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A critique of statistical modelling in management science from a critical realist perspective: its role within multimethodology

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  • J Mingers

    (University of Kent)

Abstract

Management science was historically dominated by an empiricist philosophy that saw quantitative modelling and statistical analysis as the only legitimate research method. More recently interpretive or constructivist philosophies have also developed employing a range of non-quantitative methods. This has sometimes led to divisive debates. ‘Critical realism’ has been proposed as a philosophy of science that can potentially provide a synthesis in recognizing both the value and limitations of these approaches. This paper explores the critical realist critique of quantitative modelling, as exemplified by multivariate statistics, and argues that its grounds must be re-conceptualized within a multimethodological framework.

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  • J Mingers, 2006. "A critique of statistical modelling in management science from a critical realist perspective: its role within multimethodology," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 57(2), pages 202-219, February.
    • Handle: RePEc:pal:jorsoc:v:57:y:2006:i:2:d:10.1057_palgrave.jors.2601980
    DOI: 10.1057/palgrave.jors.2601980
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    1. Unknown, 2000. "Book Review," Research Policy, Elsevier, vol. 29(9), pages 1189-1191, December.
    2. Rosenberg, Alexander, 1992. "Economics--Mathematical Politics or Science of Diminishing Returns?," University of Chicago Press Economics Books, University of Chicago Press, edition 1, number 9780226727233, September.
    3. Goles, Tim & Hirschheim, Rudy, 2000. "The paradigm is dead, the paradigm is dead...long live the paradigm: the legacy of Burrell and Morgan," Omega, Elsevier, vol. 28(3), pages 249-268, June.
    4. Mills, Terence C. & Pepper, Gordon T., 1999. "Assessing the forecasters: an analysis of the forecasting records of the Treasury, the London Business School and the National Institute," International Journal of Forecasting, Elsevier, vol. 15(3), pages 247-257, July.
    5. J Mingers, 2000. "The contribution of critical realism as an underpinning philosophy for OR/MS and systems," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 51(11), pages 1256-1270, November.
    6. Hendry, David F., 1995. "Dynamic Econometrics," OUP Catalogue, Oxford University Press, number 9780198283164.
    7. John Mingers, 2001. "Combining IS Research Methods: Towards a Pluralist Methodology," Information Systems Research, INFORMS, vol. 12(3), pages 240-259, September.
    8. Andrew Abbott, 1998. "The Causal Devolution," Sociological Methods & Research, , vol. 27(2), pages 148-181, November.
    9. Deirdre N. McCloskey & Stephen T. Ziliak, 1996. "The Standard Error of Regressions," Journal of Economic Literature, American Economic Association, vol. 34(1), pages 97-114, March.
    10. N/A, 2000. "Book Review," Vision, , vol. 4(1_suppl), pages 77-86, January.
    11. Geoff Walsham, 1995. "The Emergence of Interpretivism in IS Research," Information Systems Research, INFORMS, vol. 6(4), pages 376-394, December.
    12. Unknown, 2000. "Book Review," Research Policy, Elsevier, vol. 29(9), pages 1193-1195, December.
    13. W Ulrich, 2003. "Beyond methodology choice: critical systems thinking as critically systemic discourse," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 54(4), pages 325-342, April.
    14. Unknown, 2000. "Book Review," Research Policy, Elsevier, vol. 29(9), pages 1191-1193, December.
    15. M C Jackson, 1999. "Towards coherent pluralism in management science," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 50(1), pages 12-22, January.
    16. Wanda J. Orlikowski & Jack J. Baroudi, 1991. "Studying Information Technology in Organizations: Research Approaches and Assumptions," Information Systems Research, INFORMS, vol. 2(1), pages 1-28, March.
    17. N/A, 2000. "Book Reviews," International Journal of Social Psychiatry, , vol. 46(1), pages 76-78, March.
    18. Cooley, Thomas F. & Leroy, Stephen F., 1985. "Atheoretical macroeconometrics: A critique," Journal of Monetary Economics, Elsevier, vol. 16(3), pages 283-308, November.
    19. Eden, C, 1993. "From the playpen to the bombsite: the changing nature of management science," Omega, Elsevier, vol. 21(2), pages 139-154, March.
    20. Ziliak, Stephen T. & McCloskey, Deirdre N., 2004. "Size matters: the standard error of regressions in the American Economic Review," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 33(5), pages 527-546, November.
    21. Philip J. Dobson, 2001. "The Philosophy of Critical Realism—An Opportunity for Information Systems Research," Information Systems Frontiers, Springer, vol. 3(2), pages 199-210, June.
    22. Mingers, John & Brocklesby, John, 1997. "Multimethodology: Towards a framework for mixing methodologies," Omega, Elsevier, vol. 25(5), pages 489-509, October.
    23. Steve Fleetwood, 2001. "Causal Laws, Functional Relations and Tendencies," Review of Political Economy, Taylor & Francis Journals, vol. 13(2), pages 201-220.
    24. Sims, Christopher A, 1980. "Macroeconomics and Reality," Econometrica, Econometric Society, vol. 48(1), pages 1-48, January.
    25. Arnold Zellner, 1997. "Bayesian Analysis in Econometrics and Statistics," Books, Edward Elgar Publishing, number 825.
    26. Makridakis, Spyros & Hibon, Michele, 2000. "The M3-Competition: results, conclusions and implications," International Journal of Forecasting, Elsevier, vol. 16(4), pages 451-476.
    27. Lucas, Robert Jr, 1976. "Econometric policy evaluation: A critique," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 1(1), pages 19-46, January.
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    3. M. Nassereddine & M. A. Ellakkis & A. Azar & M. D. Nayeri, 2021. "Developing a Multi-methodology for Conflict Resolution: Case of Yemen’s Humanitarian Crisis," Group Decision and Negotiation, Springer, vol. 30(2), pages 301-320, April.
    4. Tea Golob & Matej Makarovič, 2019. "Reflexivity and Structural Positions: The Effects of Generation, Gender and Education," Social Sciences, MDPI, vol. 8(9), pages 1-23, August.
    5. Richard Ormerod, 2006. "The OR approach to forecasting: comments on Mingers' paper," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 57(11), pages 1371-1373, November.
    6. Mingers, John, 2015. "Helping business schools engage with real problems: The contribution of critical realism and systems thinking," European Journal of Operational Research, Elsevier, vol. 242(1), pages 316-331.
    7. C Mar-Molinero & J Mingers, 2007. "An evaluation of the limitations of, and alternatives to, the Co-Plot methodology," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 58(7), pages 874-886, July.
    8. Pianezzi, Daniela & Ashraf, Muhammad Junaid, 2022. "Accounting for ignorance: An investigation into corruption, immigration and the state," CRITICAL PERSPECTIVES ON ACCOUNTING, Elsevier, vol. 86(C).
    9. Mike Chiasson & Robert Fildes & Mike Pidd, 2006. "Intelligent thinking instead of critical realism?," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 57(11), pages 1373-1375, November.
    10. Marie-José Avenier & Catherine Thomas, 2015. "Finding one's way around various methodological guidelines for doing rigorous case studies: A comparison of four epistemological frameworks [Se frayer un chemin parmi les différentes recommandation," Post-Print halshs-01491454, HAL.
    11. Michael Wood, 2013. "Making Statistical Methods More Useful," SAGE Open, , vol. 3(1), pages 21582440134, February.
    12. M C Jackson, 2011. "The multi-methodology debate: a response to Harwood," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 62(4), pages 811-813, April.
    13. Z Zhu, 2011. "After paradim: why mixing-methodology theorising fails and how to make it work again," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 62(4), pages 784-798, April.
    14. Mike C Jackson, 2006. "John Mingers is a critical realist imperialist," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 57(11), pages 1370-1371, November.
    15. S A Harwood, 2011. "Mixing methodologies and paradigmatic commensurability," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 62(4), pages 806-809, April.
    16. J Mingers, 2011. "Clarification or confusion: response to Harwood," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 62(4), pages 809-811, April.

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