Dutch Journal of Finance and Management

Determinants of R&D investment under Uncertainty: An Empirical Study of Saudi Firms
Abdullah Abdulhafedh Abdullah Saif 1 * , Nguyen Ngoc Minh An 2, Mohammed Abdeulglel Mansoor Mohammed 3 4, Abdullah Mohammed Abdulnoor Abduljalil 4, Akram Ali Abdullah Altahery 4 5, Adam Ali Ahmed Abdullah 6, Mariam Mourise Saad Ghattas Dawood 7
More Detail
1 Department of Management Sciences and Engineering , Nanjing University of Information Science and Technology, Nanjing, China
2 Hanoi open university, Hanoi, Viet Nam
3 Head of Consulting and Execution, Yemen Soft Company, Taiz, Yemen
4 Department of Accounting, University of Science & Technology, Taiz, Yemen
5 Department of Accounting, Tax Authority Office, Taiz, Yemen
6 Department of Censorship, National Dairy and Food Co. (Nadfood), Taiz, Yemen
7 Independent Researcher
* Corresponding Author
Research Article

Dutch Journal of Finance and Management, 2026 - Volume 9 Issue 1, Article No: 40784
https://doi.org/10.55267/djfm/18559

Published Online: 15 May 2026

Views: 13 | Downloads: 8

How to cite this article
APA 6th edition
In-text citation: (Saif et al., 2026)
Reference: Saif, A. A. A., An, N. N. M., Mohammed, M. A. M., Abduljalil, A. M. A., Altahery, A. A. A., Abdullah, A. A. A., & Dawood, M. M. S. G. (2026). Determinants of R&D investment under Uncertainty: An Empirical Study of Saudi Firms. Dutch Journal of Finance and Management, 9(1), 40784. https://doi.org/10.55267/djfm/18559
Vancouver
In-text citation: (1), (2), (3), etc.
Reference: Saif AAA, An NNM, Mohammed MAM, Abduljalil AMA, Altahery AAA, Abdullah AAA, et al. Determinants of R&D investment under Uncertainty: An Empirical Study of Saudi Firms. DUTCH J FINANCE MANA. 2026;9(1):40784. https://doi.org/10.55267/djfm/18559
AMA 10th edition
In-text citation: (1), (2), (3), etc.
Reference: Saif AAA, An NNM, Mohammed MAM, et al. Determinants of R&D investment under Uncertainty: An Empirical Study of Saudi Firms. DUTCH J FINANCE MANA. 2026;9(1), 40784. https://doi.org/10.55267/djfm/18559
Chicago
In-text citation: (Saif et al., 2026)
Reference: Saif, Abdullah Abdulhafedh Abdullah, Nguyen Ngoc Minh An, Mohammed Abdeulglel Mansoor Mohammed, Abdullah Mohammed Abdulnoor Abduljalil, Akram Ali Abdullah Altahery, Adam Ali Ahmed Abdullah, and Mariam Mourise Saad Ghattas Dawood. "Determinants of R&D investment under Uncertainty: An Empirical Study of Saudi Firms". Dutch Journal of Finance and Management 2026 9 no. 1 (2026): 40784. https://doi.org/10.55267/djfm/18559
Harvard
In-text citation: (Saif et al., 2026)
Reference: Saif, A. A. A., An, N. N. M., Mohammed, M. A. M., Abduljalil, A. M. A., Altahery, A. A. A., Abdullah, A. A. A., and Dawood, M. M. S. G. (2026). Determinants of R&D investment under Uncertainty: An Empirical Study of Saudi Firms. Dutch Journal of Finance and Management, 9(1), 40784. https://doi.org/10.55267/djfm/18559
MLA
In-text citation: (Saif et al., 2026)
Reference: Saif, Abdullah Abdulhafedh Abdullah et al. "Determinants of R&D investment under Uncertainty: An Empirical Study of Saudi Firms". Dutch Journal of Finance and Management, vol. 9, no. 1, 2026, 40784. https://doi.org/10.55267/djfm/18559
ABSTRACT
This study aims to examine the financial determinants of research and development (R&D) investment in Saudi industrial firms, with particular emphasis on periods of economic crises. The 2008 Global Financial Crisis and the COVID-19 pandemic are employed as representative examples of major economic shocks to assess firms’ innovation responses. To achieve this objective, the analysis incorporates firm-specific variables using panel data for a sample of thirty industrial firms over the period 2007–2020. The sample selection is based on firms’ strategic engagement in R&D activities and the critical contribution of the industrial sector to the national economy. The dataset, covering fourteen years, was compiled from audited financial statements of the selected firms, obtained from their official websites. The study adopts a purposive sampling approach and an explanatory (causal) research design, employing quantitative data within a multiple regression framework. Using STATA for empirical analysis, the  study utilizes one dependent variable R&D investment, measured as the ratio of R&D expenditure to total assets and eight independent variables: cash , sales growth rate, gross profit from sales, return on assets, return on equity, internal financing rate, external financing rate, and the debt-to-equity ratio. The results reveal a statistically significant positive relationship between sales growth rate, gross profit from sales, return on assets, and internal financing, and R&D investment. Conversely, the findings indicate a negative relationship between cash holdings, return on equity, external financing, and the debt-to-equity ratio, and R&D investment.Although crises explains only a small share of R&D variation (R² ≈ 13%), financial variables consistently demonstrate far greater explanatory power ( 87%), confirming that firms’ financial conditions are the key drivers of R&D investment in times of economic turmoil. Finally, the study recommends that Saudi industrial firms adopt optimal business portfolio diversification strategies to reduce exposure to crisis-related risks and mitigate their adverse effects. To enhance their investment portfolios, firms should move beyond traditional income sources and diversify into alternative, non-interest-based revenue streams.
KEYWORDS
REFERENCES
  • Aghion, P., Askenazy, P., Berman, N., Cette, G., & Eymard, L. (2012). Credit constraints and the cyclicality of R&D investment: Evidence from France. Journal of the European Economic Association, 10(5), 1001–1024.
  • Alam, A., Uddin, M., & Yazdifar, H. (2019). Financing behaviour of R\&D investment in the emerging markets: the role of alliance and financial system. R\&D Management, 49(1), 21–32. https://doi.org/https://doi.org/10.1111/radm.12303
  • Arellano, M., & Bond, S. (1991). Some tests of specification for panel data: Monte Carlo evidence and an application to employment equations. The Review of Economic Studies, 58(2), 277–297.
  • Artz, K. W., Norman, P. M., Hatfield, D. E., & Cardinal, L. B. (2010). A longitudinal study of the impact of R&D, patents, and product innovation on firm performance. Journal of Product Innovation Management, 27(5), 725–740.
  • Ashik-Uz-Zaman, Abedin, M. T., & Hossain, M. S. (2025). Exploring risk resistant banking strategies: implications for sustainable practices. Future Business Journal, 11(1). https://doi.org/10.1186/s43093-025-00441-w
  • Balkin, D. B., & Gomez‐Mejia, L. R. (1984). Determinants of R and D compensation strategies in the high tech industry. Personnel Psychology, 37(4), 635–650.
  • Barge-Gil, A., & López, A. (2014). R&D determinants: Accounting for the differences between research and development. Research Policy, 43(9), 1634–1648.
  • Bhatia, A., & Kumar, J. (2025). Assessing the Impact of COVID-19 on Financial Performance of Public and Private Banks in India. Journal of Quantitative Economics, 23(2), 601–620. https://doi.org/10.1007/s40953-024-00437-3
  • Brzozowski, M. (2008). Determinants of investment and innovation expenditure in Polish manufacturing industries. Post-Communist Economies, 20(2), 219–230.
  • Carrière-Swallow, Y., & Céspedes, L. F. (2013). The impact of uncertainty shocks in emerging economies. Journal of International Economics, 90(2), 316–325.
  • Chen, P.-F., Lee, C.-C., & Zeng, J.-H. (2019). Economic policy uncertainty and firm investment: evidence from the U.S. market. Applied Economics, 51(31), 3423–3435. https://doi.org/10.1080/00036846.2019.1581909
  • Czarnitzki, D., & Hottenrott, H. (2011). R&D investment and financing constraints of small and medium-sized firms. Small Business Economics, 36(1), 65–83.
  • Fazzari, S., Hubbard, R. G., & Petersen, B. C. (1987). Financing constraints and corporate investment. National Bureau of Economic Research Cambridge, Mass., USA.
  • Gugler, K., Mueller, D. C., & Yurtoglu, B. B. (2004). Marginal q, Tobin’s q, cash flow, and investment. Southern Economic Journal, 70(3), 512–531.
  • Gujarati, D. N. (2021). Essentials of econometrics. Sage Publications.
  • He, Z., & Wintoki, M. B. (2016). The cost of innovation: R&D and high cash holdings in US firms. Journal of Corporate Finance, 41, 280–303.
  • Himmelberg, C. P., & Petersen, B. C. (1994). R & D and internal finance: A panel study of small firms in high-tech industries. The Review of Economics and Statistics, 38–51.
  • Holmstrom, B. (1989). Agency costs and innovation. Journal of Economic Behavior & Organization, 12(3), 305–327. https://doi.org/https://doi.org/10.1016/0167-2681(89)90025-5
  • Howe, J. D., & McFetridge, D. G. (1976). The determinants of R & D expenditures. Canadian Journal of Economics, 57–71.
  • Huang, T., Wu, F., Yu, J., & Zhang, B. (2015). Political risk and dividend policy: Evidence from international political crises. Journal of International Business Studies, 46(5), 574–595. https://doi.org/10.1057/jibs.2015.2
  • Hud, M., & Hussinger, K. (2015). The impact of R&D subsidies during the crisis. Research Policy, 44(10), 1844–1855. https://doi.org/https://doi.org/10.1016/j.respol.2015.06.003
  • Istaiteyeh, R., Milhem, M., Najem, F., & Elsayed, A. (2024). Determinants of Operating Efficiency for the Jordanian Banks : A Panel Data Econometric Approach. Nternational Journal of Financial Studies, 12(12). https://doi.org/https://doi.org/10.3390/ ijfs12010012
  • Jakpar, S., Tinggi, M., Tak, A. H., & Ruzlan, N. A. (2018). Determinant factors of profitability in Malaysia’s real estate investment trusts (M-REITS). UNIMAS Review of Accounting and Finance, 2(1).
  • Jin, G., Xu, J., Liu, F., Haris, M., & Weqar, F. (2022). Does R&D investment moderate the relationship between the COVID-19 pandemic and firm performance in China’s high-tech industries? Based on DuPont components. Technology Analysis & Strategic Management, 34(12), 1464–1478.
  • Kamar, K. (2017). Analysis of the effect of return on equity (ROE) and debt to equity ratio (DER) on stock price on cement industry listed in Indonesia stock exchange (IDX) in the year of 2011-2015. IOSR Journal of Business and Management, 19(05), 66–76.
  • Khan, A., Chenggang, Y., Hussain, J., & Kui, Z. (2021). Impact of technological innovation, financial development and foreign direct investment on renewable energy, non-renewable energy and the environment in belt & Road Initiative countries. Renewable Energy, 171, 479–491.
  • Lai, Y.-L., Lin, F.-J., & Lin, Y.-H. (2015). Factors affecting firm’s R&D investment decisions. Journal of Business Research, 68(4), 840–844.
  • Lee, K., Cin, B. C., & Lee, E. Y. (2016). Environmental responsibility and firm performance: The application of an environmental, social and governance model. Business Strategy and the Environment, 25(1), 40–53.
  • Lewellyn, K. B., & Bao, S. ‘Rosey.’ (2015). R&D Investment in the Global Paper Products Industry: A Behavioral Theory of the Firm and National Culture Perspective. Journal of International Management, 21(1), 1–17. https://doi.org/https://doi.org/10.1016/j.intman.2014.12.001
  • Li, T., Ma, F., Zhang, X., & Zhang, Y. (2020). Economic policy uncertainty and the Chinese stock market volatility: Novel evidence. Economic Modelling, 87, 24–33. https://doi.org/https://doi.org/10.1016/j.econmod.2019.07.002
  • Liu, S., Lin, S., Sun, Z., & Yuan, L. (2021). Earnings management and firms’ investment behavior: The threshold effect of ROE. Emerging Markets Review, 47, 100797.
  • Park, W. G. (1995). International R&D spillovers and OECD economic growth. Economic Inquiry, 33(4), 571–591.
  • Peia, O., & Romelli, D. (2019). Did bank lending stifle innovation in Europe during the Great Recession? Available at SSRN 3492533.
  • Rachma, G., & Syachrudin, D. (2017). Pengaruh Leverage Keuangan terhadap Tingkat Aktivitas Investasi Bank (Studi Kasus Perbankan yang terdaftar di Bursa Efek Indonesia Periode 2012-2015). Profita: Komunikasi Ilmiah Dan Perpajakan, 10(3), 399–408.
  • Safitri, V. A., Sari, L., & Gamayuni, R. R. (2020). Research and Development (R&D), environmental investments, to eco-efficiency, and firm value. The Indonesian Journal of Accounting Research, 22(3).
  • Sher, P. J., & Yang, P. Y. (2005). The effects of innovative capabilities and R&D clustering on firm performance: the evidence of Taiwan’s semiconductor industry. Technovation, 25(1), 33–43.
  • Shin, N., Kraemer, K. L., & Dedrick, J. (2009). R&D, value chain location and firm performance in the global electronics industry. Industry and Innovation, 16(3), 315–330.
  • Swanpitak, T., Pan, X., & Suardi, S. (2020). The value of family control during political uncertainty: Evidence from Thailand’s constitutional change in 201411We are grateful for helpful comments and suggestions provided by Shu-Ching Chou, Woochan Kim, Nicolas Eugster, Yu-Shan Wei and participants at the 32nd Australasian Finance and Banking Conference (AFBC) as well as seminar participants at University of Wollongong. We are equally greatful to the two referees whose comments have improved the quality of the paper. All remaining errors are our sole responsibility. Emerging Markets Review, 44, 100721. https://doi.org/https://doi.org/10.1016/j.ememar.2020.100721
  • Tajaddini, R., & Gholipour, H. F. (2020). Economic policy uncertainty, R\&D expenditures and innovation outputs. Journal of Economic Studies, 48(2), 413–427. https://doi.org/10.1108/JES-12-2019-0573
  • Tung, L. T., & Binh, Q. M. Q. (2022). The impact of R&D expenditure on firm performance in emerging markets: evidence from the Vietnamese listed companies. Asian Journal of Technology Innovation, 30(2), 447–465.
  • Wang, E. C. (2010). Determinants of R&D investment: The Extreme-Bounds-Analysis approach applied to 26 OECD countries. Research Policy, 39(1), 103–116.
  • Wang, J., Wang, L., Feng, H., & Zhang, J. (2025). Politically connected CEOs and liquidity risk : some Chinese evidence. In Review of Quantitative Finance and Accounting (Vol. 64, Issue 4). Springer US. https://doi.org/10.1007/s11156-024-01344-7
  • Widiyanti, M., & Elfina, F. D. (2015). Pengaruh financial leverage terhadap profitabilitas pada perusahaan sub sektor otomotif dan komponen yang terdaftar di Bursa Efek Indonesia. Jurnal Manajemen Dan Bisnis Sriwijaya, 13(1), 117–136.
  • Wu, J., Wang, C., Hong, J., Piperopoulos, P., & Zhuo, S. (2016). Internationalization and innovation performance of emerging market enterprises: The role of host-country institutional development. Journal of World Business, 51(2), 251–263. https://doi.org/https://doi.org/10.1016/j.jwb.2015.09.002
  • Xu, J., & Sim, J.-W. (2018). Characteristics of corporate R&D investment in emerging markets: Evidence from manufacturing industry in China and South Korea. Sustainability, 10(9), 3002.
  • Zaman, A. U., Abedin, T., & Hossain, S. (2025). Exploring risk resistant banking strategies : implications for sustainable practices. Future Business Journal. https://doi.org/10.1186/s43093-025-00441-w
LICENSE
This is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.