Information Systems Review (경영정보학연구)

The Korea Society of Management Information Systems (한국경영정보학회)
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Investigating Service Innovation Patterns: A Fuzzy-Set Qualitative Comparative Analysis

퍼지셋 질적 비교 분석을 활용한 서비스 혁신 패턴 연구

  • Hyun-Sun Ryu (College of Software, SungKyunKwan University)
  • 유현선 (성균관대학교 소프트웨어 대학)
  • Received : 2017.08.02
  • Accepted : 2017.09.15
  • Published : 2017.09.30
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Abstract

This study aims to identify various service innovation patterns in the service industry and understand the main differences among them. We attempt to create a new typology of service innovation by analyzing its patterns based on the four major dimensions of service innovation (i.e., service concept, service delivery, customer interaction, and technology). We then investigate whether firms pursuing different service innovation patterns significantly differ from one another in terms of their performance (high and low performance). Based on empirical data collected from 198 Korean firms in the knowledge-intensive business service sector, four major clusters composed of different service innovation dimensions are identified. These four clusters can be interpreted as specific service innovation patterns, including "technology based high customer interaction," "high technology based high service delivery," "service delivery and high customer interaction-integrated," and "strongly balanced" innovators. High firm performance does not depend on the individual service innovation dimension but on the specific configurations of such service dimensions. Customer interaction also has an important role in achieving innovation success and improving firm performance, while technology has a key role in enhancing firm performance. This study sheds new light on service innovation research by developing a new typology of service innovation, identifying four major clusters as service innovation patterns, and exploring the relationship between service innovation patterns and firm performance.

서비스와 기술 간 융합 현상이 가속화되고 있는 비즈니스 환경 속에서 서비스 혁신 활동을 간명하게 파악하고 이들 간의 관계에 대한 직관을 얻을 수 있는 새로운 패턴분류체계의 필요성이 증대하고 있다. 본 연구는 서비스의 상호연관 되고 다차원적인 특성을 고려하여, 퍼지셋 질적 비교분석 방법을 채택하여 서비스 혁신 패턴을 분석하고자 한다. 이를 위해 본 연구는 기존 연구를 기반으로 4개의 서비스 혁신 차원(i.e., 서비스 창출, 서비스 전달, 고객 상호작용, 그리고 기술)과 서비스 혁신 환경(기업 규모) 등 5개의 원인 변수들을 도출하고 기업 성과(매출성장률)를 결과 변수로 두고 분석을 시도하였다. 국내의 198개의 지식 서비스 기업들을 대상으로 데이터가 수집되었으며, 이를 기반으로 분석한 결과 높은 기업 성과를 보이는 4개의 서비스 혁신 패턴과 낮은 기업 성과를 보이는 4개의 서비스 혁신 패턴이 도출되었다. 연구결과를 종합하면 다음과 같다. 고객 상호작용 혁신은 높은 기업성과에 유의한 영향을 미치는 가장 중요한 핵심 조건이나, 단독으로 수행되기보다 기술 혁신이나 서비스 전달 혁신 활동과 상호작용을 하였을 경우 높은 기업성과를 보였다. 기술 혁신은 비기술 혁신(i.e., 서비스 창출, 서비스 전달, 고객 상호작용)과 결합하였을 경우 높은 기업성과를 가져오는 서비스 혁신의 핵심 활동인 것으로 나타났으나, 이 경우 결합되는 하나 이상의 비기술 혁신 활동이 핵심 조건으로 수행되어야만 기업성과에 유의한 영향을 미치는 것으로 나타났다. 기업혁신은 서비스 혁신에서 단독으로 수행될 경우 오히려 낮은 기업성과를 가져왔다. 서비스 창출 혁신과 서비스 전달 혁신은 기술 혁신과 모두 핵심 조건으로 결합되어 수행되었을 때 높은 기업성과를 보였다.

Keywords

Acknowledgement

본 연구는 미래창조과학부 및 정보통신기술진흥센터의 SW중심대학지원사업의 연구결과로 수행되었음(R2215-16-1005).

References

  1. 김진영, 윤승정, 김민용, "모바일서비스의 양면시장 성공요인에 관한 질적 비교분석", 인터넷전자상거래연구, 제14권, 제4호, 2014, pp. 101-128.
  2. 백상용, "질적비교 분석을 이용한 정보기술지속사용 연구", 산업혁신연구, 제29권, 제4호, 2013, pp. 25-49 https://doi.org/10.22793/INDINN.2013.29.4.002
  3. 유현선, "서비스 혁신 연구동향: 국내 및 해외주요 학술지를 중심으로", Asian Pacific Journal of Information Systems, Vol.24, No.4, 2014, pp. 577-610. https://doi.org/10.14329/apjis.2014.24.4.577
  4. Mulaik, S. A., L. R. James, J. Van Alstine, N. Bennett, S. Lind, and C. D. Stilwell, "Evaluation of goodness-of-fit indices for structural equation models", Psychological Bulletin, Vol.105, No.3, 1989, p. 430.
  5. Amara, N., R. Landry, and D. Doloreux, "Patterns of innovation in knowledge-intensive business services", Service Industries Journal, Vol.29, No.4, 2009, pp. 407-430. https://doi.org/10.1080/02642060802307847
  6. Avlonitis, G. J., P. G. Papastathopoulou, and S. P. Gounaris, "An empirically-based typology of product innovativeness for new financial services: Success and failure scenarios", Journal of Product Innovation Management, Vol.18, No.5, 2001, pp. 324-342.
  7. Bambra, C., "Defamilisation and welfare state regimes: A cluster analysis", International Journal of Social Welfare, Vol.16, No.4, 2007, pp. 326-338. https://doi.org/10.1111/j.1468-2397.2007.00486.x
  8. Barrett, M., E. Davidson, J. Prabhu, and S. L. Vargo, "Service innovation in the digital age: Key contributions and future directions", MIS Quarterly, Vol.39, No.1, 2015, pp. 135-154.
  9. Bell, M. and K. Pavitt, "Technological accumulation and industrial growth: Contrasts between developed and developing countries(Section 5)", Industrial and Corporate Change, Vol.2, No.2, 1997, pp. 157-211. https://doi.org/10.1093/icc/2.2.157
  10. Black, S. E. and L. M. Lynch, "How to compete: The impact of workplace practices and information technology on productivity", Review of Economics and Statistics, Vol.83, No.3, 2001, pp. 434-445. https://doi.org/10.1162/00346530152480081
  11. Cainelli, G., R. Evangelista, and M. Savona, "The impact of innovation on economic performance in services", Service Industries Journal, Vol.24, No.1, 2004, pp. 116-130. https://doi.org/10.1080/02642060412331301162
  12. Camacho, J. A. and M. Rodriguez, "Patterns of innovation in the service sector: Some insights from the Spanish innovation survey", Economic of Innovation and New Technology, Vol.17, No.5, 2008, pp. 459-471. https://doi.org/10.1080/10438590701362874
  13. Castellacci, F., "Technological paradigms, regimes and trajectories: Manufacturing and service industries in a new taxonomy of sectoral patterns of innovation", Research Policy, Vol.37, No.6-7, 2008, pp. 978-994. https://doi.org/10.1016/j.respol.2008.03.011
  14. Chen, J. S., H. T. Tsou, and A. Y. H. Huang, "Service delivery innovation", Journal of Service Research, Vol.12, No.1, 2009, pp. 36-55.
  15. Corrocher, N., L. Cusmano, and A. Morrison, "Modes of innovation in knowledge-intensive business services evidence from Lombardy", Journal of Evolutionary Economics, Vol.19, No.2, 2009, pp. 173-196. https://doi.org/10.1007/s00191-008-0128-2
  16. De Jong, J. P. J. and O. Marsili, "The fruit flies of innovations: A taxonomy of innovative small firms", Research Policy, Vol.35, No.2, 2006, pp. 213-229. https://doi.org/10.1016/j.respol.2005.09.007
  17. Den Hertog, P., "Knowledge-intensive business services as co-producers of innovation", International Journal of Innovation Management, Vol.4, No.4, 2000, pp. 491-528. https://doi.org/10.1142/S136391960000024X
  18. Den Hertog, P., W. Van der Aa, and M. W. De Jong, "Capabilities for managing service innovation: Towards a conceptual framework", Journal of Service Management, Vol.21, No.4, 2010, pp. 490-514. https://doi.org/10.1108/09564231011066123
  19. Droege, H., D. Hildebrand, and M. A. H. Forcada, "Innovation in services: Present findings, and future pathways", Journal of Service Management, Vol.20, No.2, 2009, pp. 131-155.
  20. Edvardsson, B., "Quality in new service development: Key concepts and a frame of reference", International Journal of Production Economics, Vol.52, No.1-2, 1997, pp. 31-46. https://doi.org/10.1016/S0925-5273(97)80765-7
  21. El Sawy, O. A., A. Malhotra, Y. Park, and P. A. Pavlou, "Research commentary-seeking the configurations of digital ecodynamics: It takes three to tango", Information Systems Research, Vol.21, No.4, 2010, pp. 835-848. https://doi.org/10.1287/isre.1100.0326
  22. Ernst, and Young, "Landscaping UK Fintech", UK Trade & Investment, 2015.
  23. Evangelista, R., "Sectoral patterns of technological change in services", Economics of Innovation and New Technology, Vol.9, No.3, 2000, pp. 183-222. https://doi.org/10.1080/10438590000000008
  24. Fiss, P. C., "Building better causal theories: A fuzzy set approach to typologies in organization research", Academy of Management Journal, Vol.54, No.2, 2011, pp. 393-420. https://doi.org/10.5465/amj.2011.60263120
  25. Gough, I., "Social assistance regimes: A cluster analysis", Journal of European Social Policy, Vol.11, No.2, 2001, pp. 165-170. https://doi.org/10.1177/095892870101100205
  26. Gustafsson, A., P. Kristensson, and L. Witell, "Customer co-creation in service innovation: A matter of communication?", Journal of Service Management, Vol.23, No.3, 2012, pp. 311-327.
  27. Hipp, C. and H. Grupp, "Innovation in the service sector: The demand for service-specific innovation measurement concepts and typologies", Research Policy, Vol.34, No.4, 2005, pp. 517-535. https://doi.org/10.1016/j.respol.2005.03.002
  28. Hollenstein, H., "Innovation modes in the Swiss service sector: A cluster analysis based on firm-level data", Research Policy, Vol.32, No.5, 2003, pp. 845-863. https://doi.org/10.1016/S0048-7333(02)00091-4
  29. Loof, H. and A. Heshmati, "On the relationship between innovation and performance: A sensitivity analysis", Economics of Innovation and New Technology, Vol.15, No.4-5, 2006, pp. 317-344. https://doi.org/10.1080/10438590500512810
  30. Maria Castellano, J., "Secondary education and broadband diffusion: A qualitative comparative analysis", Info Journal, Vol.12, No.6, 2010, pp. 121-138. https://doi.org/10.1108/14636691011086080
  31. Menor, L. J., M. V. Tatikonda, and S. E. Sampson, "New service development: Areas for exploitation and exploration", Journal of Operations Management, Vol.20, No.2, 2002, pp. 135-157. https://doi.org/10.1016/S0272-6963(01)00091-2
  32. Miles, I., "Knowledge intensive business services: Prospects and policies", Foresight, Vol.7, No.6, 2005, pp. 39-63. https://doi.org/10.1108/14636680510630939
  33. Miozzo, M. and L. Soete, "Internationalization of services: A technological perspective", Technological Forecasting and Social Change, Vol.67, No.2-3, 2001, pp. 159-185. https://doi.org/10.1016/S0040-1625(00)00091-3
  34. Moore, G. C. and I. Benbasat, "Development of an instrument to measure the perceptions of adopting an information technology innovation", Information Systems Research, Vol.2, No.3, 1991, pp. 192-222. https://doi.org/10.1287/isre.2.3.192
  35. Pavitt, K., "Sectoral patterns of technical change: Towards a taxonomy and a theory", Research Policy, Vol.13, No.6, 1984, pp. 343-373.
  36. Quinn, C., "How leading-edge companies are marketing, selling, and fulfilling over the Internet", Journal of Interactive Marketing, Vol.13, No.4, 2000, pp. 39-50. https://doi.org/10.1002/(SICI)1520-6653(199923)13:4<39::AID-DIR4>3.0.CO;2-5
  37. Ragin, C. C., Fuzzy-Set Social Science, University of Chicago Press, 2000.
  38. Ragin, C. C., Redesigning Social Inquiry: Fuzzy Sets and Beyond, Wiley Online Library, 2008.
  39. Ravichandran, T. and C. Lertwongsatien, "Effect of information systems resources and capabilities on firm performance: A resource-based perspective", Journal of Management Information Systems, Vol.21, No.4, 2005, pp. 237-276.
  40. Romme, A. G. L., "Self-organizing processes in top management teams: A boolean comparative approach", Journal of Business Research, Vol.34, No.1, 1995, pp. 11-34. https://doi.org/10.1016/0148-2963(94)00032-A
  41. Rudra, N., "Welfare states in developing countries: Unique or universal?", Journal of Politics, Vol.69, No.2, 2007, pp. 378-396. https://doi.org/10.1111/j.1468-2508.2007.00538.x
  42. Schneider, C. Q. and C. Wagemann, "Reducing complexity in Qualitative Comparative Analysis (QCA): Remote and proximate factors and the consolidation of democracy", European Journal of Political Research, Vol.45, No.5, 2006, pp. 751-786. https://doi.org/10.1111/j.1475-6765.2006.00635.x
  43. Sirilli, G. and R. Evangelista, "Technological innovation in services and manufacturing: Results from Italian surveys", Research Policy, Vol.27, No.9, 1998, pp. 881-899. https://doi.org/10.1016/S0048-7333(98)00084-5
  44. Soete, L. and M. Miozzo, Trade and Development in Services: A Technological Perspective, Maastricht Economic Research Institutue on Innovation and Technology(MERIT): Netherlands, 1989.
  45. Sundbo, J. and F. Gallouj, "Innovation as a loosely coupled system in services", International Journal of Services Technology and Management, Vol.1, No.1, 2000, pp. 15-36.
  46. Tether, B. S. and A. Tajar, "The organizational-cooperation mode of innovation and its prominence amongst European service firms", Research Policy, Vol.37, No.4, 2008, pp. 720-739. https://doi.org/10.1016/j.respol.2008.01.005
  47. Trigo, A. and X. Vence, "Scope and patterns of innovation cooperation in Spanish service enterprises", Research Policy, Vol.41, No.3, 2012, pp. 602-613. https://doi.org/10.1016/j.respol.2011.10.006
  48. Vargo, S. L. and R. F. Lusch, "Evolving to a new dominant logic for marketing", Journal of Marketing, Vol.68, No.1 Jan, 2004, pp. 1-17. https://doi.org/10.1509/jmkg.68.1.1.24036
  49. Vence, X. and A. Trigo, "Diversity of innovation patterns in services", Service Industries Journal, Vol.29, No.12, 2009, pp. 1635-1657. https://doi.org/10.1080/02642060902793631
  50. Venkatraman, N., "The concept of fit in strategy research: Toward verbal and statistical correspondence", Academy of Management Review, Vol.14, No.3, 1989, pp. 423-444. https://doi.org/10.2307/258177