A stochastic frontier approach to modelling financial constraints in firms: An application to India
We propose the use of stochastic frontier approach to modelling financial constraints of firms. The main advantage of the stochastic frontier approach over the stylised approaches that use pooled OLS or fixed effects panel regression models is that we can not only decide whether or not the average firm is financially constrained, but also estimate a measure of the degree of the constraint for each firm and for each time period, and also the marginal impact of firm characteristics on this measure. We then apply the stochastic frontier approach to a panel of Indian manufacturing firms, for the 1997–2006 period. In our application, we highlight and discuss the aforementioned advantages, while also demonstrating that the stochastic frontier approach generates regression estimates that are consistent with the stylised intuition found in the literature on financial constraint and the wider literature on the Indian credit/capital market.
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- Shen, Chung-Hua & Wang, Chien-An, 2005. "Does bank relationship matter for a firm's investment and financial constraints? The case of Taiwan," Pacific-Basin Finance Journal, Elsevier, vol. 13(2), pages 163-184, March.
- Leahy, John V & Whited, Toni M, 1996.
"The Effect of Uncertainty on Investment: Some Stylized Facts,"
Journal of Money, Credit and Banking,
Blackwell Publishing, vol. 28(1), pages 64-83, February.
- John V. Leahy & Toni M. Whited, 1995. "The Effect of Uncertainty on Investment: Some Stylized Facts," NBER Working Papers 4986, National Bureau of Economic Research, Inc.
- Takeo Hoshi & Anil Kashyap & David Scharfstein, 1991.
"Corporate Structure, Liquidity, and Investment: Evidence from Japanese Industrial Groups,"
The Quarterly Journal of Economics,
Oxford University Press, vol. 106(1), pages 33-60.
- Takeo Hoshi & Anil K. Kashyap & David Scharfstein, 1989. "Corporate structure, liquidity, and investment: evidence from Japanese industrial groups," Finance and Economics Discussion Series 82, Board of Governors of the Federal Reserve System (U.S.).
- Steven M. Fazzari & R. Glenn Hubbard & BRUCE C. PETERSEN, 1988.
"Financing Constraints and Corporate Investment,"
Brookings Papers on Economic Activity,
Economic Studies Program, The Brookings Institution, vol. 19(1), pages 141-206.
- Jong-Wha Lee & Eduardo Borensztein, 2000.
"Financial Crisis and Credit Crunch in Korea; Evidence From Firm-Level Data,"
IMF Working Papers
- Borensztein, Eduardo & Lee, Jong-Wha, 2002. "Financial crisis and credit crunch in Korea: evidence from firm-level data," Journal of Monetary Economics, Elsevier, vol. 49(4), pages 853-875, May.
- Gelos, R. Gaston & Werner, Alejandro M., 2002.
"Financial liberalization, credit constraints, and collateral: investment in the Mexican manufacturing sector,"
Journal of Development Economics,
Elsevier, vol. 67(1), pages 1-27, February.
- R. G Gelos & Alejandro M. Werner, 1999. "Financial Liberalization, Credit Constraints, and Collateral; Investment in the Mexican Manufacturing Sector," IMF Working Papers 99/25, .
- Aivazian, Varouj A. & Ge, Ying & Qiu, Jiaping, 2005. "The impact of leverage on firm investment: Canadian evidence," Journal of Corporate Finance, Elsevier, vol. 11(1-2), pages 277-291, March.
- Andrew B. Abel & Olivier H. Summers, 1986.
"Investment and Sales; Some Empirical Evidence,"
428, Massachusetts Institute of Technology (MIT), Department of Economics.
- Kadapakkam, Palani-Rajan & Kumar, P. C. & Riddick, Leigh A., 1998. "The impact of cash flows and firm size on investment: The international evidence," Journal of Banking & Finance, Elsevier, vol. 22(3), pages 293-320, March.
- R. Glenn Hubbard, 1998.
"Capital-Market Imperfections and Investment,"
Journal of Economic Literature,
American Economic Association, vol. 36(1), pages 193-225, March.
- Lang, Larry & Ofek, Eli & Stulz, Rene M., 1996.
"Leverage, investment, and firm growth,"
Journal of Financial Economics,
Elsevier, vol. 40(1), pages 3-29, January.
- Bhaumik, Sumon Kumar & Piesse, Jenifer, 2008.
"Does lending behaviour of banks in emerging economies vary by ownership? Evidence from the Indian banking sector,"
Elsevier, vol. 32(2), pages 177-196, June.
- Sumon Kumar Bhaumik & Jenifer Piesse, 2006. "Does lending behaviour of banks in emerging economies vary by ownership? Evidence from the Indian banking sector," CEDI Discussion Paper Series 06-01, Centre for Economic Development and Institutions(CEDI), Brunel University.
- Gryglewicz, Sebastian, 2011. "A theory of corporate financial decisions with liquidity and solvency concerns," Journal of Financial Economics, Elsevier, vol. 99(2), pages 365-384, February.
- Shin, Hyun-Han & Park, Young S., 1999. "Financing constraints and internal capital markets: Evidence from Korean 'chaebols'," Journal of Corporate Finance, Elsevier, vol. 5(2), pages 169-191, June.
- Stephen Bond & Costas Meghir, 1994. "Dynamic Investment Models and the Firm's Financial Policy," Review of Economic Studies, Oxford University Press, vol. 61(2), pages 197-222.
- Fumio Hayashi, 1981.
"Tobin's Marginal q and Average a : A Neoclassical Interpretation,"
457, Northwestern University, Center for Mathematical Studies in Economics and Management Science.
- Hayashi, Fumio, 1982. "Tobin's Marginal q and Average q: A Neoclassical Interpretation," Econometrica, Econometric Society, vol. 50(1), pages 213-224, January.
- Steven M. Fazzari & Bruce C. Petersen, 1993. "Working Capital and Fixed Investment: New Evidence on Financing Constraints," RAND Journal of Economics, The RAND Corporation, vol. 24(3), pages 328-342, Autumn.
- Stiglitz, Joseph E & Weiss, Andrew, 1981. "Credit Rationing in Markets with Imperfect Information," American Economic Review, American Economic Association, vol. 71(3), pages 393-410, June.
- Beck, Thorsten & Demirguc-Kunt, Asli, 2006. "Small and medium-size enterprises: Access to finance as a growth constraint," Journal of Banking & Finance, Elsevier, vol. 30(11), pages 2931-2943, November.
- Yoshikawa, Hiroshi, 1980. "On the "q" Theory of Investment," American Economic Review, American Economic Association, vol. 70(4), pages 739-743, September.
- Guncavdi, Oner & Bleaney, Michael & McKay, Andrew, 1998. "Financial liberalisation and private investment: evidence from Turkey," Journal of Development Economics, Elsevier, vol. 57(2), pages 443-455.
- Audretsch, David B. & Elston, Julie Ann, 2002.
"Does firm size matter? Evidence on the impact of liquidity constraints on firm investment behavior in Germany,"
International Journal of Industrial Organization,
Elsevier, vol. 20(1), pages 1-17, January.
- Audretsch, David B. & Elston, Julie Ann, 2000. "Does firm size matter? Evidence on the impact of liquidity constraint on firm investment behavior in Germany," HWWA Discussion Papers 113, Hamburg Institute of International Economics (HWWA).
- Audretsch, David B & Elston, Julie Ann, 1994. "Does Firm Size Matter? Evidence on the Impacts of Liquidity Constraints on Firm Investment Behaviour in Germany," CEPR Discussion Papers 1072, C.E.P.R. Discussion Papers.
- Wang, Hung-Jen, 2003. "A Stochastic Frontier Analysis of Financing Constraints on Investment: The Case of Financial Liberalization in Taiwan," Journal of Business & Economic Statistics, American Statistical Association, vol. 21(3), pages 406-419, July.
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