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Research Article

Effectiveness of R&D subsidies depending on firm financial risks: evidence from Chinese listed firms

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References

  • Aerts, K., & Czarnitzki, D. (2004). Using innovation survey data to evaluate R&D policy: The case of Belgium. ZEW-Centre for European Economic Research Discussion Paper, 04–055.
  • Aerts, K., & Schmidt, T. (2008). Two for the price of one?. Additionality effects of R&D subsidies: A comparison between Flanders and Germany. Research Policy, 37(5), 806–822. https://doi.org/10.1016/j.respol.2008.01.011
  • Aghion, P., Van Reenen, J., & Zingales, L. (2013). Innovation and institutional ownership. American Economic Review, 103(1), 277–304. https://doi.org/10.1257/aer.103.1.277
  • Ahn, J. M., Lee, W., & Mortara, L. (2020). Do government R&D subsidies stimulate collaboration initiatives in private firms? Technological Forecasting and Social Change, 151(May 2019), 119840. https://doi.org/10.1016/j.techfore.2019.119840
  • Alecke, B., Mitze, T., Reinkowski, J., & Untiedt, G. (2012). Does Firm Size make a Difference? Analysing the Effectiveness of R&D Subsidies in East Germany. German Economic Review, 13(2), 174–195. https://doi.org/10.1111/j.1468-0475.2011.00546.x
  • Allison, P. D. (2009). Fixed effects regression models. SAGE publications.
  • Almus, M., & Czarnitzki, D. (2003). The effects of public R and D subsidies on firms’ innovation activities: The case of Eastern Germany. Journal of Business and Economic Statistics, 21(2), 226–236. https://doi.org/10.1198/073500103288618918
  • Alsharkas, Z. (2014). Firm size, competition, financing and innovation. International Journal of Management and Economics, 44(1), 51–73. https://doi.org/10.1515/ijme-2015-0009
  • Altman, E. I. (1968). Financial ratios, discriminant analysis and the prediction of corporate bankruptcy. The Journal of Finance, 23(4), 589–609. https://doi.org/10.1111/j.1540-6261.1968.tb00843.x
  • Ascani, A., Bettarelli, L., Resmini, L., & Balland, P. A. (2020). Global networks, local specialisation and regional patterns of innovation. Research Policy, 49(8), 104031.
  • Aschhoff, B. (2009). The effect of subsidies on R&D investment and success–Do subsidy history and size matter? ZEW-Centre for European Economic Research Discussion Paper, 09–032.
  • Azoulay, P., & Li, D. (2020). Scientific Grant Funding.
  • Becker, B. (2015). Public R&D Policies and Private R&D Investment: A Survey of the Empirical Evidence. Journal of Economic Surveys, 29(5), 917–942. https://doi.org/10.1111/joes.12074
  • Becker, B., & Hall, S. G. (2013). Do R&D strategies in high-tech sectors differ from those in low-tech sectors? An alternative approach to testing the pooling assumption. Economic Change and Restructuring, 46, 183–202.
  • Bérubé, C., & Mohnen, P. (2009). Are firms that receive R&D subsidies more innovative? Canadian Journal of Economics, 42(1), 206–225. https://doi.org/10.1111/j.1540-5982.2008.01505.x
  • Boeing, P. (2016). The allocation and effectiveness of China’s R&D subsidies - Evidence from listed firms. Research Policy, 45(9), 1774–1789. https://doi.org/10.1016/j.respol.2016.05.007
  • Bronzini, R., & Piselli, P. (2016). The impact of R&D subsidies on firm innovation. Research Policy, 45(2), 442–457. https://doi.org/10.1016/j.respol.2015.10.008
  • Brown, J. R., & Petersen, B. C. (2011). Cash holdings and R&D smoothing. Journal of Corporate Finance, 17(3), 694–709. https://doi.org/10.1016/j.jcorpfin.2010.01.003
  • Carpenter, R. E., & Petersen, B. C. (2002). Capital market imperfections, high-tech investment, and new equity financing. The Economic Journal, 112(477), F54–F72. https://doi.org/10.1111/1468-0297.00683
  • Cathcart, L., Dufour, A., Rossi, L., & Varotto, S. (2020). The differential impact of leverage on the default risk of small and large firms. Journal of Corporate Finance, 60, 101541.
  • Cerulli, G., & Potì, B. (2012). Evaluating the robustness of the effect of public subsidies on firms’ R&D: An application to italy. Journal of Applied Economics, 15(2), 287–320. https://doi.org/10.1016/S1514-0326(12)60013-0
  • Chen, J., Heng, C. S., Tan, B. C. Y., & Lin, Z. (2018). The distinct signaling effects of R&D subsidy and non-R&D subsidy on IPO performance of IT entrepreneurial firms in China. Research Policy, 47(1), 108–120. https://doi.org/10.1016/j.respol.2017.10.004
  • Clausen, T. H. (2009). Do subsidies have positive impacts on R&D and innovation activities at the firm level? Structural Change and Economic Dynamics, 20(4), 239–253. https://doi.org/10.1016/j.strueco.2009.09.004
  • Colombo, M. G., Grilli, L., & Murtinu, S. (2011). R&D subsidies and the performance of high-tech start-ups. Economics Letters, 112(1), 97–99. https://doi.org/10.1016/j.econlet.2011.03.007
  • Correa, P., & Borja-vega, C. (2013). The Impact of Government Support on Firm R & D Investments. July.
  • Cucculelli, M., & Ermini, B. (2013). Risk attitude, product innovation, and firm growth. Evidence from Italian manufacturing firms. Economics Letters, 118, 275–279. https://doi.org/10.1016/j.econlet.2012.11.006
  • Czarnitzki, D., & Delanote, J. (2015). R&D policies for young SMEs: input and output effects. Small Business Economics, 45(3), 465–485. https://doi.org/10.1007/s11187-015-9661-1
  • Czarnitzki, D., Ebersberger, B., & Fier, A. (2007). The relationship between R&D collaboration, subsidies and R&D performance: Empirical evidence from Finland and Germany Dirk. Journal of Applied Econometrics, 21(August 2012), 1–21. https://doi.org/10.1002/jae
  • Czarnitzki, D., & Hottenrott, H. (2011). R&D investment and financing constraints of small and medium-sized firms. Small Business Economics, 36(1), 65–83. https://doi.org/10.1007/s11187-009-9189-3
  • Czarnitzki, D., & Lopes-Bento, C. (2013). Value for money? New microeconometric evidence on public R&D grants in Flanders. Research Policy, 42(1), 76–89. https://doi.org/10.1016/j.respol.2012.04.008
  • De Jong, J. P., & Marsili, O. (2006). The fruit flies of innovations: A taxonomy of innovative small firms. Research Policy, 35(2), 213–229.
  • Dimos, C., & Pugh, G. (2016). The effectiveness of R&D subsidies: A meta-regression analysis of the evaluation literature. Research Policy, 45(4), 797–815. https://doi.org/10.1016/j.respol.2016.01.002
  • Dooley, L., Kenny, B., & Cronin, M. (2016). Interorganizational innovation across geographic and cognitive boundaries: does firm size matter? R&D Management, 46(S1), 227–243. https://doi.org/10.1111/radm.12134
  • Fang, V. W., Tian, X., & Tice, S. (2014). Does stock liquidity enhance or impede firm innovation? The Journal of Finance, 69(5), 2085–2125. https://doi.org/10.1111/jofi.12187
  • Fox, J. (2015). Applied regression analysis and generalized linear models. Sage Publications.
  • Galasso, A., & Simcoe, T. S. (2011). CEO overconfidence and innovation. Management Science, 57(8), 1469–1484. https://doi.org/10.1287/mnsc.1110.1374
  • Gao, Y., Hu, Y., Liu, X., & Zhang, H. (2021). Can public R&D subsidy facilitate firms’ exploratory innovation? The heterogeneous effects between central and local subsidy programs. Research Policy, 50(4), https://doi.org/10.1016/j.respol.2021.104221
  • Gilding, M., Brennecke, J., Bunton, V., Lusher, D., Molloy, P. L., & Codoreanu, A. (2020). Network failure: Biotechnology firms, clusters and collaborations far from the world superclusters. Research Policy, 49(2), 103902.
  • Gimenez-Fernandez, E. M., Sandulli, F. D., & Bogers, M. (2020). Unpacking liabilities of newness and smallness in innovative start-ups: Investigating the differences in innovation performance between new and older small firms. Research Policy, 49(10), 104049. https://doi.org/10.1016/j.respol.2020.104049
  • González, X., & Pazó, C. (2008). Do public subsidies stimulate private R&D spending? Research Policy, 37(3), 371–389. https://doi.org/10.1016/j.respol.2007.10.009
  • González-Bravo, M. I., López-Navarro, I., & Rey-Rocha, J. (2021). Is corporate R&D simply a matter of money? The combined effect of a firm’s economic characteristics and its perception of science. Industry and Innovation, 28(8), 955–989. https://doi.org/10.1080/13662716.2020.1792273
  • Guo, D., Guo, Y., & Jiang, K. (2016). Government-subsidized R&D and firm innovation: Evidence from China. Research Policy, 45(6), 1129–1144. https://doi.org/10.1016/j.respol.2016.03.002
  • Hall, B. H. (2002). The financing of research and development. Oxford Review of Economic Policy, 18(1), 35–51.
  • Hall, B. H., & Lerner, J. (2010). The financing of RandD and innovation. In Handbook of the economics of innovation (Vol. 1, pp. 609–639). North-Holland.
  • Hall, B. H., Lotti, F., & Mairesse, J. (2009). Innovation and productivity in SMEs: Empirical evidence for Italy. Small Business Economics, 33(1), 13–33. https://doi.org/10.1007/s11187-009-9184-8
  • Hall, B. H., Moncada-Paternò-Castello, P., Montresor, S., & Vezzani, A. (2016). Financing constraints, R&D investments and innovative performances: New empirical evidence at the firm level for Europe. Economics of Innovation and New Technology, 25(3), 183–196. https://doi.org/10.1080/10438599.2015.1076194
  • Heijs, J., & Herrera, L. (2004). The distribution of R&D subsidies and its effect on the final outcome of innovation policy.
  • Hewitt-Dundas, N., & Roper, S. (2010). Output additionality of public support for innovation: Evidence for Irish manufacturing plants. European Planning Studies, 18(1), 107–122. https://doi.org/10.1080/09654310903343559
  • Hill, T. D., Davis, A. P., Roos, J. M., & French, M. T. (2020). Limitations of fixed-effects models for panel data. Sociological Perspectives, 63(3), 357–369. https://doi.org/10.1177/0731121419863785
  • Hirano, K., & Imbens, G. W. (2004). The propensity score with continuous treatments. Applied Bayesian Modeling and Causal Inference from Incomplete-Data Perspectives, 226164, 73–84. https://doi.org/10.1002/0470090456.ch7
  • Hirshleifer, D., Hsu, P. H., & Li, D. (2013). Innovative efficiency and stock returns. Journal of Financial Economics, 107(3), 632–654. https://doi.org/10.1016/j.jfineco.2012.09.011
  • Hirshleifer, D., Low, A., & Teoh, S. H. (2012). Are overconfident CEOs better innovators? The Journal of Finance, 67(4), 1457–1498. https://doi.org/10.1111/j.1540-6261.2012.01753.x
  • Holmström, B. (1989). A list of working papers on the last pages No. 214, 1988 agency costs and innovation.
  • Hottenrott, H., Lins, E., & Lutz, E. (2018). Public subsidies and new ventures’ use of bank loans. Economics of Innovation and New Technology, 27(8), 786–808. https://doi.org/10.1080/10438599.2017.1408200
  • Hottenrott, H., & Lopes-Bento, C. (2014). (International) R&D collaboration and SMEs: The effectiveness of targeted public R&D support schemes. Research Policy, 43(6), 1055–1066. https://doi.org/10.1016/j.respol.2014.01.004
  • Hsu, P. H., Tian, X., & Xu, Y. (2014). Financial development and innovation: Cross-country evidence. Journal of Financial Economics, 112(1), 116–135. https://doi.org/10.1016/j.jfineco.2013.12.002
  • Hussinger, K. (2008). R&D and subsidies at the firm level: An application of parametric and semiparametric two-step selection models. Journal of Applied Econometrics, 21(August 2012), 1–21. https://doi.org/10.1002/jae
  • Hyytinen, A., Pajarinen, M., & Rouvinen, P. (2015). Does innovativeness reduce startup survival rates? Journal of Business Venturing, 30(4), 564–581. https://doi.org/10.1016/j.jbusvent.2014.10.001
  • Jia, N., Tian, X., Zhang, W., Xuan, T., & Weining, Z. (2016). The holy grail of teamwork: Management team synergies and firm innovation. Working Paper, Tsinghua University, August. https://weibo.com/2003780975/FAd401OH5?sudaref=www.baidu.com&sudaref=passport.weibo.com&display=0&retcode=6102&type=comment#_rnd1521647452011.
  • Koga, T. (2003). Firm size and R&D tax incentives. Technovation, 23(7), 643–648. https://doi.org/10.1016/S0166-4972(02)00010-X
  • Koga, T. (2005). RandD subsidy and self-financed RandD: The case of Japanese high-technology start-ups. Small Business Economics, 24, 53–62.
  • Kou, M., Yang, Y., & Chen, K. (2020). The impact of external R&D financing on innovation process from a supply-demand perspective. Economic Modelling, 92(January), 375–387. https://doi.org/10.1016/j.econmod.2020.01.016
  • Lach, S. (2002). Do R&D subsidies stimulate or displace private R&D? Evidence from Israel. The Journal of Industrial Economics, 50(4), 369–390. https://doi.org/10.1111/1467-6451.00182
  • Lee, C. L., & Wu, H. C. (2016). How do slack resources affect the relationship between R&D expenditures and firm performance? R and D Management, 46, 958–978. https://doi.org/10.1111/radm.12141
  • Lee, C. Y., & Sung, T. (2005). Schumpeter's legacy: A new perspective on the relationship between firm size and RandD. Research Policy, 34(6), 914–931.
  • Lee, E. Y., & Cin, B. C. (2010). The effect of risk-sharing government subsidy on corporate RandD investment: Empirical evidence from Korea. Technological Forecasting and Social Change, 77(6), 881–890.
  • Li, M., Jin, M., & Kumbhakar, S. C. (2022). Do subsidies increase firm productivity? Evidence from Chinese manufacturing enterprises. European Journal of Operational Research, https://doi.org/10.1016/j.ejor.2022.02.029
  • Li, Q., Wang, J., Cao, G., & Zhang, J. (2021). Financial constraints, government subsidies, and corporate innovation. PLoS One, 16(11 November), 1–24. https://doi.org/10.1371/journal.pone.0259642
  • Manso, G. (2011). Motivating innovation. The Journal of Finance, 55, 66–69. https://doi.org/10.5437/08956308X5506005
  • Marino, M., Lhuillery, S., Parrotta, P., & Sala, D. (2016). Additionality or crowding-out? An overall evaluation of public R&D subsidy on private R&D expenditure. Research Policy, 45(9), 1715–1730. https://doi.org/10.1016/j.respol.2016.04.009
  • Meuleman, M., & De Maeseneire, W. (2012). Do R&D subsidies affect SMEs’ access to external financing? Research Policy, 41(3), 580–591. https://doi.org/10.1016/j.respol.2012.01.001
  • Özçelik, E., & Taymaz, E. (2008). R&D support programs in developing countries: The Turkish experience. Research Policy, 37(2), 258–275. https://doi.org/10.1016/j.respol.2007.11.001
  • Pertrin. (2018). A literature review on the impact and effectiveness of government support for R & D and innovation. 649186, 0–2.
  • Radicic, D., Pugh, G., Hollanders, H., Wintjes, R., & Fairburn, J. (2016). The impact of innovation support programs on small and medium enterprises innovation in traditional manufacturing industries: An evaluation for seven European Union regions. Environment and Planning C: Government and Policy, 34(8), 1425–1452. https://doi.org/10.1177/0263774X15621759
  • Robinson, W. T. (1990). Product innovation and start-up business market share performance. Management Science, 36(10), 1279–1289.
  • Schneider, C., & Veugelers, R. (2010). On young highly innovative companies: Why they matter and how (not) to policy support them. Industrial and Corporate Change, 19(4), 969–1007. https://doi.org/10.1093/icc/dtp052
  • Shi, C. (2003). On the trade-off between the future benefits and riskiness of R&D: A bondholders’ perspective. Journal of Accounting and Economics, 35(2), 227–254. https://doi.org/10.1016/S0165-4101(03)00020-X
  • Sunder, J., Sunder, S. V., & Zhang, J. (2017). Pilot CEOs and corporate innovation. Journal of Financial Economics, 123(1), 209–224. https://doi.org/10.1016/j.jfineco.2016.11.002
  • Szczygielski, K., Grabowski, W., Pamukcu, M. T., & Tandogan, V. S. (2017). Does government support for private innovation matter? Firm-level evidence from two catching-up countries. Research Policy, 46(1), 219–237. https://doi.org/10.1016/j.respol.2016.10.009
  • Tian, X., & Wang, T. Y. (2014). Tolerance for failure and corporate innovation. Review of Financial Studies, 27(1), 211–255. https://doi.org/10.1093/rfs/hhr130
  • Traczynski, J. (2017). Firm default prediction: A Bayesian model-averaging approach. Journal of Financial and Quantitative Analysis, 52(3), 1211–1245.
  • Treiman, D. J. (2014). Quantitative data analysis: Doing social research to test ideas. John Wiley & Sons.
  • Wallsten, S. J. (2000). The Effects of Government-Industry R & D Programs on Private R & D : The Case of the Small Business Innovation Research Program Author (s): Scott J . Wallsten Published by : Wiley on behalf of RAND Corporation Stable URL : https://www.jstor.org/stable/2. 31(1), 82–100.
  • Wang, C., Shen, D., & Li, Y. (2022). Aggregate investor attention and Bitcoin return: The long short-term memory networks perspective. Finance Research Letters, 49, 103143.
  • Wang, Y., Li, J., & Furman, J. L. (2017). Firm performance and state innovation funding: Evidence from China’s Innofund program. Research Policy, 46(6), 1142–1161.
  • Wooldridge, J. M. (2010). Econometric analysis of cross section and panel data. MIT press.
  • Wren, C. (1996). Reply to subsidies, additionality and financial constraints. Journal of Regional Science, 36, 501–508.
  • Wu, R., Liu, Z., Ma, C., & Chen, X. (2020). Effect of government R&D subsidies on firms’ innovation in China. Asian Journal of Technology Innovation, 28(1), 42–59. https://doi.org/10.1080/19761597.2019.1693901
  • Zemplinerová, A., & Hromádková, E. (2012). Determinants of firm’s innovation. Prague Economic Papers, 21(4), 487–503.
  • Zhang, W. (2015). R&D investment and distress risk. Journal of Empirical Finance, 32, 94–114. https://doi.org/10.1016/j.jempfin.2015.03.009
  • Zhang, X., Wang, L., & Chen, F. (2021). RandD subsidies, executive background and innovation of Chinese listed companies. Economic Research-Ekonomska istraživanja, 34(1), 484–497.
  • Zhao, S., Xu, B., & Zhang, W. (2018). Government RandD subsidy policy in China: An empirical examination of effect, priority, and specifics. Technological Forecasting and Social Change, 135, 75–82.
  • Zúñiga-Vicente, J. Á., Alonso-Borrego, C., Forcadell, F. J., & Galán, J. I. (2014). Assessing the effect of public subsidies on firm R&D investment: A survey. Journal of Economic Surveys, 28(1), 36–67. https://doi.org/10.1111/j.1467-6419.2012.00738.x

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