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Multivariate Analysis of Covariance on Characteristics Influencing Technological and Managerial Barriers of Technology Startups

  • Geonil Ko (School of Business, Hanyang University / Technology Commercialization Division, ETRI) ;
  • Namjae Cho (School of Business, Hanyang University)
  • Received : 2024.02.19
  • Accepted : 2024.02.25
  • Published : 2024.02.29

Abstract

This study investigated technological and managerial barriers in technology startups through a survey of 151 companies, yielding 118 responses (78.1% response rate). Factor and multivariate analyses identified two distinct barriers: technological and managerial. Reliability analysis validated the measurement tool. Using MANCOVA, 12 hypotheses were tested, incorporating six independent variables. Results revealed significant disparities in technological and managerial barriers based on establishment type, commercialization goals, growth stage, and commercialization stage, with 5 hypotheses supported. This study highlights the crucial role of these variables in understanding barriers within technology-based startups.

Keywords

Acknowledgement

This research paper is supported by Electronics and Telecommunications Research Institute, Korea.

References

  1. Abernathy, W., and Utterback, J., "Patterns of innovation", Technol Rev, Vol. 16, No. 7, 1978, pp. 7-40.
  2. Astebro, T., "Key success factors for technological entrepreneurs' R&D projects", IEEE Transactions on Engineering Management, Vol. 51, 2004, pp. 314-321.
  3. Baer, W., Conover, C. J., Cook, C., Fleischauer, P., Goeller, B., Hederman, W., Johnson, L., Merrow, E., Rettig, R., and Wirt, J., (1976), "Analysis of federally funded demonstration projects: supporting case studies", RAND Corp., Santa Monica, CA (USA).
  4. Balachandra, P., Nathan, H. S. K., and Reddy, G. S., "Commercialization of sustainable energy technologies", Renewable Energy, Vol. 35, 2010, pp. 1842-1851.
  5. Bala, J., "Using learning to facilitate the evolution of features for recognizing visual concepts", Evolutionary Computation, Vol. 4, No. 3, 1996, pp. 297-312.
  6. Balachandra, R., Goldschmitt, M., and Friar, J. H., "The evolution of technology generations and associated markets: a double helix model", IEEE Trans Eng Manage, Vol. 51, No. 1, February 2004.
  7. Benedetto, C. A.,, "Identifying the key success factors in new product launch", Journal of product innovation management, Vol. 16, No. 6, 1999, 530-544.
  8. Bozeman, B., "Technology transfer and public policy: a review of research and theory", Research Policy, Vol. 29, 2000, pp. 627-655.
  9. Bright, J. R., Practical technology forecasting(Austin, Tex.: Technology Futures, Inc.), 1970.
  10. Brown M. A., Goel, R. K., and Berry L. G., "Guidelines for Successfully Transferring Government-Sponsored Innovations", Research Policy, Vol. 20, 1991, pp. 121-143.
  11. Butchart, R., "A new UK definition of high technology industries", Economic Trends 400, February, 1987, pp. 82-88.
  12. Carr, R. K., "Doing technology transfer in federal laboratories (Part 1)", Journal of Technology Transfer, Vol. 17, 1992, pp. 8-23.
  13. Chen, C. J., Chang, C. C., and Hung, S. W., "Influences of technological attributes and environmental factors on technology commercialization", Journal of Business Ethics, Vol. 104, 2011, pp. 525-535.
  14. Chen, Y. L., Hsu, C. L., and Chou, S. C., "Constructing a multi-valued and multi-labeled decision tree", Expert Systems with Applications, Vol. 25, 2003, pp. 199-209.
  15. Choi, Y. and Lee, J., "Success factors for transferring technology to spin-off applications: The case of the technology property rights concession program in Korea", Journal of Technology Transfer, Vol. 25, 2000, pp. 237-246.
  16. Cooper, R. G., "The dimensions of industrial new product success and failure", Journal of Marketing, Vol. 43, 1979, pp. 93-103.
  17. Cooper, R. G., Winning at New Products, New York, Addison-Wesley, 1986.
  18. Creighton, J. W., Jolly, J. A., and Buckles, T. A., "The manager's role in technology transfer", Journal of Technology Transfer, Vol. 10, 1985, pp. 65-81.
  19. Dutta, S., Narasimhan, O., and Rajiv, S., "Success in High-Technology Markets: Is Marketing Capability Critical?", Marketing Science, Vol. 18, 1999, pp. 547-568.
  20. Ettlie, J. E., "The commercialization of federally sponsored technological innovations", Research Policy, Vol. 11, 1982, pp. 173-192.
  21. Farrukh, C., Fraser, P., Hadjidakis, D., Phall, R., Probert, D., and Tainsh, D., "Developing an integrated technology management process", Research Technology Management, Vol. 47, 2004, pp. 39-46.
  22. Foxon, T., "Inducing innovation for a low-carbon future: Drivers, Barriers, and Policies", Carbon Trust, London, 2003.
  23. Galit, S., Nitin, R. P., and Peter, C. B., Data mining for business intelligence. John Wiley & Sons Inc, 2011.
  24. Greiner, M. A. and Franza, R. M., "Barriers and bridges for successful environmental technology transfer", Journal of Technology Transfer, Vol. 28, 2003, pp. 167-177.
  25. Hayes, A. and Cooper, R. G., "Studies on the absorption, distribution and excretion of propranolol in rat, dog and monkey", Journal of Pharmacology and Experimental Therapeutics, Vol. 176, No. 2, 1971, pp. 302-311.
  26. Heidenreich, M., "Innovation patterns and location of European low- and medium-technology industries", Research Policy, Vol. 38, 2009, pp. 483-494.
  27. Hellman, H. L. and Hoed, R. V. D, "Characterising fuel cell technology: Challenges of the commercialization process", International Journal of Hydrogen Energy, Vol. 32, 2007, pp. 305-315.
  28. Hoye, K. and Pries, F., "'Repeat commercializers,' the 'habitual entrepreneurs' of university-industry technology transfer", Technovation, Vol. 29, 2009, pp. 682-689.
  29. Hunt, K. J., "Classification by induction: application to modeling and control of non-linear dynamical systems", Intelligent Systems Engineering, Vol. 24, 1993, pp. 231-245.
  30. Jagoda, K., Lonseth, R., Lonseth, A., and Jackman, T., "Development and commercialization of renewable energy technologies in Canada: An innovation system perspective", Renewable Energy, Vol. 36, 2011, pp. 1266-1271.
  31. Jones-Evans, D., "A typology of technology-based entrepreneurs: A model based onprevious occupational background", International Journal of Entrepreneurial Behavior & Research, Vol. 1, No. 1, 1995, pp. 26-47.
  32. Jolly, V. K., Commercializing new technologies, Cambridge: Harvard Business School Press, 1997.
  33. Jung, W., "Basic concepts for the evaluation of technology transfer benefits", Journal of Technology Transfer, Vol. 5, 1980, pp. 37-49.
  34. Kimura, O., "Public R&D and commercialization of energy-efficient technology: A case study of Japanese projects", Energy Policy, Vol. 38, 2010, pp. 7358-7369.
  35. Kirihata, T., "The commercialization process of intellectual property by new technology based firms in Japan", The Kyoto Economic Review Vol. 76, No. 2, 2007, pp. 241-249.
  36. Lester, D. H., "Critical success factors for new product development", ResearchTechnology Management Vol. 41, No. 1, 1998, pp. 36-43.
  37. Maula, M. V. J., "Corporate venture capital and the value-added for technology-based new firms", Helsinki University of Technology, 2001.
  38. Nichols, S. P. and Neal, E. A., "Engineering entrepreneurship: Does entrepreneurship have a role in engineering education?", IEEE Antennas and Propagation Magazine, Vol. 45, No. 1, 2003, pp. 134-138.
  39. Shearman, C. and Gibson, B., "New technology based firms and the emergence of new industries: Some employment implications", New Technology, Work and Employment Vol. 3, No. 2, 1988, pp. 87-99.
  40. Spann, M. S., Adams, M., and William, E. S., "Improving federal technology commercialization: Some recommendations from a field study", The Journal of Technology Transfer, Vol. 18, 1993, 63-74.