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Banks, related variety and firms’ investments

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Abstract

In this paper, we study whether related variety affects firms’ fixed investment behaviour, and whether this relationship is linked also to the operational and organizational proximity between banks and local economies. By estimating different specifications of a dynamic investment equation on an unbalanced panel of Italian manufacturing firms for the period 2000–2007, we find that related variety boosts fixed investments by lowering their sensitivity to cash flow. This occurs because in technologically related areas banks benefit from lower screening and monitoring costs, easier re-allocation of property rights, and higher likelihood of establishing extended credit relationships with firms. However, we find also that the positive effect of related variety on investments disappears as the functional distance between local branches and their headquarters increases: more hierarchical and less embedded banks find it more difficult to collect tacit information on inter-firm production and financial linkages at the local level and therefore reduce credit provision.

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Notes

  1. Following Alessandrini et al. (2009), we would expect a financially constrained firm to exhibit a positive correlation between cash flow and investment. For a critique of the use of investment-cash flow sensitivity as a measure of credit rationing see Kaplan and Zingales (1997).

  2. Since the book values of fixed capital for the first year of observation (1998) are expressed in historical prices, we multiplied the values by a factor of 1.251 to account for inflation. This provides estimates of corresponding replacement values.

  3. Prometeia is a private knowledge company located in Bologna (Italy) specialized in macroeconomic analyses and financial consultancy: www.prometeia.it.

  4. See Bond and Reenen (2007) for a review of the microeconometric models used to estimate dynamic investment equations.

  5. As is known, this is a solution to the standard firm’s profit maximization problem.

  6. Firm sales are deflated using 2-digit production prices drawn from ISTAT.

  7. The real user cost of capital is defined as follows:

    $$\begin{aligned} r_{st}=\frac{p_{kt} }{p_{yst} }\frac{(i_{t} -\dot{p}_{t} +\delta )(1-{A}\cdot {tax}_{t} )}{(1-tax_{t} )} \end{aligned}$$

    where \(p_{k}\) and \(p_{y}\) are investment and output prices, \(i\) is the nominal interest rate, \(p\) is the inflation rate, \(\delta \) is the physical depreciation rate, \(A\) is the present value of investment allowances per unit of investment, and tax is the statutory corporate tax rate (which includes the fiscal incentives for investment). User costs are calculated for each industry, using the Italian ATECO2007 classification (based on NACE rev. 2).

  8. Alessandrini et al. (2009) find that a higher number of banks for population increases the sensitivity of investments to cash flow, whereas a higher number of banks per square kilometer works in the opposite direction. Other studies provide additional evidence of an ambiguous effect of operational proximity on credit rationing (Petersen and Rajan 2002; Giroud 2013).

References

  • Alessandrini, P., Presbitero, A.F., Zazzaro, A.: Banche e imprese nei distretti industriali. In: Zazzaro, A. (ed.) I vincoli finanziari alla crescita delle imprese. Carocci, Rome (2008)

    Google Scholar 

  • Alessandrini, P., Presbitero, A.F., Zazzaro, A.: Banks, distances and firms’ financing constraints”. Rev. Financ. 13, 261–307 (2009)

    Article  Google Scholar 

  • Alessandrini, P., Presbitero, A.F., Zazzaro, A.: Bank size or distance: what hampers innovation adoption by SMEs. J. Econ. Geogr. 10(6), 845–881 (2010)

    Article  Google Scholar 

  • Arellano, M., Bond, S.R.: Some tests of specification for panel data: Monte Carlo evidence and an application to employment equations. Rev. Econ. Stud. 58, 277–297 (1991)

    Article  Google Scholar 

  • Baffigi, A., Pagnini, M., Quintiliani, F.: Localismo bancario e distretti industriali: assetto dei mercati del credito e finanziamento degli investimenti. In: Signorini, L.F. (ed.) Lo sviluppo locale, pp. 237–256. Donzelli, Rome (2001)

    Google Scholar 

  • Barboni, G., Rossi, C.: Does your neighbour know you better? Local banks and credit tightening in the financial crisis. Paper presented at the 53rd 2013, Mimeo (2012)

  • Bean, C.R.: An econometric model of manufacturing investment in the UK. Econ. J. 91, 106–121 (1981)

    Article  Google Scholar 

  • Berger, A.N., Udell, G.F.: Small business credit availability and relationship lending: the importance of bank organizational structure. Econ. J. 112, F32–F53 (2002)

    Article  Google Scholar 

  • Blundell, R.W., Bond, S.: Initial conditions and moment restrictions in dynamic panel data models. J. Econom. 87, 115–143 (1998)

    Article  Google Scholar 

  • Bond, S., Van Reenen, J.: Microeconometrics models of investment and employment. In: Heckman, J.J., Leamer, E.E. (eds.) Handbook of Econometrics, vol. 6A, pp. 4418–4498. North Holland, Amsterdam (2007)

  • Cainelli, G.: Industrial districts. Theoretical and empirical insights. In: Karlsson, B. (ed.) Handbook of research on cluster theory, pp. 189–202. Edward Elgar, Cheltenham (2008)

    Google Scholar 

  • Cainelli, G., Montresor, S.: Production and financial linkages in inter-firm networks: structural variety, risk-sharing and resilience. J. Evol. Econ. 22, 711–734 (2012)

    Article  Google Scholar 

  • Dei Ottai, G.: Trust interlinking transactions and credit in industrial districts. Camb. J. Econ. 18(6), 529–546 (1994)

    Google Scholar 

  • Fazzari, S., Hubbard, R.G., Petersen, B.: Financial constraints and corporate investment. Brook. Pap. Econ. Act. 1, 141–195 (1988)

    Article  Google Scholar 

  • Ferri, G., Rotondi, Z.: Does finance matter in the re-specialization of Italy’s industrial districts? In: Bracchi, G., Masciandaro, D. (eds.) XI Report of the Italian financial system, pp. 397–433. Rosselli Foundation, Bancaria Editrice, Milan (2006)

  • Frenken, K., Van Oort, F., Verburg, T.: Related variety, unrelated variety and regional economic growth. Reg. Stud. 41(5), 685–697 (2007)

  • Giroud, X.: Proximity and investment: evidence from plant-level data. Q. J. Econ. 128(2), 861–915 (2013)

    Article  Google Scholar 

  • Hart, O.: Firms, Contracts and Financial Structure. Oxford University Press, New York (1995)

    Book  Google Scholar 

  • Hernando, I., Martinez-Carrascal, C.: The impact of financial variables on firms’ real decisions: evidence from Spanish firm-level data. J. Macroecon. 30(1), 543–561 (2003)

    Article  Google Scholar 

  • ISTAT: I sistemi locali del lavoro. Argomenti n. 10, Istituto Poligrafico della Zecca e dello Stato, Rome (1997)

  • Kaplan, S.N., Zingales, L.: Do investment-cash flow sensitivities provide useful measures of financing constraints? Q. J. Econ. 115(2), 169–215 (1997)

    Article  Google Scholar 

  • Pagnini, M.: I vincoli finanziari per le imprese distrettuali: un’analisi su dati bancari. In: Signorini, L.F. (ed.) Lo sviluppo locale, pp. 257–269. Donzelli, Rome (2001)

    Google Scholar 

  • Petersen, M.A., Rajan, R.G.: Does distance still matter? The information revolution in small business lending. J. Financ. 57, 2533–2570 (2002)

    Article  Google Scholar 

  • Signorini, L.F. (ed.): Lo sviluppo locale. Donzelli, Rome (2001)

  • Ughetto, E.: Industrial districts and financial constraints to innovation. Int. Rev. Appl. Econ. 23(5), 597–624 (2009)

    Article  Google Scholar 

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Correspondence to Roberto Antonietti.

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Antonietti, R., Cainelli, G., Ferrari, M. et al. Banks, related variety and firms’ investments. Lett Spat Resour Sci 8, 89–99 (2015). https://doi.org/10.1007/s12076-014-0130-2

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