IDEAS home Printed from https://ideas.repec.org/p/wdi/papers/2011-1010.html
   My bibliography  Save this paper

Firm Investment & Credit Constraints in India, 1997 ??? 2006: A stochastic frontier approach

Author

Listed:
  • Sumon Bhaumik
  • Pranab Kumar Das
  • Subal C. Kumbhakar

Abstract

We use the stochastic frontier approach to estimate the impact of firm characteristics on investment decisions of Indian firms during the 1997-2006 period. The use of the stochastic frontier approach allows us to define the (unobserved) optimum investment that is consistent with a firm's characteristics such as the Tobin???s q during each firm-year, and then estimate the deviation from this unobserved optimum in the form of an (investment) efficiency score that varies between zero and one. This deviation is interpreted as the degree of credit constraint, and we are also able to estimate the impact of firm characteristics such as leverage and business group affiliation on the degree of credit constraint via their marginal effects. Our results suggest that the degree of credit constraint of an average firm increased over time during the sample period, despite significant reforms of the Indian banking sector by the turn of the century. We also find that the degree of credit constraint decreases with cash flow and assets, which is consistent with the available literature. Further, there is a threshold effect of leverage, and the degree of credit constraint is greater for highly leveraged firms. Finally, we find that the beneficial impact of business group affiliation on the degree of credit constraint decreases over time, and is eliminated by the end of the sample period.

Suggested Citation

  • Sumon Bhaumik & Pranab Kumar Das & Subal C. Kumbhakar, 2011. "Firm Investment & Credit Constraints in India, 1997 ??? 2006: A stochastic frontier approach," William Davidson Institute Working Papers Series wp1010, William Davidson Institute at the University of Michigan.
    • Handle: RePEc:wdi:papers:2011-1010
    as

    Download full text from publisher

    File URL: http://deepblue.lib.umich.edu/bitstream/2027.42/133025/1/wp1010.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. 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.
    2. Timothy Erickson & Toni M. Whited, 2000. "Measurement Error and the Relationship between Investment and q," Journal of Political Economy, University of Chicago Press, vol. 108(5), pages 1027-1057, October.
    3. Tarun Khanna & Krishna Palepu, 1999. "Policy Shocks, Market Intermediaries, and Corporate Strategy: The Evolution of Business Groups in Chile and India," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 8(2), pages 271-310, June.
    4. 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.
    5. Bekaert, Geert & Harvey, Campbell R. & Lundblad, Christian, 2005. "Does financial liberalization spur growth?," Journal of Financial Economics, Elsevier, vol. 77(1), pages 3-55, July.
    6. Bo Becker & Todd Milbourn, 2008. "Reputation and competition: evidence from the credit rating industry," Harvard Business School Working Papers 09-051, Harvard Business School, revised Sep 2010.
    7. Takeo Hoshi & Anil Kashyap & David Scharfstein, 1991. "Corporate Structure, Liquidity, and Investment: Evidence from Japanese Industrial Groups," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(1), pages 33-60.
    8. Brown, James R. & Petersen, Bruce C., 2009. "Why has the investment-cash flow sensitivity declined so sharply? Rising R&D and equity market developments," Journal of Banking & Finance, Elsevier, vol. 33(5), pages 971-984, May.
    9. 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.
    10. 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.
    11. Maurice Peat, 2007. "Factors Affecting the Probability of Bankruptcy: A Managerial Decision Based Approach," Abacus, Accounting Foundation, University of Sydney, vol. 43(3), pages 303-324, September.
    12. 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.
    13. Besanko, David & Thakor, Anjan V, 1987. "Collateral and Rationing: Sorting Equilibria in Monopolistic and Competitive Credit Markets," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 28(3), pages 671-689, October.
    14. David J. Denis & Valeriy Sibilkov, 2010. "Financial Constraints, Investment, and the Value of Cash Holdings," The Review of Financial Studies, Society for Financial Studies, vol. 23(1), pages 247-269, January.
    15. 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.
    16. Steven N. Kaplan & Luigi Zingales, 2000. "Investment-Cash Flow Sensitivities Are Not Valid Measures of Financing Constraints," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(2), pages 707-712.
    17. R. Glenn Hubbard, 1998. "Capital-Market Imperfections and Investment," Journal of Economic Literature, American Economic Association, vol. 36(1), pages 193-225, March.
    18. Pindyck, Robert S, 1991. "Irreversibility, Uncertainty, and Investment," Journal of Economic Literature, American Economic Association, vol. 29(3), pages 1110-1148, September.
    19. 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.
    20. 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.
    21. 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.
    22. Sumit K. Majumdar, 2009. "Crowding out: The role of state companies and the dynamics of industrial competitiveness in India," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 18(1), pages 165-207, February.
    23. A. Ganesh-Kumar & K. Sen & R. Vaidya, 2001. "Outward Orientation, Investment and Finance Constraints: A Study of Indian Firms," Journal of Development Studies, Taylor & Francis Journals, vol. 37(4), pages 133-149.
    24. R. Glenn Hubbard & Anil K. Kashyap & Toni M. Whited, 1993. "Internal Finance and Firm Investment," NBER Working Papers 4392, National Bureau of Economic Research, Inc.
    25. Bhaumik, Sumon Kumar & Piesse, Jenifer, 2008. "Does lending behaviour of banks in emerging economies vary by ownership? Evidence from the Indian banking sector," Economic Systems, Elsevier, vol. 32(2), pages 177-196, June.
    26. Guariglia, Alessandra, 2008. "Internal financial constraints, external financial constraints, and investment choice: Evidence from a panel of UK firms," Journal of Banking & Finance, Elsevier, vol. 32(9), pages 1795-1809, September.
    27. Dasgupta, Sudipto & Sengupta, Kunal, 2007. "Corporate liquidity, investment and financial constraints: Implications from a multi-period model," Journal of Financial Intermediation, Elsevier, vol. 16(2), pages 151-174, April.
    28. Lyandres, Evgeny, 2007. "Costly external financing, investment timing, and investment-cash flow sensitivity," Journal of Corporate Finance, Elsevier, vol. 13(5), pages 959-980, December.
    29. 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.
    30. Majumdar, Sumit K., 1998. "Slack in the state-owned enterprise: An evaluation of the impact of soft-budget constraints," International Journal of Industrial Organization, Elsevier, vol. 16(3), pages 377-394, May.
    31. Whited, Toni M, 1992. "Debt, Liquidity Constraints, and Corporate Investment: Evidence from Panel Data," Journal of Finance, American Finance Association, vol. 47(4), pages 1425-1460, September.
    32. 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.
    33. Bhagat, Sanjai & Moyen, Nathalie & Suh, Inchul, 2005. "Investment and internal funds of distressed firms," Journal of Corporate Finance, Elsevier, vol. 11(3), pages 449-472, June.
    34. Eisfeldt, Andrea L. & Rampini, Adriano A., 2007. "New or used? Investment with credit constraints," Journal of Monetary Economics, Elsevier, vol. 54(8), pages 2656-2681, November.
    35. 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.
    36. Bulan, Laarni T., 2005. "Real options, irreversible investment and firm uncertainty: New evidence from U.S. firms," Review of Financial Economics, Elsevier, vol. 14(3-4), pages 255-279.
    37. Cuthbertson, K. & Gasparro, D., 1995. "Fixed investment decisions in UK manufacturing: The importance of Tobin's Q, output and debt," European Economic Review, Elsevier, vol. 39(5), pages 919-941, May.
    38. Michael Devereux & Fabio Schiantarelli, 1990. "Investment, Financial Factors, and Cash Flow: Evidence from U.K. Panel Data," NBER Chapters, in: Asymmetric Information, Corporate Finance, and Investment, pages 279-306, National Bureau of Economic Research, Inc.
    39. Bester, Helmut, 1985. "Screening vs. Rationing in Credit Markets with Imperfect Information," American Economic Review, American Economic Association, vol. 75(4), pages 850-855, September.
    40. 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.
    41. Sumon Kumar Bhaumik & Nigel Driffield & Sarmistha Pal, 2010. "Does ownership structure of emerging-market firms affect their outward FDI? The case of the Indian automotive and pharmaceutical sectors," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 41(3), pages 437-450, April.
    42. 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.
    43. Aydoḡan Alti, 2003. "How Sensitive Is Investment to Cash Flow When Financing Is Frictionless?," Journal of Finance, American Finance Association, vol. 58(2), pages 707-722, April.
    44. Blundell, Richard & Bond, Stephen & Devereux, Michael & Schiantarelli, Fabio, 1992. "Investment and Tobin's Q: Evidence from company panel data," Journal of Econometrics, Elsevier, vol. 51(1-2), pages 233-257.
    45. Janice C. Eberly & Andrew B. Abel, 2004. "Q Theory Without Adjustment Costs & Cash Flow Effects Without Financing Constraints," 2004 Meeting Papers 205, Society for Economic Dynamics.
    46. Sumon Kumar Bhaumik & Andros Gregoriou, 2010. "‘Family’ Ownership, Tunnelling And Earnings Management: A Review Of The Literature," Journal of Economic Surveys, Wiley Blackwell, vol. 24(4), pages 705-730, September.
    47. S. Narayan, 2009. "India," Chapters, in: Peter Draper & Philip Alves & Razeen Sally (ed.), The Political Economy of Trade Reform in Emerging Markets, chapter 7, Edward Elgar Publishing.
    48. Joao F. Gomes, 2001. "Financing Investment," American Economic Review, American Economic Association, vol. 91(5), pages 1263-1285, December.
    49. 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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Mughees Tahir Bhalli & Shahid Mansoor Hashmi & Arslan Majeed, 2017. "Sensitivity of Firms’ Investment and Cash Flow: A Case Study of Manufacturing Sector of Pakistan," Romanian Economic Journal, Department of International Business and Economics from the Academy of Economic Studies Bucharest, vol. 20(64), pages 28-47, June.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Bhaumik, Sumon Kumar & Das, Pranab Kumar & Kumbhakar, Subal C., 2012. "A stochastic frontier approach to modelling financial constraints in firms: An application to India," Journal of Banking & Finance, Elsevier, vol. 36(5), pages 1311-1319.
    2. Carlos Carreira & Filipe Silva, 2010. "No Deep Pockets: Some Stylized Empirical Results On Firms’ Financial Constraints," Journal of Economic Surveys, Wiley Blackwell, vol. 24(4), pages 731-753, September.
    3. Gaurav Gupta & Jitendra Mahakud, 2019. "Alternative measure of financial development and investment-cash flow sensitivity: evidence from an emerging economy," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 5(1), pages 1-28, December.
    4. Coad, Alex, 2010. "Neoclassical vs evolutionary theories of financial constraints: Critique and prospectus," Structural Change and Economic Dynamics, Elsevier, vol. 21(3), pages 206-218, August.
    5. Manzur Quader & Karl Taylor, 2018. "Corporate efficiency, credit status and investment," The European Journal of Finance, Taylor & Francis Journals, vol. 24(6), pages 439-457, April.
    6. Hang (Robin) Luo & Abu Reza Mohammad Islam & Rui Wang, 2021. "Financing Constraints and Investment Efficiency in Canadian Real Estate and Construction Firms: A Stochastic Frontier Analysis," SAGE Open, , vol. 11(3), pages 21582440211, July.
    7. Degryse, Hans & de Jong, Abe, 2006. "Investment and internal finance: Asymmetric information or managerial discretion?," International Journal of Industrial Organization, Elsevier, vol. 24(1), pages 125-147, January.
    8. Filipe Silva & Carlos Carreira, 2012. "Measuring Firms’ Financial Constraints: A Rough Guide," Notas Económicas, Faculty of Economics, University of Coimbra, issue 36, pages 23-46, December.
    9. Pranab Kumar Das, 2014. "Finance Constraint and Firm Investment: A Survey of Econometric Methodology," Accounting and Finance Research, Sciedu Press, vol. 3(2), pages 138-138, May.
    10. Carpenter, Robert E. & Guariglia, Alessandra, 2008. "Cash flow, investment, and investment opportunities: New tests using UK panel data," Journal of Banking & Finance, Elsevier, vol. 32(9), pages 1894-1906, September.
    11. Wang, Xun, 2022. "Financial liberalization and the investment-cash flow sensitivity," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 77(C).
    12. Jason G. Cummins & Kevin A. Hassett & Stephen D. Oliner, 2006. "Investment Behavior, Observable Expectations, and Internal Funds," American Economic Review, American Economic Association, vol. 96(3), pages 796-810, June.
    13. Ann E. Harrison & Inessa Love & Margaret S. McMillan, 2022. "Global capital flows and financing constraints," World Scientific Book Chapters, in: Globalization, Firms, and Workers, chapter 8, pages 181-213, World Scientific Publishing Co. Pte. Ltd..
    14. Firth, Michael & Malatesta, Paul H. & Xin, Qingquan & Xu, Liping, 2012. "Corporate investment, government control, and financing channels: Evidence from China's Listed Companies," Journal of Corporate Finance, Elsevier, vol. 18(3), pages 433-450.
    15. Lyandres, Evgeny, 2007. "Costly external financing, investment timing, and investment-cash flow sensitivity," Journal of Corporate Finance, Elsevier, vol. 13(5), pages 959-980, December.
    16. Jaewoon Koo & Sunwoo Shin, 2004. "Financial Liberalization and Corporate Investments: Evidence from Korean Firm Data," Asian Economic Journal, East Asian Economic Association, vol. 18(3), pages 277-292, September.
    17. Sanjeev Kumar & K. S. Ranjani, 2018. "Financial constraints and investment decisions of listed Indian manufacturing firms," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 4(1), pages 1-17, December.
    18. Caggese, Andrea, 2007. "Testing financing constraints on firm investment using variable capital," Journal of Financial Economics, Elsevier, vol. 86(3), pages 683-723, December.
    19. Lou, Zhaohui & Xie, Qizhuo & Shen, Jim Huangnan & Lee, Chien-Chiang, 2024. "Does Supply Chain Finance (SCF) alleviate funding constraints of SMEs? Evidence from China," Research in International Business and Finance, Elsevier, vol. 67(PA).
    20. Jean-Bernard Chatelain, 2003. "Structural modelling of financial constraints on investment: where do we stand?," Chapters, in: Paul Butzen & Catherine Fuss (ed.), Firms’ Investment and Finance Decisions, chapter 2, pages 40-58, Edward Elgar Publishing.

    More about this item

    Keywords

    Investment; Credit rationing; Imperfect information; Stochastic frontier analysis;
    All these keywords.

    JEL classification:

    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • C24 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Truncated and Censored Models; Switching Regression Models; Threshold Regression Models
    • D82 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Asymmetric and Private Information; Mechanism Design
    • D92 - Microeconomics - - Micro-Based Behavioral Economics - - - Intertemporal Firm Choice, Investment, Capacity, and Financing
    • G31 - Financial Economics - - Corporate Finance and Governance - - - Capital Budgeting; Fixed Investment and Inventory Studies
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:wdi:papers:2011-1010. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: WDI (email available below). General contact details of provider: https://edirc.repec.org/data/wdumius.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.