Existing innovation literature has assumed that the relationship between firms' R&D intensity and innovation take place without the interplay of other organizational factors. However, the reality differs, and research to date has shown that other factors affecting firms' innovation need to be considered. This is important especially in Central and Eastern Europe (CEE) countries, which are highly dependent on both internal and external R&D and are associated with an inability to use R&D resources effectively. This study therefore responds to calls for further analysis, especially within the CEE region, and focuses on the role of two factors affecting SMEs' innovativeness and their effects, which have been mixed so far. First, we investigate the effects of SMEs' R&D intensity and capacity utilisation on product innovation. Second, we reveal the moderating role of SMEs' different ownership structures (ownership concentration; private/public ownership; family/non-family ownership) in the relationship between R&D intensity and product innovation. We confirm that CEE SMEs' ownership concentration and private ownership moderate the relationship between R&D intensity and product innovation. In contrast, we reject our hypothesis expecting that family ownership of SMEs can significantly moderate the relationship between R&D intensity and product innovation. Interestingly, we also show that the relationship between capacity utilisation and innovation is non-linear (inverted U-shaped). This study makes a significant contribution in the form of analysis within the CEE region, whose innovation systems are seen to be weak, and it is therefore necessary to bring new knowledge and recommendations to managers and public policymakers.

Department of Regional Economics Faculty of Economics and Administration Masaryk University Brno Czech Republic

Institute of Economic Sciences Faculty of Economics and Administration University of Pardubice Pardubice Czech Republic

Science and Research Centre Faculty of Economics and Administration University of Pardubice Pardubice Czech Republic

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Diéguez-Sotoa J., Manzaneque M., González-Garcíaa V., & Galache-Laza T. (2019). A study of the moderating influence of R&D intensity on the family management-firm performance relationship:Evidence from Spanish private. Business Research Quarterly, 22(2), 105–118.

Garcia-Granero E., Piedra-Munoz L., & Galdeano-Gomez E. (2018). Eco-Innovation Measurement: A Review of Firm Performance Indicators. Journal of Cleaner Production, 191(2018), 304–317.

Romijn H., & Albaladejo M. (2002). Determinants of innovation capability in small electronics and software firms in southeast England. Research policy, 31(7), 1053–1067.

West J., & Bogers M. (2014). Leveraging external sources of innovation: A review of research on open innovation. Journal of product innovation management, 31(4), 814–831.

Savrula M., & Incekarab A. (2015). The Effect of R&D Intensity on Innovation Performance: A Country Level Evaluation. Social and Behavioral Science s, 210(2015), 388–396.

Prokop V., Stejskal J., Mikusova Merickova B., & Odei S. A. (2023b). Revealing the importance of international and domestic cooperation by using artificial neural networks: case of European radical and incremental innovators. European Journal of Innovation Management, 26(2), 531–563.

Martinez M., Zouaghi F., & Marco T. (2017). Diversity is strategy: the effect of R&D team diversity on innovative performance. R&D Management, 42(7), 311–329.

Rodriguez M., Doloreux D., & Shearmur R. (2017). Variety in external knowledge sourcing and innovation novelty: Evidence from the KIBS sector in Spain. Technovation, 68, 35–43.

Ivus O., Jose M., & Sharma R. (2021). R&D Tax Credit and Innovation: Evidence from Private Firms in India. Research Policy, 50(2021), 1–13.

Teng D., & Jingtao Y. (2017). Ownership, R&D intensity and performance: Evidence from transitional China. Frontiers of Business Research in China, 11(1), 1–25.

Prokop V., Stejskal J., Klimova V., & Zitek V. (2021). The role of foreign technologies and R&D in innovation processes within catching-up CEE Countries. PLOS ONE, 16(4), 1–23. PubMed PMC

Tsung-chun C., Dong-Qiang G., Hsiao-Min C., & Tzu-ti W. (2019). Effects of R&D intensity on firm performance in Taiwan’s semiconductor industry. Economic Research-Ekonomska Istraživanja, 32(1), 2377–2392.

Zdunczyk K., & Blenkinsopp J. (2007). Do organisational factors support creativity andinnovation in Polish Firms? European Journal of Innovation Management, 10(1), 25–40.

Beneito P., Coscollá‐Girona P., Rochina‐Barrachina M. E., & Sanchis A. (2015). Competitive pressure and innovation at the firm level. The Journal of industrial economics, 63(3), 422–457.

Jensen M. C. (1993). The modern industrial revolution, exit, and the failure of internal control systems. Journal of Finance, 48, 831–880.

Chatterjee M., & Bhattacharjee T. (2020). Ownership concentration, innovation and firm performance: empirical study in Indian technology SME context. The Asian Journal of Business Studies, 10(2), 149–170.

Stojčić N. (2021). Collaborative innovation in emerging innovation systems: Evidence from Central and Eastern Europe. The Journal of Technology Transfer, 46(2), 531–562.

Kamasak R. (2015). Determinants of innovation performance: A resource-based study. Procedia-Social and Behavioral Sciences, 195, 1330–1337.

Divisekera S., & Nguyen V. K. (2018). Determinants of innovation in tourism evidence from Australia. Tourism Management, 67, 157–167.

Fevolden A. (2015). New Perspectives on Capacity Utilization: From Moving Assembly Lines to Computer-Based Control Systems. International Journal of Innovation and Technology Management, 12(4).

Chesbrough H., Heaton S., & Mei L. (2021). Open innovation with Chinese characteristics: a dynamic capabilities perspective. R&D Management, 51(3), 247–259.

Meyer M., & Leitner J. (2018). Slack and innovation: The role of human resources in nonprofits. Non Profit Management and Leadership, 29(2), 181–201.

Su C., Guo Y., Chai K., & Kong W. (2021). R&D Investments, Debt Capital, and Ownership Concentration: A Three-Way Interaction and Lag Effects on Firm Performance in China’s Pharmaceutical Industry. Frontiers in Public Health, 9, 708832. PubMed PMC

Faracce S., & Mazotta S. (2015). The Effect of Human Capital and Network on Knowledge and Innovation in SMEs. Journal of Innovation Economics & Management, 1(16), 39–71.

Booltink L., & Saka-Helmhout A. (2018). The effects of R&D intensity and internationalization on the performance of non-high-tech SMEs. International Small Business Journal: Researching Entrepreneurship, 36(1), 81–103.

Liu N., & Fan F. (2020). Threshold effect of International Spillover on China’s Regional Economic Growth. Technology Analysis & Strategic Management, 32(8), 923–935.

Charlot S., Crescenzi R., & Musolesi A. (2015). Econometric Modelling of the Regional Knowledge Production Function in Europe. Journal of Economic Geography, 15(6), 1227–1259.

Cheng-Yu L., Hsueh-Liang W., & Huei-Wen P. (2014). How does R&D intensity influence firm explorativeness? Evidence of R&D active firms in four advanced countries. Technovation, 34(2014), 528–593.

Kuang X., Xin C., Ran Z., & Yunchun S. (2019). R&D intensity, free cash flow, and technological innovation: evidence from high-tech manufacturing firms in China. Asian Journal of Technology Innovation, 27(2), 214–238.

Kravtsova V., & Radosevic S. (2012). Are systems of innovation in Eastern Europe efficient? Economic Systems, 36(1), 109–126.

Fevolden M., & Gronning T. (2010). Combining Innovation and Capacity Utilization in High Throughput Systems: Moving Beyond the Product Life Cycle Model by Introducing Second-Order Innovations. Industry Innovation, 17(6), 609–628.

Nohria N., & Gulati R. (1996). Is Slack Good or Bad for Innovation? Academy of Management Journal, 39(5), 1245–1264.

Majumdar S. K., & Venkataraman S. (1993). New technology adoption in U.S. telecommunication: The role of competitive pressures and firm-level inducements. Research Policy, 22, 521–536.

Damanpour F. (1987). The adoption of technological, administrative, and ancillary innovations: Impact of organizational factors. Journal of Management, 13, 675–688.

Draft R. (1982). Bureaucratic versus non-bureaucratic structure and the process of innovation and change. Research in the sociology of organizations, 1(1982), 129–166.

Nguyen T., & Trinch C. (2020). Slack Resources and Innovation in Vietnamese SMEs: A Behavioural, Stewardship, and Institutional Perspective. In J. T. Rand, Micro Small and Medium (pp. 159–181). London: Oxford University Press. Retrieved; January 18, 2022

Levenko N., Oja K., & Staehr K. (2019). Total factor productivity Growth in Central and Eastern Europe before, during and after the global financial crisis. Post-Communist Economies, 31(2), 137–160.

Stan C., Peng M., & Bruton G. (2014). Slack and Performance of State Owned Enterprises. Asian Pacific Journal of Management, 31(2), 473–495.

Nashier T., & Gupta A. (2023). Ownership Concentration and Firm Performance in India. Global Business Review, 24(2), 353–370.

Wang K., & Shailer G. (2015). Ownership concentration and firm performance in emerging markets: A meta-analysis. Journal of Economic Surveys, 29(2), 199–229.

Fogel G., & Zapalska A. (2001). A comparison of small and medium-size enterprise development in Central and Eastern Europe. Comparative Economic Studies, 43(3), 35–68.

Dana L. P., & Ramadani V. (2015). Family Businesses in Transition Economies. Switzerland: Springer International Publishing.

Yordanova D., Vladimirov Z., & Simeonova-Ganeva R. (2015). Management Practices in Bulgarian Family and Non-family SMEs: Exploring “Real” Differences. In Dana L. P., & Ramadani V., Family Businesses in Transition Economies. Switzerland: Springer International Publishing.

Nieto M., Santamaría L., & Fernandez Z. (2015). Understanding the innovation behavior of family firms. Journal of Small Business Management, 53(2), 82–399.

Deng Z., Hofman P. S., & Newman A. (2013). Ownership concentration and product innovation in Chinese private SMEs. Asia Pacific Journal of Management, 30, 717–734.

Jiang Y., & Peng M. W. (2011). Are family ownership and control in large firms good, bad, or irrelevant?. Asia Pacific Journal of Management, 28, 15–39.

Liu X., & White R. (1997). The relative contributions of foreign technology and domestic inputs to innovation in Chinese manufacturing industries. Technovation, 17(3), 119–125.

Zheng C., Zhang Y., & Chen K. (2020). Corporate Innovation and Capacity Utilization in China’s Coastal Areas. Journal of Coastal Research, 2020(109), 197–205.

Vithessonthi C., & Racela O. (2016). Short-and long-run effects of internationalization and R&D intensity on firm performance. Journal of Multinational Financial Management, 34, 28–45.

Claessens S., & Djankov S. (1999). Ownership concentration and corporate performance in the Czech Republic. Journal of comparative economics, 27(3), 498–513.

Balsmeier B., & Czarnitzki D. (2017). Ownership concentration, institutional development and firm performance in Central and Eastern Europe. Managerial and Decision Economics, 38(2), 178–192.

Iwasaki I., & Mizobata S. (2020). Ownership concentration and firm performance in European emerging economies: A meta-analysis. Emerging Markets Finance and Trade, 56(1), 32–67.

Duh M., Tominc P., & Rebernik M. (2009). Growth ambitions and succession solutions in family businesses. Journal of Small Business and Enterprise Development, 16(2), 256–269.

Dehejia V. H. (2003). Will gradualism work when shock therapy doesn’t?. Economics and Politics, 15(1), 33–59.

Marangos J. (2003). Was shock therapy really a shock? Journal of Economic Issues, 37(4), 943–966.

Ayyagari M., Demirguc-Kunt A., & Maksimovic V. (2011). Firm Innovation in Emerging Markets: Role of Governance and Finance. Journal of Financial and Quantitative Analysis, 46(6), 1545–1580.

Hussen M. S., & Cokgezen M. (2020). Analysis of factors affecting firm innovation: An empirical investigation for Ethiopian firms. Journal of African Business, 21(2), 169–192.

Gao H., Hsu P. H., & Li K. (2018). Innovation strategy of private firms. Journal of financial and quantitative analysis, 53(1), 1–32.

Shleifer A. (1998). State versus Private Ownership. Journal of Economic Perspective, 12(4), 133–150.

Ullah B. (2021). Does innovation explain the performance gap between privatized and private firms?. Journal of Economics and Business, 113, 105946.

Ferreira D., Manso G., & Silva A. C. (2014). Incentives to innovate and the decision to go public or private. The Review of Financial Studies, 27(1), 256–300.

Sanchez-Famoso V., Iturralde T., & Maseda A. (2015). The influence of family and non-family social capital on firm innovation: exploring the role of family ownership. European J. International Management, 9(2).

Chen V. Y., Tsao S. M., & Chen G. Z. (2013). Founding family ownership and innovation. Asia-Pacific Journal of Accounting & Economics, 20(4), 429–456,.

Lodh S., Nandy M., & Chen J. (2014). Innovation and Family Ownership: Empirical fron India. Corporate Governance: An International Review, 22(1), 4–23.

Kotlar J., De Massis A., Frattini F., & Kammerlander N. (2020). Motivation Gaps and Implementation Traps: The Paradoxical and Time-Varying Effects of Family Ownership on Firm Absorptive capacity. Journal of Production Innovation Management, 37(1), 2–25.

Kveton V., & Horak P. (2018). The effect of public R&D subsidies on firms’ competitiveness: Regional and sectoral specifics in emerging innovation systems. Applied Geography, 94(2018), 119–129.

Wang Y. (2016). What are the biggest obstacles to growth of SMEs in developing countries?–An empirical evidence from an enterprise survey. Borsa Istanbul Review, 16(3), 167–176.

Eifert B., Gelb A., & Ramachandran V. (2008). The cost of doing business in Africa: Evidence from enterprise survey data. World development, 36(9), 1531–1546.

Mateev M., & Anastasov Y. (2010). Determinants of small and medium sized fast growing enterprises in central and eastern Europe: a panel data analysis. Financial theory and practice, 34(3), 269–295.

Faber J., & Hesen A. B. (2004). Innovation capabilities of European nations: Cross-national analyses of patents and sales of product innovations. Research Policy, 33(2), 193–207.

Carvalho N., Carvalho L., & Nunes S. (2015). A methodology to measure innovation in European Union through the national innovation system. International Journal of Innovation and Regional Development, 6(2), 159–180.

Francis J., & Smith A. (1995). Agency costs and innovation some empirical evidence. Journal of Accounting and Economics, 19(2–3), 383–409.

Ortega-Argiles R., Moreno R., & Caralt J. S. (2005). Ownership structure and innovation: is there a real link?. The Annals of Regional Science, 39, 637–662.

Kor Y. Y. (2006). Direct and interaction effects of top management team and board compositions on R&D investment strategy. Strategic management journal, 27(11), 1081–1099.

Sciascia S., Nordqvist M., Mazzola P., & De Massis A. (2015). Family ownership and R&D intensity in small‐and medium‐sized firms. Journal of product innovation management, 32(3), 349–360.

Wang H., & Li B. (2021). Environmental regulations, capacity utilization, and high quality development of manufacturing: an analysis based on Chinese provincial panel data. Scientific Reports, 11(2021), 1–13. doi: 10.1038/s41598-021-98787-y PubMed DOI PMC

Islam N., Wang Q., Marinakis Y., & Walsh S. (2022). Family enterprise and technological innovation. Journal of Business Research, 147(2022), 208–221.

Deb S. S., & Chaturvedula C. V. (2003). Ownership structure and firm value: empirical study on corporate governance system of Indian firms. Available at SSRN 594221.

Zahra S. A., & George G. (2002). Absorptive capacity: A review, reconceptualization, and extension. Academy of management review, 27(2), 185–203.

Todorova G., & Durisin B. (2007). Absorptive capacity: Valuing a reconceptualization. Academy of management review, 32(3), 774–786.

Zou B., Guo F., & Guo J. (2016). Absorptive capacity technological innovation, and product life cycle: a system dynamic model. SpringerPlus, 5(1662), 1–25. PubMed PMC

Herrera L., & Sánchez-González G. (2013). Firm size and innovation policy. International Small Business Journal, 31(2), 137–155.

Kahn A., Sithole M., & Buchana Y. (2022). An analysis of the impact of technological innovation on productivity in South African manufacturing firms using direct measures of innovation. South African Journal of Economics, 90(1), 37–56.

Leung T., & Sharma P. (2021). Differences in the Impact R&D Intensity and R&D Internationalisation on Firm Performance-Mediating Role of Innovation Performance. Journal of Business Research, 131(2021), 81–91.

Van Keilegom I., & Wang L. (2010). Semiparametric modeling and estimation of heteroscedasticity in regression analysis of cross-sectional data. Electronic Journal of Statistics, 4(2010), 133–160.

Dubin R. A. (1998). Spatial Autocorrelation: A Primer. Journal of Housing Economics, 7(1998), 304–327.

King M., & Evans M. (1985). The Durbin-Watson test and cross-sectional data. Economics Letters, 18(1), 31–34.

Savin N., & White K. (1997). The Durbin-Watson Test for Serial Correlation with Extreme Sample Sizes or Many regressors. Econometrica, 45(8), 1989–1996.

World Intellectual Property Organisation. (2021, April 22). Global Innovation Index 2021: Tracking Innovation through the COVID-19 Crisis. Geneva.

Acar O. A., Tarakci M., & Van Knippenberg D. (2019). Creativity and innovation under constraints: A cross-disciplinary integrative review. Journal of Management, 45(1), 96–121.

Chen T., Guo D., Chen H., & Wei T. (2019). Effect of R&D Intensity on firm performance in Taiwan’s Semiconductor Industry. Economis Research-Ekonomska Istrazivanja, 32(1), 2377–2392.

Steinerowska-Streb I., & Wziątek-Staśko A. (2020). Innovations in family firms: a study of owner-managers’ knowledge development. Journal of Family Business Management, 10(3), 247–264.

Radosevic S. (2020). Benchmarking innovation policy in catching up and emerging economies: methodology for innovation policy index. London: UCL Centre for Comparative Studies of Emerging Economies.

Shapira P., Youtie J., & Kay L. (2011). Building capabilities for innovation in SMEs: A cross-country comparison of technology extension policies and programmes. International Journal of Innovation and Regional Development, 3(3–4), 254–272.

Lewis M. A. (2000). Lean production and sustainable competitive advantage. International journal of operations & production management, 20(8), 959–978.

Arregle J. L., Hitt M. A., Sirmon D. G., & Very P. (2007). The development of organizational social capital: Attributes of family firms. Journal of management studies, 44(1), 73–95.

Martín-Santana J. D., Cabrera-Suárez M. K., & Déniz-Déniz M. D. L. C. (2020). Familiness, social capital and market orientation in the family firm. European Journal of Marketing, 54(7), 1731–1760.

Hu Q., & Hughes M. (2020). Radical innovation in family firms: a systematic analysis and research agenda. International Journal of Entrepreneurial Behavior & Research, 26(6), 1199–1234.

Yin Y., Crowley F., Doran J., Du J., & O’Connor M. (2023). Research and innovation and the role of competition in family owned and managed firms. International Journal of Entrepreneurial Behavior & Research, 29(1), 166–194.

Žítek V., & Klímová V. (2020). Regional resilience redefinition: Postpandemic challenge. SciPap, 28(4), 1158.

Brodny J., & Tutak M. (2021). Assessing sustainable energy development in the central and eastern European countries and analyzing its diversity. Science of the Total Environment, 801, 149745. doi: 10.1016/j.scitotenv.2021.149745 PubMed DOI

Červinka T., & Novák P. (2022). The influence of COVID-19 pandemic on digital transformation process and strategic management in SMEs in the Czech Republic. SciPap. 30(2), 1568.

Prokop V., Hojnik J., Zapletal D., & Žižmond E. (2023. a). On the path to sustainable development: The nexus among owner gender diversity, energy management, and firms’ innovation radicalness. Business Strategy and the Environment, 32(4), 1799–1815.

Kopackova H., & Komarkova J. (2020). Participatory technologies in smart cities: What citizens want and how to ask them. Telematics and Informatics, 47, 101325.

Šulyová D., & Kubina M. (2022). Creating smart, sustainable cities: results from best practice smart cities and cities in Slovakia. SciPap, 30(3), 1606.