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Erschienen in: Journal of Quantitative Economics 2/2017

08.09.2016 | Original Article

Sunk Costs, Firm Heterogeneity, Export Market Entry and Exit: Evidence from India

verfasst von: M. Padmaja, Subash Sasidharan

Erschienen in: Journal of Quantitative Economics | Ausgabe 2/2017

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Abstract

This paper analyses the role of sunk costs and firm heterogeneity in firm decision to enter and exit export markets. Employing rich firm-level data on Indian manufacturing firms, the study points out that sunk costs in terms of previous export experience significantly explain entry and exit decisions of firms in the export market. The first set of analysis involves estimation of dynamic discrete choice model using random effects probit correcting for initial conditions problem. We find evidence that previous export experience (sunk costs) matters for export decision. However, importance of sunk costs is found to depreciate rapidly. Further, analysis across sub-sample of firms accounting for firm heterogeneity factors like size and product level information supports the hypothesis of sunk costs. Second set of analysis involving firm survival in export markets using discrete-time hazard models shows evidence of negative duration dependence. We observe that those firms which continue to export for few years are less likely to exit from export markets.

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Fußnoten
1
Hysteresis or state dependency refers to failure of an effect to reverse itself when its underlying cause is reversed (Dixit 1989a, b).
 
2
We divide the firms into multiproduct and single product firms based on the information available on number of products. Those firms producing more than one product are categorized as multiproduct and rest as single product firms.
 
3
Most of the studies are concentrated on the experience of developed countries. An exception is by Alvarez et al. (2013) for the Chilean firms.
 
4
We could identify only one previous study (Gullstrand and Persson 2014) which examined the role of sunk costs in export entry and exit behaviour based on the experience of Swedish firms.
 
5
Exit costs includes costs related to contractual obligations on buyers and retailers and costs due to fall in sales and resulting over capacity (Gullstrand and Persson 2014).
 
6
The database does not provide export information at the destination level. This prevented us from undertaking analysis in terms of destination specific role of sunk costs in determining firm export dynamics.
 
7
Sample firms included in the study belong to the following two digit industries (1) food products, (2) beverage and tobacco products, (3) textiles, (4) wood and wood products, (5) paper and paper products, (6) leather and leather products, (7) rubber and plastic products, (8) pharmaceuticals and related products, (9) non-metallic mineral products, (10) basic metals, alloys and metal products, (11) machinery and machine tools, (12) transport equipment and parts and (13) miscellaneous manufacturing including gems and jewellery.
 
8
TFP is estimated using Levinsohn and Petrin (2003) method. It involves estimating TFP using Cobb Douglas form of production function including capital stock, labour and energy as inputs. Labour is calculated as; salaries and wages/average wage rate (average wage rate \(=\) total emoluments/total persons engaged). The data for calculating average wage rate is obtained from Annual Survey of Industries (ASI) provided by Central Statistical Organization (CSO). We measure capital stock using widely used Perpetual Inventory method. Power and fuel expenses is used as a proxy for energy expenses. Output is measured by deflated values of sales.
 
9
Is measured as real output divided by total employment. Similar measure was employed previous studies (Sinani and Hobdari 2010; Yi 2014).
 
10
Campa (2004) calculate the industry specific exchange rate and measured exchange rate volatility using GARCH (1, 1).
 
11
Sinani and Hobdari (2010) found more than 90 % of firms show high persistence of exports in the context of Estonian firms.
 
12
This is in consistent with the findings of existing studies such as Gullstrand and Persson (2014) where they also find the median duration of exports is around one to five years.
 
13
Only study which quantified sunk costs is the work by Das et al. (2007). Data limitation prevented us from undertaking a similar exercise.
 
14
An alternative approach is using (Heckman 1981a) procedure which involves the specification of an approximation to the reduced form equation for the initial observation and maximum likelihood estimation using the full set of sample observations allowing cross-correlation between the main and initial period equations. However the use of this method is cumbersome due to requirement of complexity involved in computational issues. Another alternative suggested by (Orme 1997, 2001) uses an approximation to substitute unobserved heterogeneity with another unobservable component that is uncorrelated with the initial observation (Arulampalam and Stewart 2009).
 
15
Due to the lagged explanatory variables, number of observations in Tables  3, 4, 5, 6, 7, 8 and 9 is different from Table  1.
 
16
Hess and Persson (2012) outline three major issues while using Cox proportional model in trade duration data; (i) Cox-proportional model can result in biased estimates when there are number of observations with same number of spells called ties; (ii) it is not possible to control for unobserved heterogeneity; (iii) assumption of proportional hazard is unlikely to hold in censored data.
 
17
In survival data analysis, the major problem is the censored nature of data. In the present context, right censoring refers to those firms which continue to export even at the end of sample period, so that we don’t know whether those firms will continue to export or will exit later. Left-censored observations include firms which are already exporters at the beginning of sample period. Survival analysis fails to account for left censored observations and thus we excluded all left censored spells.
 
18
Spells are the number of times of entry and exit of firms from the export markets. Spells are mainly divided into two; single spells and multiple spells. Single spells are the case where there is only one time exit and those firms do not re-enter. Whereas, in case of multiple spells firms who enter, exit and re-enter later.
 
19
known as the conditional failure rate refers to the instantaneous potential for firm exit at time t, given the survival up to time t (Kleinbaum and Klein 2008).
 
20
Here the time refers to analysis time and not the calendar time (Illmakunnas and Nurmi 2010).
 
21
In continuous time duration models, heterogeneity factor is assumed to follow Gamma distribution for analytical convenience and theoretical reasons. In discrete-time duration models, use of Gaussian distribution is more convenient for computational purpose (Hess and Persson 2012).
 
22
Export intensity is measured as the share of exports to total sales.
 
23
Existing studies provide evidence of diminishing role of sunk costs over higher lags (eg., Ozler et al. 2009). Immediate past is found to have significant impact. Most of the studies have found significant role of sunk costs up to two years of previous export experience (Máñez et al. 2008; Sinani and Hobdari 2010).
 
24
We have estimated sub-sample models using labour productivity as an alternative measure of productivity. Results are found to be consistent like those obtained with TFP measure. For brevity, we have not reported the results and is available on request from authors.
 
25
Log rank test: Is a large sample Chi-square test which compares the equality of survivor functions based on Kaplan–Meier survival estimates across various categories.
 
26
Results are not surprising since in our data set, average duration of exports is found to be around ten years for foreign owned firms while it is around eight years for domestic firms.
 
27
Logit and probit model do not impose the proportionality assumption. The logit model is similar to clog log model and departs only slightly from proportionality, whereas probit specification is decidedly non-proportional (Hess and Persson 2012).
 
Literatur
Zurück zum Zitat Alvarez, R., H. Faruq, and R.A. Lopez. 2013. Is previous export experience important for new exports. Journal of Development Studies 49: 426–441.CrossRef Alvarez, R., H. Faruq, and R.A. Lopez. 2013. Is previous export experience important for new exports. Journal of Development Studies 49: 426–441.CrossRef
Zurück zum Zitat Arulampalam, W., and M.B. Stewart. 2009. Simplified implementation of the Heckman estimator of the dynamic probit model and a comparison with alternative estimators. Oxford Bulletin of Economics and Statistics 71: 659–681.CrossRef Arulampalam, W., and M.B. Stewart. 2009. Simplified implementation of the Heckman estimator of the dynamic probit model and a comparison with alternative estimators. Oxford Bulletin of Economics and Statistics 71: 659–681.CrossRef
Zurück zum Zitat Baldwin, R.E., and P.R. Krugman. 1989. Persistent trade effects of large exchange rate shocks. Quarterly Journal of Economics 104: 635–654.CrossRef Baldwin, R.E., and P.R. Krugman. 1989. Persistent trade effects of large exchange rate shocks. Quarterly Journal of Economics 104: 635–654.CrossRef
Zurück zum Zitat Bernard, A.B., and B.J. Jensen. 1999. Exceptional exporter performance: cause, effect or both? Journal of International Economics 47: 1–25.CrossRef Bernard, A.B., and B.J. Jensen. 1999. Exceptional exporter performance: cause, effect or both? Journal of International Economics 47: 1–25.CrossRef
Zurück zum Zitat Bernard, A.B., and J.B. Jensen. 2004. Why some Firms Export? Review of Economics and Statistics 86: 413–417.CrossRef Bernard, A.B., and J.B. Jensen. 2004. Why some Firms Export? Review of Economics and Statistics 86: 413–417.CrossRef
Zurück zum Zitat Bernard, A.B., R. Stephen, and S. Peter. 2010. Multiple-product firms and product switching. American Economic Review 100: 70–97.CrossRef Bernard, A.B., R. Stephen, and S. Peter. 2010. Multiple-product firms and product switching. American Economic Review 100: 70–97.CrossRef
Zurück zum Zitat Bernard, A., S. Redding, and P. Schott. 2011. Multi-product firms and trade liberalization. Quarterly Journal of Economics 42: 99–116. Bernard, A., S. Redding, and P. Schott. 2011. Multi-product firms and trade liberalization. Quarterly Journal of Economics 42: 99–116.
Zurück zum Zitat Besedes, T., and T.J. Prusa. 2006. Ins, outs, and the duration of trade. Canadian Journal of Economics 39: 266–295.CrossRef Besedes, T., and T.J. Prusa. 2006. Ins, outs, and the duration of trade. Canadian Journal of Economics 39: 266–295.CrossRef
Zurück zum Zitat Bhat, S., and K. Narayanan. 2009. Technological efforts, firm size and exports in the basic chemical industry in India. Oxford Development Studies 37: 145–169.CrossRef Bhat, S., and K. Narayanan. 2009. Technological efforts, firm size and exports in the basic chemical industry in India. Oxford Development Studies 37: 145–169.CrossRef
Zurück zum Zitat Bugamelli, M., and L. Infante. 2003. Sunk costs of exports: a role for industrial districts? In Local Economies and Internationalization in Italy Conference, p. 343. Bugamelli, M., and L. Infante. 2003. Sunk costs of exports: a role for industrial districts? In Local Economies and Internationalization in Italy Conference, p. 343.
Zurück zum Zitat Brambilla, I. 2009. Multinationals, technology, and the introduction of varieties of goods. Journal of International Economics 79: 89–101.CrossRef Brambilla, I. 2009. Multinationals, technology, and the introduction of varieties of goods. Journal of International Economics 79: 89–101.CrossRef
Zurück zum Zitat Campa, J.M. 2004. Exchange rates and trade: how important is hysteresis in trade? Europea Economic Review 48: 527–548.CrossRef Campa, J.M. 2004. Exchange rates and trade: how important is hysteresis in trade? Europea Economic Review 48: 527–548.CrossRef
Zurück zum Zitat Cappellari, L., and S.P. Jenkins. 2009. The dynamics of social assistance benefit receipt in Britain. Institute for Social and Economic Research working paper, No. 29. Cappellari, L., and S.P. Jenkins. 2009. The dynamics of social assistance benefit receipt in Britain. Institute for Social and Economic Research working paper, No. 29.
Zurück zum Zitat Chaney, T. 2005. Liquidity constrained exporters. Mimeo: University of Chicago. Chaney, T. 2005. Liquidity constrained exporters. Mimeo: University of Chicago.
Zurück zum Zitat Cheung, Y.W., and R. Sengupta. 2013. Impact of exchange rate movements on exports: an analysis of Indian non-financial sector firms. Journal of International Money and Finance. 39: 231–245.CrossRef Cheung, Y.W., and R. Sengupta. 2013. Impact of exchange rate movements on exports: an analysis of Indian non-financial sector firms. Journal of International Money and Finance. 39: 231–245.CrossRef
Zurück zum Zitat Creusen, H., and R. Smeets. 2011. Fixed export costs and multi-product firms. CPB Discussion paper, No. 188, CPB Netherlands Bureau for Economic Policy Anlaysis. Creusen, H., and R. Smeets. 2011. Fixed export costs and multi-product firms. CPB Discussion paper, No. 188, CPB Netherlands Bureau for Economic Policy Anlaysis.
Zurück zum Zitat Das, S., M. Roberts, and T. James. 2007. Market entry costs, producer heterogeneity, and export dynamics. Econometrica 75: 837–873.CrossRef Das, S., M. Roberts, and T. James. 2007. Market entry costs, producer heterogeneity, and export dynamics. Econometrica 75: 837–873.CrossRef
Zurück zum Zitat Dixit, A. 1989a. Entry and exit decision under uncertainty. Journal of Political Economy 97: 620–638.CrossRef Dixit, A. 1989a. Entry and exit decision under uncertainty. Journal of Political Economy 97: 620–638.CrossRef
Zurück zum Zitat Dixit, A. 1989b. Hysteresis import penetration exchange rate pass-through. Quarterly Journal of Economics 104: 205–228.CrossRef Dixit, A. 1989b. Hysteresis import penetration exchange rate pass-through. Quarterly Journal of Economics 104: 205–228.CrossRef
Zurück zum Zitat Egger, P., and M. Kesina. 2014. Financial constraints and exports: evidence from Chinese firms. Review of Development Economics 18: 625–639.CrossRef Egger, P., and M. Kesina. 2014. Financial constraints and exports: evidence from Chinese firms. Review of Development Economics 18: 625–639.CrossRef
Zurück zum Zitat Fu, D., and Y. Wu. 2014. Export survival pattern and its determinants: an empirical study of Chinese manufacturing firms. Asian Pacific Economic Literature 28: 161–177.CrossRef Fu, D., and Y. Wu. 2014. Export survival pattern and its determinants: an empirical study of Chinese manufacturing firms. Asian Pacific Economic Literature 28: 161–177.CrossRef
Zurück zum Zitat Franco, C., and S. Sasidharan. 2010. MNEs, technological efforts and channels of export spillover: an analysis of Indian manufacturing industries. Economic Systems 34: 270–288.CrossRef Franco, C., and S. Sasidharan. 2010. MNEs, technological efforts and channels of export spillover: an analysis of Indian manufacturing industries. Economic Systems 34: 270–288.CrossRef
Zurück zum Zitat Gullstrand, J., and M. Persson. 2014. How to combine high sunk costs of exporting and low export survival. Review of World Economics 151: 23–51.CrossRef Gullstrand, J., and M. Persson. 2014. How to combine high sunk costs of exporting and low export survival. Review of World Economics 151: 23–51.CrossRef
Zurück zum Zitat Greenaway, D., A. Guariglia, and K. Richard. 2007. Financial factors and exporting decisions. Journal of International Economics 73: 377–395.CrossRef Greenaway, D., A. Guariglia, and K. Richard. 2007. Financial factors and exporting decisions. Journal of International Economics 73: 377–395.CrossRef
Zurück zum Zitat Haidar, J.I. 2012. Trade and productivity: self- selection or learning-by exporting in India. Economic Modelling 29: 1766–1773.CrossRef Haidar, J.I. 2012. Trade and productivity: self- selection or learning-by exporting in India. Economic Modelling 29: 1766–1773.CrossRef
Zurück zum Zitat Harris, R.I., and Q.C. Li. 2011. The determinants of firm exit from exporting: evidence for the UK. International Journal of the Economics of Business 18: 381–397.CrossRef Harris, R.I., and Q.C. Li. 2011. The determinants of firm exit from exporting: evidence for the UK. International Journal of the Economics of Business 18: 381–397.CrossRef
Zurück zum Zitat Heckman, J.J. 1981a. Heterogeneity and state dependence. In Studies in Labor Markets, ed. S. Rosen. Chicago, IL: Chicago Press. Heckman, J.J. 1981a. Heterogeneity and state dependence. In Studies in Labor Markets, ed. S. Rosen. Chicago, IL: Chicago Press.
Zurück zum Zitat Hess, W., and M. Persson. 2012. The duration of trade revisited. Empirical Economics 33: 1083–1107.CrossRef Hess, W., and M. Persson. 2012. The duration of trade revisited. Empirical Economics 33: 1083–1107.CrossRef
Zurück zum Zitat Kleinbaum, D.G., and M. Klein. 2008. Survival analysis: a self learning text, 2nd edn. New York: Springer Publishers. Kleinbaum, D.G., and M. Klein. 2008. Survival analysis: a self learning text, 2nd edn. New York: Springer Publishers.
Zurück zum Zitat Krugman, P. 1980. Scale economies, product differentiation, and the pattern of trade. American Economic Review 70: 950–959. Krugman, P. 1980. Scale economies, product differentiation, and the pattern of trade. American Economic Review 70: 950–959.
Zurück zum Zitat Lancheros, S., and P. Demirel. 2012. Does finance play a role in exporting for service firms? Evidence from India. World Economy 35: 44–60.CrossRef Lancheros, S., and P. Demirel. 2012. Does finance play a role in exporting for service firms? Evidence from India. World Economy 35: 44–60.CrossRef
Zurück zum Zitat Levinsohn, J., and A. Petrin. 2003. Estimating production function using inputs to control for unobservables. Review of Economics Studies 70: 317–341.CrossRef Levinsohn, J., and A. Petrin. 2003. Estimating production function using inputs to control for unobservables. Review of Economics Studies 70: 317–341.CrossRef
Zurück zum Zitat Máñez, J.A., M.E. Rochina-Barrachina, and J.A. Sanchis. 2008. Sunk costs hysteresis in Spanish manufacturing exports. Review of World Economics 144: 272–294.CrossRef Máñez, J.A., M.E. Rochina-Barrachina, and J.A. Sanchis. 2008. Sunk costs hysteresis in Spanish manufacturing exports. Review of World Economics 144: 272–294.CrossRef
Zurück zum Zitat Meinen, P. 2015. Sunk costs of exporting and the role of previous export experience in International Trade. Canadian Journal of Economics 48: 335–367.CrossRef Meinen, P. 2015. Sunk costs of exporting and the role of previous export experience in International Trade. Canadian Journal of Economics 48: 335–367.CrossRef
Zurück zum Zitat Melitz, M. 2003. The impact of trade on intra-industry reallocations and aggregate industry productivity. Econometrica 71: 1695–1725.CrossRef Melitz, M. 2003. The impact of trade on intra-industry reallocations and aggregate industry productivity. Econometrica 71: 1695–1725.CrossRef
Zurück zum Zitat Orme, C. D. 1997. The initial conditions problem and two-step estimation in discrete panel data models. Mimeo, University of Manchester. Orme, C. D. 1997. The initial conditions problem and two-step estimation in discrete panel data models. Mimeo, University of Manchester.
Zurück zum Zitat Orme, C. D. 2001. Two-step inference in dynamic non-linear panel data models. Mimeo, University of Manchester. Orme, C. D. 2001. Two-step inference in dynamic non-linear panel data models. Mimeo, University of Manchester.
Zurück zum Zitat Ozler, S., E. Taymaz, and K. Yilmaz. 2009. History matters for the export decision: plant level evidence from Turkish Manufacturing Industry. World Development 37: 479–488.CrossRef Ozler, S., E. Taymaz, and K. Yilmaz. 2009. History matters for the export decision: plant level evidence from Turkish Manufacturing Industry. World Development 37: 479–488.CrossRef
Zurück zum Zitat Perez, S.E., F.R. Silvente, J. Vicente, and L. Pallardo. 2012. The duration of firm-destination export relationships: evidence from Spain, 1997–2006. Economic Inquiry 51: 159–180.CrossRef Perez, S.E., F.R. Silvente, J. Vicente, and L. Pallardo. 2012. The duration of firm-destination export relationships: evidence from Spain, 1997–2006. Economic Inquiry 51: 159–180.CrossRef
Zurück zum Zitat Prentice, R.L., and L.A. Gloecker. 1978. Regression analysis of grouped survival data with application to breast cancer data. Biometrics 34: 57–67.CrossRef Prentice, R.L., and L.A. Gloecker. 1978. Regression analysis of grouped survival data with application to breast cancer data. Biometrics 34: 57–67.CrossRef
Zurück zum Zitat Roberts, M.J., and J.R. Tybout. 1997. The decision to export in Columbia: an empirical model of entry with sunk costs. American Economic Review 87: 545–564. Roberts, M.J., and J.R. Tybout. 1997. The decision to export in Columbia: an empirical model of entry with sunk costs. American Economic Review 87: 545–564.
Zurück zum Zitat Roberto, A., H. Faruq, and R.A. Lopez. 2013. Is previous export experience important for new exports? Journal of Development Studies 49: 426–441.CrossRef Roberto, A., H. Faruq, and R.A. Lopez. 2013. Is previous export experience important for new exports? Journal of Development Studies 49: 426–441.CrossRef
Zurück zum Zitat Sasidharan, S., and V. Kathuria. 2011. Foreign direct investment and R&D: substitutes or complements—a case of Indian Manufacturing after 1991 Reforms. World Development 39: 1226–1239.CrossRef Sasidharan, S., and V. Kathuria. 2011. Foreign direct investment and R&D: substitutes or complements—a case of Indian Manufacturing after 1991 Reforms. World Development 39: 1226–1239.CrossRef
Zurück zum Zitat Sinani, E., and B. Hobdari. 2010. Export market participation with sunk costs and firm heterogeneity. Applied Economics 42: 3195–3207.CrossRef Sinani, E., and B. Hobdari. 2010. Export market participation with sunk costs and firm heterogeneity. Applied Economics 42: 3195–3207.CrossRef
Zurück zum Zitat Silvente, F.R. 2005. The decision to enter and exit foreign markets: evidence from UK. SMEs. Small Business Economics 25: 237–253.CrossRef Silvente, F.R. 2005. The decision to enter and exit foreign markets: evidence from UK. SMEs. Small Business Economics 25: 237–253.CrossRef
Zurück zum Zitat Topalova, P. 2011. Trade liberalization and firm productivity: the case of India. Review of Economics and Statistics 93: 995–1009.CrossRef Topalova, P. 2011. Trade liberalization and firm productivity: the case of India. Review of Economics and Statistics 93: 995–1009.CrossRef
Zurück zum Zitat Veeramani, C. 2008. Impact of exchange rate appreciation on India’s exports. Economic and Political Weekly. 43: 10–14. Veeramani, C. 2008. Impact of exchange rate appreciation on India’s exports. Economic and Political Weekly. 43: 10–14.
Zurück zum Zitat Wooldridge, J.M. 2005. Simple solutions to the initial conditions problem in dynamic non-linear panel data models with unobserved heterogeneity. Journal of Applied Econometrics 20: 39–54.CrossRef Wooldridge, J.M. 2005. Simple solutions to the initial conditions problem in dynamic non-linear panel data models with unobserved heterogeneity. Journal of Applied Econometrics 20: 39–54.CrossRef
Zurück zum Zitat Yi, J., and C. Wang. 2012. The decision to export: firm heterogeneity, sunk costs, and spatial concentration. International Business Review 21: 766–781.CrossRef Yi, J., and C. Wang. 2012. The decision to export: firm heterogeneity, sunk costs, and spatial concentration. International Business Review 21: 766–781.CrossRef
Zurück zum Zitat Yi, J. 2014. Firm heterogeneity, sunk costs, spatial characteristics and export market participation: evidence from China. Journal of International Trade and Development: An International and Comparative Review 23: 361–386.CrossRef Yi, J. 2014. Firm heterogeneity, sunk costs, spatial characteristics and export market participation: evidence from China. Journal of International Trade and Development: An International and Comparative Review 23: 361–386.CrossRef
Metadaten
Titel
Sunk Costs, Firm Heterogeneity, Export Market Entry and Exit: Evidence from India
verfasst von
M. Padmaja
Subash Sasidharan
Publikationsdatum
08.09.2016
Verlag
Springer India
Erschienen in
Journal of Quantitative Economics / Ausgabe 2/2017
Print ISSN: 0971-1554
Elektronische ISSN: 2364-1045
DOI
https://doi.org/10.1007/s40953-016-0056-1

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