Skip to main content

Service Innovation Analytics: Towards an Approach for Validating Frameworks for Service Innovation Capabilities via Text Mining

  • Conference paper
Exploring Services Science (IESS 2013)

Part of the book series: Lecture Notes in Business Information Processing ((LNBIP,volume 143))

Included in the following conference series:

Abstract

The importance of innovation for companies to gain competitive advantage is widely acknowledged. Realizing service innovations has shown to provide some particular challenges to organizations. Consequently, in recent years, several frameworks of capabilities for service innovation have been published; however, often not yet validated. Conventional empirical validation approaches are time and resource intense. In this research-in-progress paper we aim for indications that text mining can be applied to companies’ documents written in natural language so that frameworks for service innovation capabilities can be validated. Building on established methods in text mining, we are working towards an approach to realize this. The paper outlines the approach and reports on the encouraging results from an exploratory study, which we have conducted by applying the approach to a single capability from a prominently discussed service innovation capability framework.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 39.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Bird, S., Klein, E., Loper, E.: Natural Language Processing with Python. O’Reilly, Sebastopol (2009)

    Google Scholar 

  2. Bjelland, O.M., Wood, R.C.: An Inside View of IBM’s ‘Innovation Jam’. MIT Sloan Management Review 50(1), 32–40 (2008)

    Google Scholar 

  3. Blair, D.C., Maron, M.E.: An Evaluation of Retrieval Effectiveness for a Full-Text Document-Retrieval System. Communications of the ACM 28(3), 289–299 (1985)

    Article  Google Scholar 

  4. Bortz, J., Döring, N.: Forschungsmethoden und Evaluation für Human- und Sozialwissenschaftler, 4th edn. Springer, Berlin (2006)

    Google Scholar 

  5. Businessweek: The 50 Most Innovative Companies 2010 (April 2010), http://www.businessweek.com/magazine/toc/10_17/B4175innovative_companies.html and http://www.businessweek.com/interactive_reports/innovative_companies_2010.html

  6. Chen, Y.-T., Chou, C., Kimbrough, S.O., Lin, H.: Developing Indicators for Multilingual Text Analytics. University of Pennsylvania, working paper (August 2012)

    Google Scholar 

  7. Chesbrough, H.W.: Open Innovation - The New Imperative for Creating and Profiting from Technology. Harvard Business School Press, Boston (2003)

    Google Scholar 

  8. den Hertog, P., van der Aa, W., de Jong, M.W.: Capabilities for managing service innovation: towards a conceptual framework. Journal of Service Management 21(4), 490–514 (2010)

    Article  Google Scholar 

  9. Essmann, H.E., du Preez, N.: An Innovation Capability Maturity Model – Development and initial application. Engineering and Technology 53, 435–446 (2009)

    Google Scholar 

  10. Gadrey, J., Gallouj, F., Weinstein, O.: New modes of innovation: How services benefit industry. International Journal of Service Industry Management 6(3), 4 (1995)

    Article  Google Scholar 

  11. Hemp, P., Stewart, T.A.: The HBR Interview: Samuel J. Palmisano – Leading Change When Business Is Good. Harvard Business Review 82(12), 60–70 (2004)

    Google Scholar 

  12. IBM: Expanding the innovation horizon: The global CEO study 2006. Technical Report, IBM Global Business Services (2006)

    Google Scholar 

  13. Kabanoff, B., Keegan, J.: Studying strategic cognition by content analysis of annual reports: A validation involving firm innovation. In: Chapman, Ross (eds.) Proceedings of Managing Our Intellectual and Social Capital, 21st ANZAM 2007 Conference, Sydney, Australia, pp. 1–14 (2007)

    Google Scholar 

  14. Krippendorff, K.: Content Analysis: An Introduction to Its Methodology, 2nd edn. Sage Publications, Thousand Oaks (2004)

    Google Scholar 

  15. Kohler, M., Feldmann, N., Habryn, F., Satzger, G.: Service Innovation Analytics: Towards Assessment and Monitoring of Innovation Capabilities in Service Firms. In: Proceedings of the 46th Annual Hawaii International Conference on System Sciences. Computer Society Press (forthcoming, 2013)

    Google Scholar 

  16. Laursen, K., Salter, A.: Open for innovation: the role of openness in explaining innovation performance among U.K. manufacturing firms. Strategic Management Journal 27(2), 131–150 (2006)

    Article  Google Scholar 

  17. Maglio, P.P., Spohrer, J.: Fundamentals of service science. Journal of the Academy of Marketing Science 36(1), 18–20 (2008)

    Article  Google Scholar 

  18. Makadok, R.: Toward a Synthesis of the Resource-Based and Dynamic-Capability Views of Rent Creation. Strategic Management Journal 22(5), 387–401 (2001)

    Article  Google Scholar 

  19. Manning, C.D., Raghavan, P., Schütze, H.: Introduction to Information Retrieval. Cambridge University Press, Cambridge (2008)

    Book  Google Scholar 

  20. Mobile Commerce Daily, http://www.mobilecommercedaily.com/2012/04/11/starbucks-reaches-42m-mobile-payment-transactions-as-app-gains-momentum

  21. Morris, R.: Computerized content analysis in management research: A demonstration of advantages & limitations. Journal of Management 20(4), 903–931 (1994)

    Google Scholar 

  22. Müller-Prothmann, T., Stein, A.: I2MM – Integrated Innovation Maturity Model for Lean Assessment of Innovation Capability. In: XXII ISPIM Conference 2011: Sustainability in Innovation, Hamburg, pp. 1–11 (2011)

    Google Scholar 

  23. Neuendorf, K.A.: The Content Analysis Guidebook. Sage Publications, Thousand Oaks (2002)

    Google Scholar 

  24. Pennebaker, J.W.: The Secret Life of Pronouns: What Our Words Say About Us. Bloomsbury Press, New York (2011)

    Google Scholar 

  25. Starbucks Coffee Company, http://news.starbucks.com/article_display.cfm?article_id=598

  26. Sundbo, J.: The tied entrepreneur: On the theory and practice of institutionalisation of creativity and innovation in service firms. Creativity and Innovation Management 1(3), 109–120 (1992)

    Article  Google Scholar 

  27. Sundbo, J.: Management of Innovation in Services. The Service Industries Journal 17(3), 432–455 (1997)

    Article  Google Scholar 

  28. The Boston Consulting Group: Innovation 2010 (2010), http://www.bcg.com/documents/file42620.pdf

  29. Tidd, J., Hull, F.M.: Managing service innovation: the need for selectivity rather than ‘best practice’. New Technology, Work and Employment 21(2), 139–161 (2006)

    Article  Google Scholar 

  30. Vermeulen, P., van der Aa, W.: Organizing Innovation in Services. In: Tidd, Hull (eds.) Service Innovation, pp. 35–53 (2003)

    Google Scholar 

  31. Weber, R.P.: Basic content analysis, 2nd edn. Sage Publications, Newbury Park (1990)

    Google Scholar 

  32. Weill, P., Ross, J.W.: IT governance: How top performers manage IT decision rights for superior results. Harvard Business School Press, Boston (2004)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2013 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Feldmann, N., Kohler, M., Kimbrough, S.O., Fromm, H. (2013). Service Innovation Analytics: Towards an Approach for Validating Frameworks for Service Innovation Capabilities via Text Mining. In: Falcão e Cunha, J., Snene, M., Nóvoa, H. (eds) Exploring Services Science. IESS 2013. Lecture Notes in Business Information Processing, vol 143. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-36356-6_6

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-36356-6_6

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-36355-9

  • Online ISBN: 978-3-642-36356-6

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics