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Flexible pattern matching approach: Suggestions for augmenting theory evolvement

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  • Bouncken, Ricarda B.
  • Qiu, Yixin
  • García, F. Javier Sendra

Abstract

Qualitative research can provide rich insights that help understand firms’ actual and future changes, social contexts, and technology development. In this way, qualitative methods substantially promote theory development. Nevertheless, the interaction between observational and theoretical realms often remains fuzzy. Recently, the flexible pattern matching approach was developed, allowing for continuous iteration between extant theories with empirical evidence from qualitative data while maintaining space for theory development. The current paper presents the logic of the flexible pattern matching approach and its strength in unraveling social and technological changes. We advance the flexible pattern matching approach by providing avenues for a longitudinal design and a seven-step roadmap integrating procedures from the Gioia method. We also present the underlying scientific development process.

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  • 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).
    • Handle: RePEc:eee:tefoso:v:167:y:2021:i:c:s0040162521001177
    DOI: 10.1016/j.techfore.2021.120685
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    as
    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. Dorothy Leonard-Barton, 1990. "A Dual Methodology for Case Studies: Synergistic Use of a Longitudinal Single Site with Replicated Multiple Sites," Organization Science, INFORMS, vol. 1(3), pages 248-266, August.
    3. Rey-Martí, Andrea & Ribeiro-Soriano, Domingo & Sánchez-García, José Luis, 2016. "Giving back to society: Job creation through social entrepreneurship," Journal of Business Research, Elsevier, vol. 69(6), pages 2067-2072.
    4. Hammerschmidt, Jonas & Durst, Susanne & Kraus, Sascha & Puumalainen, Kaisu, 2021. "Professional football clubs and empirical evidence from the COVID-19 crisis: Time for sport entrepreneurship?," Technological Forecasting and Social Change, Elsevier, vol. 165(C).
    5. Zhiang (John) Lin & Xia Zhao & Kiran M. Ismail & Kathleen M. Carley, 2006. "Organizational Design and Restructuring in Response to Crises: Lessons from Computational Modeling and Real-World Cases," Organization Science, INFORMS, vol. 17(5), pages 598-618, October.
    6. 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.
    7. Walsh, P.P. & Murphy, E. & Horan, D., 2020. "The role of science, technology and innovation in the UN 2030 agenda," Technological Forecasting and Social Change, Elsevier, vol. 154(C).
    8. Santoro, Gabriele & Quaglia, Roberto & Pellicelli, Anna Claudia & De Bernardi, Paola, 2020. "The interplay among entrepreneur, employees, and firm level factors in explaining SMEs openness: A qualitative micro-foundational approach," Technological Forecasting and Social Change, Elsevier, vol. 151(C).
    9. Sascha Kraus & Norat Roig-Tierno & Ricarda B. Bouncken, 2019. "Digital innovation and venturing: an introduction into the digitalization of entrepreneurship," Review of Managerial Science, Springer, vol. 13(3), pages 519-528, June.
    10. Huarng, Kun-Huang & Ribeiro-Soriano, Domingo Enrique, 2014. "Developmental management: Theories, methods, and applications in entrepreneurship, innovation, and sensemaking," Journal of Business Research, Elsevier, vol. 67(5), pages 657-662.
    11. 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.
    12. Phillips, Fred & Linstone, Hal, 2016. "Key ideas from a 25-year collaboration at technological forecasting & social change," Technological Forecasting and Social Change, Elsevier, vol. 105(C), pages 158-166.
    13. Dennis Jancsary & Renate E. Meyer & Markus A. Höllerer & Vitaliano Barberio, 2017. "Toward a Structural Model of Organizational-Level Institutional Pluralism and Logic Interconnectedness," Organization Science, INFORMS, vol. 28(6), pages 1150-1167, December.
    14. Mariotti, Francesca & Haider, Sajjad, 2020. "Managing institutional diversity and structural holes: Network configurations for recombinant innovation," Technological Forecasting and Social Change, Elsevier, vol. 160(C).
    15. 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.
    16. Herman Aguinis & Angelo M. Solarino, 2019. "Transparency and replicability in qualitative research: The case of interviews with elite informants," Strategic Management Journal, Wiley Blackwell, vol. 40(8), pages 1291-1315, August.
    17. 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.
    18. Inigo, Edurne A. & Albareda, Laura, 2019. "Sustainability oriented innovation dynamics: Levels of dynamic capabilities and their path-dependent and self-reinforcing logics," Technological Forecasting and Social Change, Elsevier, vol. 139(C), pages 334-351.
    19. Kaur, Sarabjot & Gupta, Shivam & Singh, Sanjay Kumar & Perano, Mirko, 2019. "Organizational ambidexterity through global strategic partnerships: A cognitive computing perspective," Technological Forecasting and Social Change, Elsevier, vol. 145(C), pages 43-54.
    20. 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.
    21. Trochim, William M. K., 1989. "Outcome pattern matching and program theory," Evaluation and Program Planning, Elsevier, vol. 12(4), pages 355-366, January.
    22. Wu, Qiang & He, Qile, 2020. "DIY Laboratories and business innovation ecosystems: The case of pharmaceutical industry," Technological Forecasting and Social Change, Elsevier, vol. 161(C).
    23. Wiener, Melanie & Gattringer, Regina & Strehl, Franz, 2020. "Collaborative open foresight - A new approach for inspiring discontinuous and sustainability-oriented innovations," Technological Forecasting and Social Change, Elsevier, vol. 155(C).
    24. Blume, Maximilian & Oberländer, Anna Maria & Röglinger, Maximilian & Rosemann, Michael & Wyrtki, Katrin, 2020. "Ex ante assessment of disruptive threats: Identifying relevant threats before one is disrupted," Technological Forecasting and Social Change, Elsevier, vol. 158(C).
    25. Dell'Era, Claudio & Di Minin, Alberto & Ferrigno, Giulio & Frattini, Federico & Landoni, Paolo & Verganti, Roberto, 2020. "Value capture in open innovation processes with radical circles: A qualitative analysis of firms’ collaborations with Slow Food, Memphis, and Free Software Foundation," Technological Forecasting and Social Change, Elsevier, vol. 158(C).
    26. Soriano, Domingo Ribeiro, 2010. "Management factors affecting the performance of technology firms," Journal of Business Research, Elsevier, vol. 63(5), pages 463-470, May.
    27. Ricarda B. Bouncken & Yixin Qiu & Thomas Clauss, 2020. "Coworking-Space Business Models: Micro-Ecosystems and Platforms — Insights from China," International Journal of Innovation and Technology Management (IJITM), World Scientific Publishing Co. Pte. Ltd., vol. 17(06), pages 1-23, October.
    28. Holzmann, Patrick & Breitenecker, Robert J. & Schwarz, Erich J. & Gregori, Patrick, 2020. "Business model design for novel technologies in nascent industries: An investigation of 3D printing service providers," Technological Forecasting and Social Change, Elsevier, vol. 159(C).
    29. Soriano, Domingo Ribeiro & Peris-Ortiz, Marta, 2011. "Subsidizing technology: How to succeed," Journal of Business Research, Elsevier, vol. 64(11), pages 1224-1228.
    30. Parraguez, Pedro & Škec, Stanko & e Carmo, Duarte Oliveira & Maier, Anja, 2020. "Quantifying technological change as a combinatorial process," Technological Forecasting and Social Change, Elsevier, vol. 151(C).
    31. Wang, Lili & Jiang, Shan & Zhang, Shiyun, 2020. "Mapping technological trajectories and exploring knowledge sources: A case study of 3D printing technologies," Technological Forecasting and Social Change, Elsevier, vol. 161(C).
    32. Robert A Burgelman, 2011. "Bridging history and reductionism: A key role for longitudinal qualitative research," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 42(5), pages 591-601, June.
    33. Burgelman, Robert A., 2011. "Bridging History and Reductionism: A Key Role for Longitudinal Qualitative Research," Research Papers 2045r, Stanford University, Graduate School of Business.
    34. König, Marc & Ungerer, Christina & Baltes, Guido & Terzidis, Orestis, 2019. "Different patterns in the evolution of digital and non-digital ventures' business models," Technological Forecasting and Social Change, Elsevier, vol. 146(C), pages 844-852.
    35. Scott Shane, 2000. "Prior Knowledge and the Discovery of Entrepreneurial Opportunities," Organization Science, INFORMS, vol. 11(4), pages 448-469, August.
    36. Royston Greenwood & C. R. Hinings & John Brown, 1994. "Merging Professional Service Firms," Organization Science, INFORMS, vol. 5(2), pages 239-257, May.
    37. Learner, D. B. & Phillips, Fred Young, 1993. "Method and progress in management science," Socio-Economic Planning Sciences, Elsevier, vol. 27(1), pages 9-24, March.
    38. Nastjuk, Ilja & Herrenkind, Bernd & Marrone, Mauricio & Brendel, Alfred Benedikt & Kolbe, Lutz M., 2020. "What drives the acceptance of autonomous driving? An investigation of acceptance factors from an end-user's perspective," Technological Forecasting and Social Change, Elsevier, vol. 161(C).
    39. 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.
    40. Burchell, Noel & Kolb, Darl, 2003. "Pattern Matching Organisational Cultures," Journal of Management & Organization, Cambridge University Press, vol. 9(3), pages 50-61, January.
    41. Liette Lapointe & Suzanne Rivard, 2007. "A Triple Take on Information System Implementation," Organization Science, INFORMS, vol. 18(1), pages 89-107, February.
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