
Effect of government R&D grants on SMEs’ performance in Korea: Synthetic difference-in-difference approach
JEL codes: O32, O38, D22
Abstract
This study analyzes the effect of government R&D grants on the performance of small and medium-sized enterprises using Korean firm-level data by employing a synthetic difference-in-differences (DiD) approach. Standard DiD models produce unreliable results due to the violation of the parallel trends assumption between the treatment and control groups. By contrast, the synthetic DiD model suggests that the parallel trends assumption is satisfied, and the estimated effect of government R&D grants on firms’ sales is significant and positive. The grants also significantly increase employment and sales per employee, although they do not have a measurable impact on profitability.
Keywords:
R&D, SMEs, grants, sales, synthetic difference in differenceAcknowledgments
We thank the anonymous reviewer and editor for the detailed and helpful comments.
References
-
Aghion, P. & P. Howitt. “A Model of Growth through Creative Destruction”, Econometrica, 60(No.2 1992), 332-351.
[https://doi.org/10.2307/2951599]
-
Arkhangelsky, D., Athey, S., Hirshberg, D. A., Imbens, G. W., & Wager, S. “Synthetic difference-in-differences.” American Economic Review, 111(No.12 2021), 4088-4118.
[https://doi.org/10.1257/aer.20190159]
-
Azoulay, P., J.S. Graff Zivin, D. Li, & B.N. Sampat, “Public R&D Investments and Private-sector Patenting: Evidence from NIH Funding Rules.” The Review of Economic Studies, 86(No.1 2019), 117-152.
[https://doi.org/10.1093/restud/rdy034]
-
Bai, Y., S. Song, J. Jiao, & R. Yang, “The impacts of government R&D subsidies on green innovation: Evidence from Chinese energy-intensive firms.” Journal of Cleaner Production, 233(2019), 819-829.
[https://doi.org/10.1016/j.jclepro.2019.06.107]
-
Boeing, P., J. Eberle, & A. Howell “The impact of China’s R&D subsidies on R&D investment, technological upgrading and economic growth.” Technological Forecasting and Social Change(2022), 174.
[https://doi.org/10.1016/j.techfore.2021.121212]
-
Bøler, E. A., Moxnes, A., & Ulltveit-Moe, K. H. “R&D, international sourcing, and the joint impact on firm performance.” American Economic Review, 105(No.12 2015), 3704-3739.
[https://doi.org/10.1257/aer.20121530]
-
Bronzini, R., & Iachini, E. “Are incentives for R&D effective? Evidence from a regression discontinuity approach.” American economic journal: economic policy, 6(No.4 2014), 100-134.
[https://doi.org/10.1257/pol.6.4.100]
-
Bronzini, R., & Piselli, P. “The impact of R&D subsidies on firm innovation.” Research Policy, 45(No.2 2016), 442-457.
[https://doi.org/10.1016/j.respol.2015.10.008]
-
Chen, L., & Yang, W. “R&D tax credits and firm innovation: Evidence from China.” Technological Forecasting and Social Change, 146(2019), 233-241.
[https://doi.org/10.1016/j.techfore.2019.05.018]
-
Cho, Hanah & JunKi Kim, “The Effect of Corporate Financial and R&D Factors and Government Subsidies on Private R&D Investments”, Journal of Korea Technology Innovation Society, 22(No.5 2019), 828-861 (in Korean)
[https://doi.org/10.35978/jktis.2019.10.22.5.828]
-
Choi, Hyunyi, & Keuntae Cho. “Investing the relationship between R&D expenditure and economic growth”, Journal of Technology Innovation, 31(No.2 2023), 59-82 (in Korean)
[https://doi.org/10.14386/SIME.2023.31.2.59]
-
Clarke, D., Pailañir, D., Athey, S., & Imbens, G. Synthetic difference in differences estimation. arXiv preprint arXiv:2301.11859, , 2023.
[https://doi.org/10.2139/ssrn.4346540]
-
Howell, S. T. “Financing innovation: Evidence from R&D grants.” American economic review, 107(No.4 2017), 1136-1164.
[https://doi.org/10.1257/aer.20150808]
- Jang, Pil-Sung & Hwang, Seok-Won, Analyzing and Enhancing the Economic and Social Effects of Industrial Technology R&D, STEPI Insight, Vol 232(2019), Science and Technology Policy Institute (STEPI) (in Korean)
- Jeon, Kiyoung. “The Effect of Government Supports on ICT Venture Firms by Their Development Stage”, Journal of Management & Economics, 43(No.1 2021), 207-230. (in Korean)
-
Jeong, KyuChae & Sungchang Jung, “A Study on the Impact of Government Technical Support for the Performance of SMEs.” The Korean Journal of Financial Management, 36(No.2 2019), 83-105 (in Korean)
[https://doi.org/10.22510/kjofm.2019.36.2.004]
- Jin, Young-Hyun, “A Study on the Effectiveness of Government R&D Support for SMEs: Focusing on Measuring Firm TFP”, Korea Institute of S&T Evaluation and Planning (KISTEP) (in Korean)
-
Chen, Pengyu & Sang-Kyum Kim. “A Study of the Direct and Indirect Effects of R&D Subsidy onto Firm’s R&D investment and Profitability: Analytic Comparisons between Korea and China.” The Journal of Korean Public Policy, 23(No.4 2021), 3-38 (in Korean)
[https://doi.org/10.37103/KAPP.23.4.1]
-
Kang, Seok-Min. “A Study on the Structural Relationships among R&D Resources, R&D Collaboration, Policy Support, and Operational Performance — Focusing on Korean Health Industry Clusters”, Management & Information Systems Review, 38(No.2 2019), 225-240 (in Korean)
[https://doi.org/10.29214/damis.2019.38.2.012]
-
Kang, ShinHyuck & Sun Jung Oh. “Analyzing the employment impact of the R&D investment policies of the pharmaceutical manufacturing industry: Dif ferential ef fects by f irm characteristics”, The Korea Association for Policy Studies, 30(No.2 2021), 1-19 (in Korean)
[https://doi.org/10.33900/KAPS.2021.30.2.1]
-
Kim, Deokyong & Sung Joo Bae. “The Effect of Startups' Trust in Government R&D Policies on Innovation Performance.” Journal of Technology Innovation, 29(No.4 2021), 95-124 (in Korean)
[https://doi.org/10.14386/SIME.2021.29.4.95]
-
Koh, Yeongtae & Sang-ok, Choi. “A Study on Effects of Government R&D Subsidies on Business Performance of Companies Specializing in Materials, Components, and Equipment: Focusing on the Industrial R&D Program of Korea”, Journal of Korea Technology Innovation Society, 26(No.2 2023), 317-346 (in Korean)
[https://doi.org/10.35978/jktis.2023.4.26.2.317]
-
Lach, S. “Do R&D subsidies stimulate or displace private R&D? Evidence from Israel.” The journal of industrial economics, 50(No.4 2002), 369-390.
[https://doi.org/10.1111/1467-6451.00182]
- Lee, Sung-Ho, “Policy Effects of R&D Support for SMEs and How to Improve Them”, KDI Focus, (No. 89 2018), Korea Development Institute (KDI) (in Korean)
-
Lee, Juneyoung & Jeehoon Ki. “An Empirical Study on the Effectiveness of the Government R&D Subsidies for ICT Firms”, Journal of Korea Technology Innovation Society, 23(No.4 2020), 698-722 (in Korean)
[https://doi.org/10.35978/jktis.2020.8.23.4.698]
-
Lin, B., & Luan, R. “Are government subsidies effective in improving innovation efficiency? Based on the research of China's wind power industry.” Science of the Total Environment, 710(2020), 136339.
[https://doi.org/10.1016/j.scitotenv.2019.136339]
-
Meuleman, M., & De Maeseneire, W. “Do R&D subsidies affect SMEs’ access to external financing?”, Research policy, 41(No.3 2012), 580-591.
[https://doi.org/10.1016/j.respol.2012.01.001]
-
Myers, K. R., & Lanahan, L. “Estimating spillovers from publicly funded R&D: Evidence from the US Department of Energy”, American Economic Review, 112(No.7 2021), 2393-2423.
[https://doi.org/10.1257/aer.20210678]
-
Nilsen, Ø. A., Raknerud, A., & Iancu, D. C. “Public R&D support and firm performance: A multivariate dose-response analysis.” Research Policy, 49(No.7 2020), 104067.
[https://doi.org/10.1016/j.respol.2020.104067]
-
Oh, Seunghwan & Pilseong Jang. “A Study of the effect of Government R&D support on firm’s employment”, Innovation Studies, 14(No.4 2019), 201-234 (in Korean)
[https://doi.org/10.46251/INNOS.2019.11.14.4.201]
-
Oh, Min Hong & Jun Gyu Kang. "Analysis on the Employment Effect of SMEs’ R&D Subsidies”, Journal of The Korean Data Analysis Society, 21(No.2 2019), 769-776 (in Korean)
[https://doi.org/10.37727/jkdas.2019.21.2.769]
- Rhee, Hae-chun & Nam-hyun Kim. “Job Creation Effect of R&D Subsidy Support for Software Companies”, Journal of Distribution and Management Research, 23(No.5 2020), 77-90 (in Korean)
-
Santoleri, P., Mina, A., Di Minin, A., & Martelli, I. “The causal effects of R&D grants: Evidence from a regression discontinuity.” Review of Economics and Statistics, 106(No.6 2024), 1495-1510.
[https://doi.org/10.1162/rest_a_01233]
-
Shao, W., Yang, K., & Bai, X. “Impact of financial subsidies on the R&D intensity of new energy vehicles: A case study of 88 listed enterprises in China.” Energy Strategy Reviews, 33(2021), 100580.
[https://doi.org/10.1016/j.esr.2020.100580]
-
Shen, X., & Lin, B. “Policy incentives, R&D investment, and the energy intensity of China’s manufacturing sector.” Journal of Cleaner Production, 255(2020), 120208.
[https://doi.org/10.1016/j.jclepro.2020.120208]
- Song, Danbee. Policy Issues for Increasing SME Productivity: Focusing on Marginal Firms, Paper presented at the SME Policy Conference of the Korean Economic Association, 2024.
-
Romer, P. M. “Endogenous technological change.” Journal of political Economy, 98(No.5, Part 2, 1990), S71-S102.
[https://doi.org/10.1086/261725]
-
Xu, J., Wang, X., & Liu, F. “Government subsidies, R&D investment and innovation performance: analysis from pharmaceutical sector in China.” Technology Analysis & Strategic Management, 33(No.5 2021), 535-553.
[https://doi.org/10.1080/09537325.2020.1830055]
-
Yi, J., M. Murphree, S. Meng, & S. Li, “The more the merrier? Chinese government R&D subsidies, dependence, and firm innovation performance.” Journal of Product Innovation Management, 38(No.2 2021), 289-310.
[https://doi.org/10.1111/jpim.12564]
- Yoo Jung-min et al, “Performance Analysis and Mid- to Long-Term Development Plan for KOSBIR”(2022), Science and Technology Policy Institute (STEPI) (in Korean)
-
Yoon, Sangpil, Young-Pyo, Sue, & Yanghon Chung. “An Empirical Study on Effects of SMEs Packaging Support Projects”, Review of Accounting and Policy Studies, 26(No.1 2021), 47-66 (in Korean)
[https://doi.org/10.21737/RAPS.2021.02.26.1.47]
- Yoon, Soo-Jin et al. “A Study on Exploring Policy Linkages to Strengthen Government’s R&D Financial Support for Businesses”(2023), Korea Institute of S&T Evaluation and Planning (KISTEP) (in Korean)