (2017) · Journal of Management · doi:10.1177/0149206316679252 · Cited by 1,099 · see citing works
Rihoux, B. (2006) · International Sociology · doi:10.1177/0268580906067836 · Cited by 461 · see citing works
Institutions and inflows of foreign direct investment: a fuzzy-set analysis
Pajunen, K. (2008) · Journal of International Business Studies · doi:10.1057/palgrave.jibs.8400371 · Cited by 299 · see citing works
Thiem, A., & Duşa, A. (2013) · Social Science Computer Review · doi:10.1177/0894439313478999 · Cited by 95 · see citing works
Cooper, B. R., Hill, L. G., Parker, L., Jenkins, G. J., Shrestha, G., & Funaiole, A. (2022) · Implementation Science Communications · doi:10.1186/s43058-022-00303-4 · Cited by 7 · see citing works
“about which solution set to report, with significant expert disagreement [43, 45, 46].”
BackgroundResult
- Authors
- Ragin, C. C., & Sonnett, J.
- Affiliations
- University of Arizona (US)
- Venue
- Vergleichen in der Politikwissenschaft
- Publisher
- VS Verlag für Sozialwissenschaften
- Published
- 2005
- Pages
- 180-197
- OpenAlex
- W1601526904
- Cited by
- 316
- References
- 22
- Citations by year
- 2026: 5 · 2025: 13 · 2024: 11 · 2023: 16 · 2022: 22 · 2021: 25 · 2020: 17 · 2019: 17 · 2018: 23 · 2017: 8 · 2016: 19 · 2015: 21 · 2014: 20 · 2013: 20 · 2012: 10
- FWCI
- 36.76
- Type
- book chapter
- Language
- de
- Open access
- bronze
- doi.org
- Locations
- VS Verlag für Sozialwissenschaften eBooks (publishedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- Topics
- Social Sciences › Sociology and Political Science › Qualitative Comparative Analysis Research
- Social Sciences › Political Science and International Relations › Political Science Research and Education
- Social Sciences › Arts and Humanities › History and Philosophy of Science › Philosophy and History of Science
- Keywords
- counterfactual analysis, comparative analysis, configurational analysis, causal conditions, parsimony
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