ISSN (Online): 2321-3418
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Engineering and Computer Science
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An Empirical Model to Measure Research and Development's Impact on SMEs' Manufacturing Production Growth

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DOI: 10.18535/ijsrm/v13i04.ec01· Pages: 2113-2124· Vol. 13, No. 04, (2025)· Published: April 10, 2025
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Abstract

This study intends to construct and validate an empirical model to measure the impact of research and development (R&D) contribution on production growth within Small and Medium-sized Enterprises (SMEs) in the manufacturing sector. Though its confidence is well known, the specific role that good R&D plays in company growth and productivity has not been clearly defined. To fill this gap, this study suggests a novel method for identifying and quantifying the impact of R&D on the production of SMEs. Short-term production is used to design and rebuild a mathematical model based on the production growth theory findings from the literature review. By adding R&D as an input, the rebuilt model is improved. To test the model's effectiveness, we collected input-output data from 15 machinery manufacturing SMEs over a four-year period. Our findings demonstrate a statistically confidence contribution of R&D to production growth in 11out of 15 machinery manufacturing SMEs, with a 95% confidence levels significant at (p-value <0.05). This effect size serves as our best estimate of the impact's size within the broader population of machinery manufacturing SMEs. The robustness of these results highlights the model's value in assessing the contribution of R&D to production growth, particularly in the machinery manufacturing sector. The study's novelty lies in its introduction of a new quantitative framework to the manufacturing domain, potentially advancing our understanding of the role of R&D in firm performance. By providing a method to measure this previously intangible factor, our model offers both theoretical insights and practical implications for manufacturing SMEs seeking to optimize their R&D strategies for enhanced growth. This research contributes to bridging the gap between R&D theory and quantifiable business outcomes, offering a valuable tool for both academics and practitioners in the field of manufacturing development.

Keywords

Research and DevelopmentManufacturing SMEsProduction GrowthEmpirical ModellingQuantitative AnalysisPerformance MeasurementInnovation Management

References

  1. Czarnitzki, D., Delanote, J. R&D policies for young SMEs: input and output effects. Small Bus Econ 45, 465–485 (2015).Google Scholar ↗
  2. Taiwo, M. A., Ayodeji, A. M., & Yusuf, B. A. (2013). Impact of small and medium enterprises on economic growth and development. American Journal of Business and Management, 2(1), 18.Google Scholar ↗
  3. Lee, N., Sameen, H., & Cowling, M. (2015). "Access to finance for innovative SMEs since the financial crisis." Research Policy, 44(2), 370-380.Google Scholar ↗
  4. Berger, A. N., & Udell, G. F. (2006). "A more complete conceptual framework for SME finance." Journal of Banking & Finance, 30(11), 2945-2966.Google Scholar ↗
  5. Khan, S. Impact of sources of finance on the growth of SMEs: evidence from Pakistan. Decision 42, 3–10 (2015).Google Scholar ↗
  6. Rajamani, K., Akbar Jan, N., Subramani, A. K., & Nirmal Raj, A. (2022). Access to finance: Challenges faced by micro, small, and Medium Enterprises in India. Engineering Economics, 33(1), 73–85.Google Scholar ↗
  7. Cobb, C. W., & Douglas, P. H. (1928). "A Theory of Production." The American Economic Review, 18(1), 139-165.Google Scholar ↗
  8. Charoenrat, T., & Harvie, C. (2013). Technical Efficiency of Thai Manufacturing SMES: A Stochastic Frontier analysis. Australasian Accounting Business and Finance Journal, 7(1), 99–121.Google Scholar ↗
  9. Robertson, P.L. (2003), "The role of training and skilled labour in the success of SMEs in developing economies", Education + Training, Vol. 45 No. 8/9, pp. 461-473.Google Scholar ↗
  10. Wan Hooi, L. and Sing Ngui, K. (2014), "Enhancing organizational performance of Malaysian SMEs : The role of HRM and organizational learning capability", International Journal of Manpower, Vol. 35 No. 7, pp. 973-995.Google Scholar ↗
  11. Islam, S. and Syed Shazali, S.T. (2011), "Determinants of manufacturing productivity: pilot study on labor‐intensive industries", International Journal of Productivity and Performance Management, Vol. 60 No. 6, pp. 567-582.Google Scholar ↗
  12. Schroeder, R. G., Bates, K. A., & Junttila, M. A. (2002). A resource‐based view of manufacturing strategy and the relationship to manufacturing performance. Strategic Management Journal, 23(2), 105–117.Google Scholar ↗
  13. Varma, V., Reklaitis, G., Blau, G., & Pekny, J. (2007). Enterprise-wide modeling & optimization—An overview of emerging research challenges and opportunities. Computers & Chemical Engineering, 31(5–6), 692–711.Google Scholar ↗
  14. Liu, X., Yang, M., Shao, Z., Liu, L., & Gu, W. (2024). Assessment of impacts of mineral raw material resource efficiency on enterprise performance. Resources Policy, 90, 104803.Google Scholar ↗
  15. Lenny Koh, S.C., Demirbag, M., Bayraktar, E., Tatoglu, E. and Zaim, S. (2007), "The impact of supply chain management practices on performance of SMEs", Industrial Management & Data Systems, Vol. 107 No. 1, pp. 103-124.Google Scholar ↗
  16. Raymond, L., & St-Pierre, J. (2010). "R&D as a determinant of innovation in manufacturing SMEs." Technovation, 30(1), 48-56.Google Scholar ↗
  17. Radas, S., & Božić, L. (2009). "The antecedents of SME innovativeness in an emerging transition economy." Technovation, 29(6-7), 438-450.Google Scholar ↗
  18. Hall, B. H., Lotti, F., & Mairesse, J. (2009). "Innovation and productivity in SMEs: empirical evidence for Italy." Small Business Economics, 33(1), 13-33.Google Scholar ↗
  19. Terziovski, M. (2010). "Innovation practice and its performance implications in small and medium enterprises (SMEs) in the manufacturing sector." Strategic Management Journal, 31(8), 892-902.Google Scholar ↗
  20. Branzei, O., & Vertinsky, I. (2006). "Strategic pathways to product innovation capabilities in SMEs." Journal of Business Venturing, 21(1), 75-105.Google Scholar ↗
  21. Ortega-Argilés, R., Vivarelli, M., & Voigt, P. (2009). "R&D in SMEs: a paradox?" Small Business Economics, 33(1), 3-11.Google Scholar ↗
  22. Freel, M. S. (2000). "Strategy and structure in innovative manufacturing SMEs: The case of an English region." Small Business Economics, 15(1), 27-45.Google Scholar ↗
  23. Love, J. H., & Roper, S. (2015). "SME innovation, exporting and growth: A review of existing evidence." International Small Business Journal, 33(1), 28-48.Google Scholar ↗
  24. Hoffman, K., Parejo, M., Bessant, J., & Perren, L. (1998). "Small firms, R&D, technology and innovation in the UK: a literature review." Technovation, 18(1), 39-55.Google Scholar ↗
  25. Bhattacharya, M., & Bloch, H. (2004). "Determinants of innovation." Small Business Economics, 22(2), 155-162.Google Scholar ↗
  26. O'Regan, N., & Ghobadian, A. (2004). "The importance of capabilities for strategic direction and performance." Management Decision, 42(2), 292-313.Google Scholar ↗
  27. Foreman‐Peck, J., Makepeace, G., & Morgan, B. (2006). "Growth and profitability of small and medium‐sized enterprises: Some Welsh evidence." Regional Studies, 40(4), 307-319.Google Scholar ↗
  28. Oke, A., Burke, G., & Myers, A. (2007). "Innovation types and performance in growing UK SMEs." International Journal of Operations & Production Management, 27(7), 735-753.Google Scholar ↗
  29. Golovko, E., & Valentini, G. (2011). "Exploring the complementarity between innovation and export for SMEs' growth." Journal of International Business Studies, 42(3), 362-380.Google Scholar ↗
  30. Edwards, T., Delbridge, R., & Munday, M. (2005). "Understanding innovation in small and medium-sized enterprises: a process manifest." Technovation, 25(10), 1119-1127.Google Scholar ↗
  31. Wolff, J. A., & Pett, T. L. (2006). "Small‐firm performance: Modeling the role of product and process improvements." Journal of Small Business Management, 44(2), 268-284.Google Scholar ↗
  32. Rothwell, R., & Dodgson, M. (1991). "External linkages and innovation in small and medium‐sized enterprises." R&D Management, 21(2), 125-138.Google Scholar ↗
  33. Calantone, R. J., Cavusgil, S. T., & Zhao, Y. (2002). "Learning orientation, firm innovation capability, and firm performance." Industrial Marketing Management, 31(6), 515-524.Google Scholar ↗
  34. Romijn, H., & Albaladejo, M. (2002). "Determinants of innovation capability in small electronics and software firms in southeast England." Research Policy, 31(7), 1053-1067.Google Scholar ↗
  35. Massa, S., & Testa, S. (2008). "Innovation and SMEs: Misaligned perspectives and goals among entrepreneurs, academics, and policy makers." Technovation, 28(7), 393-407.Google Scholar ↗
  36. Avermaete, T., Viaene, J., Morgan, E. J., & Crawford, N. (2003). "Determinants of innovation in small food firms." European Journal of Innovation Management, 6(1), 8-17.Google Scholar ↗
  37. Hadjimanolis, A. (2000). "A resource-based view of innovativeness in small firms." Technology Analysis & Strategic Management, 12(2), 263-281.Google Scholar ↗
  38. Freel, M. S. (2005). "Patterns of innovation and skills in small firms." Technovation, 25(2), 123-134.Google Scholar ↗
  39. Elaswad, & Dagroum.,(2024). Research and development (R&D) Contribution Production Growth of machinery manufacturing SMEs: A Review. Journal of total science Volume(8),Issus (32),Sep-2024,ISSN:2518-5799.Google Scholar ↗
Author details
Abdalla Omar Dagroum Ali
Department of Industrial Engineering, College of Engineering, Sabratha University
✉ Corresponding Author
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Houssein. M.A. Elaswad
Department of Industrial Engineering, College of Engineering, Sabratha University
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