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Qualitative research: extending the range with flexible pattern matching

Author

Listed:
  • Ricarda B. Bouncken

    (University of Bayreuth)

  • Yixin Qiu

    (University of Bayreuth)

  • Noemi Sinkovics

    (University of Auckland)

  • Wolfgang Kürsten

    (Friedrich Schiller University of Jena)

Abstract

The flexible pattern matching approach has witnessed increasing popularity. By combining deduction with induction in logic, flexible pattern matching is well suited for exploration and theory development. The paper discusses its logic, advantages and process of this approach while offering a review of research adopting this approach. We also compare and contrast it with another popular qualitative data analysis technique, the grounded theory approach, to further ground the method on the established knowledge and elaborate its strength and fitting context. This paper advances the flexible pattern matching approach by suggesting a five-step roadmap to conduct qualitative research with the approach.

Suggested Citation

  • Ricarda B. Bouncken & Yixin Qiu & Noemi Sinkovics & Wolfgang Kürsten, 2021. "Qualitative research: extending the range with flexible pattern matching," Review of Managerial Science, Springer, vol. 15(2), pages 251-273, February.
  • Handle: RePEc:spr:rvmgts:v:15:y:2021:i:2:d:10.1007_s11846-021-00451-2
    DOI: 10.1007/s11846-021-00451-2
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    1. Sinkovics, Noemi & Sinkovics, Rudolf R. & Yamin, Mo, 2014. "The role of social value creation in business model formulation at the bottom of the pyramid – Implications for MNEs?," International Business Review, Elsevier, vol. 23(4), pages 692-707.
    2. Kasia Zalewska-Kurek & Rainer Harms, 2020. "Managing autonomy in university–industry research: a case of collaborative Ph.D. projects in the Netherlands," Review of Managerial Science, Springer, vol. 14(2), pages 393-416, April.
    3. A. Canato & D. Ravasi & N. Phillips, 2013. "Coerced practice implementation in cases of low cultural fit: cultural change and practice adaptation during the implementation of six sigma at 3 M," Post-Print hal-00844055, HAL.
    4. Barberis, Nicholas & Thaler, Richard, 2003. "A survey of behavioral finance," Handbook of the Economics of Finance, in: G.M. Constantinides & M. Harris & R. M. Stulz (ed.), Handbook of the Economics of Finance, edition 1, volume 1, chapter 18, pages 1053-1128, Elsevier.
    5. Ricarda B. Bouncken & Sven M. Laudien & Viktor Fredrich & Lars Görmar, 2018. "Coopetition in coworking-spaces: value creation and appropriation tensions in an entrepreneurial space," Review of Managerial Science, Springer, vol. 12(2), pages 385-410, March.
    6. David Jobber & Gordon J. Lucas, 2000. "The modified Tichy TPC framework for pattern matching and hypothesis development in historical case study research," Strategic Management Journal, Wiley Blackwell, vol. 21(8), pages 865-874, August.
    7. De Long, J Bradford & Andrei Shleifer & Lawrence H. Summers & Robert J. Waldmann, 1990. "Noise Trader Risk in Financial Markets," Journal of Political Economy, University of Chicago Press, vol. 98(4), pages 703-738, August.
    8. Peter Gomber & Jascha-Alexander Koch & Michael Siering, 2017. "Digital Finance and FinTech: current research and future research directions," Journal of Business Economics, Springer, vol. 87(5), pages 537-580, July.
    9. Ramiro Montealegre, 2002. "A Process Model of Capability Development: Lessons from the Electronic Commerce Strategy at Bolsa de Valores de Guayaquil," Organization Science, INFORMS, vol. 13(5), pages 514-531, October.
    10. Bouncken, Ricarda B. & Qiu, Yixin & García, F. Javier Sendra, 2021. "Flexible pattern matching approach: Suggestions for augmenting theory evolvement," Technological Forecasting and Social Change, Elsevier, vol. 167(C).
    11. Shleifer, Andrei & Vishny, Robert W, 1997. "The Limits of Arbitrage," Journal of Finance, American Finance Association, vol. 52(1), pages 35-55, March.
    12. Martin R. W. Hiebl & Barbara Mayrleitner, 2019. "Professionalization of management accounting in family firms: the impact of family members," Review of Managerial Science, Springer, vol. 13(5), pages 1037-1068, November.
    13. Noemi Sinkovics & Umair Shafi Choksy & Rudolf R. Sinkovics & Ram Mudambi, 2019. "Knowledge Connectivity in an Adverse Context: Global Value Chains and Pakistani Offshore Service Providers," Management International Review, Springer, vol. 59(1), pages 131-170, February.
    14. Ross, Stephen A, 1978. "A Simple Approach to the Valuation of Risky Streams," The Journal of Business, University of Chicago Press, vol. 51(3), pages 453-475, July.
    15. Trochim, William M. K., 1989. "Outcome pattern matching and program theory," Evaluation and Program Planning, Elsevier, vol. 12(4), pages 355-366, January.
    16. Harrison, J. Michael & Kreps, David M., 1979. "Martingales and arbitrage in multiperiod securities markets," Journal of Economic Theory, Elsevier, vol. 20(3), pages 381-408, June.
    17. Acerbi, Carlo & Tasche, Dirk, 2002. "On the coherence of expected shortfall," Journal of Banking & Finance, Elsevier, vol. 26(7), pages 1487-1503, July.
    18. Philippe Artzner & Freddy Delbaen & Jean‐Marc Eber & David Heath, 1999. "Coherent Measures of Risk," Mathematical Finance, Wiley Blackwell, vol. 9(3), pages 203-228, July.
    19. Black, Fischer & Scholes, Myron S, 1973. "The Pricing of Options and Corporate Liabilities," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 637-654, May-June.
    20. Alvaro Cuervo-Cazurra & Ulf Andersson & Mary Yoko Brannen & Bo Bernhard Nielsen & A. Rebecca Reuber, 2016. "From the Editors: Can I trust your findings? Ruling out alternative explanations in international business research," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 47(8), pages 881-897, October.
    21. Scott Shane, 2000. "Prior Knowledge and the Discovery of Entrepreneurial Opportunities," Organization Science, INFORMS, vol. 11(4), pages 448-469, August.
    22. Noemi Sinkovics & Samia Ferdous Hoque & Rudolf R. Sinkovics, 2016. "Rana Plaza collapse aftermath: are CSR compliance and auditing pressures effective?," Accounting, Auditing & Accountability Journal, Emerald Group Publishing Limited, vol. 29(4), pages 617-649, May.
    23. Royston Greenwood & C. R. Hinings & John Brown, 1994. "Merging Professional Service Firms," Organization Science, INFORMS, vol. 5(2), pages 239-257, May.
    24. Brandtner, Mario & Kürsten, Wolfgang, 2015. "Decision making with Expected Shortfall and spectral risk measures: The problem of comparative risk aversion," Journal of Banking & Finance, Elsevier, vol. 58(C), pages 268-280.
    25. Andrew H. van de Ven & George P. Huber, 1990. "Longitudinal Field Research Methods for Studying Processes of Organizational Change," Organization Science, INFORMS, vol. 1(3), pages 213-219, August.
    26. Burchell, Noel & Kolb, Darl, 2003. "Pattern Matching Organisational Cultures," Journal of Management & Organization, Cambridge University Press, vol. 9(3), pages 50-61, January.
    27. Mingfeng Lin & Nagpurnanand R. Prabhala & Siva Viswanathan, 2013. "Judging Borrowers by the Company They Keep: Friendship Networks and Information Asymmetry in Online Peer-to-Peer Lending," Management Science, INFORMS, vol. 59(1), pages 17-35, August.
    28. Alessandro Zardini & Francesca Ricciardi & Ludovico Bullini Orlandi & Cecilia Rossignoli, 2020. "Business networks as breeding grounds for entrepreneurial options: organizational implications," Review of Managerial Science, Springer, vol. 14(5), pages 1029-1046, October.
    29. Brandtner, Mario, 2018. "Expected Shortfall, spectral risk measures, and the aggravating effect of background risk, or: risk vulnerability and the problem of subadditivity," Journal of Banking & Finance, Elsevier, vol. 89(C), pages 138-149.
    30. Brandtner, Mario, 2013. "Conditional Value-at-Risk, spectral risk measures and (non-)diversification in portfolio selection problems – A comparison with mean–variance analysis," Journal of Banking & Finance, Elsevier, vol. 37(12), pages 5526-5537.
    31. Hans Föllmer & Alexander Schied, 2002. "Convex measures of risk and trading constraints," Finance and Stochastics, Springer, vol. 6(4), pages 429-447.
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    More about this item

    Keywords

    Flexible pattern matching; Qualitative methods; Grounded theory; Connecting theories and data; Qualitative rigor;
    All these keywords.

    JEL classification:

    • B40 - Schools of Economic Thought and Methodology - - Economic Methodology - - - General
    • C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Prediction Models; Simulation Methods

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