IDEAS home Printed from https://ideas.repec.org/a/kap/sbusec/v40y2013i2p397-416.html
   My bibliography  Save this article

Vertical integration and efficiency: an application to the Italian machine tool industry

Author

Listed:
  • Fabio Pieri
  • Enrico Zaninotto

Abstract

This paper analyzes the relationship between firm efficiency and vertical integration in the Italian machine tool (MT) industry. The link may really be the result of a two-way causality: the effect may run from productive efficiency to the type of vertical organization (i.e. vertical integration or outsourcing), as a self-selection mechanism, or an effect from the organizational mode to the firm’s performance may (also) be at work. This relationship is empirically investigated in a novel panel dataset comprising about 500 Italian MT builders, implementing two equations and instrumental variables for the two directions of causality. The evidence clearly indicates the self-selection mechanism of the most efficient firms in vertically integrated structures, while an effect from the organizational mode to the firm’s efficiency is not supported. Copyright Springer Science+Business Media, LLC. 2013

Suggested Citation

  • Fabio Pieri & Enrico Zaninotto, 2013. "Vertical integration and efficiency: an application to the Italian machine tool industry," Small Business Economics, Springer, vol. 40(2), pages 397-416, February.
  • Handle: RePEc:kap:sbusec:v:40:y:2013:i:2:p:397-416
    DOI: 10.1007/s11187-011-9367-y
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1007/s11187-011-9367-y
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1007/s11187-011-9367-y?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Sourafel Girma & Holger Görg, 2004. "Outsourcing, Foreign Ownership, and Productivity: Evidence from UK Establishment‐level Data," Review of International Economics, Wiley Blackwell, vol. 12(5), pages 817-832, November.
    2. Holger Görg & Aoife Hanley & Eric Strobl, 2008. "Productivity effects of international outsourcing: evidence from plant‐level data," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 41(2), pages 670-688, May.
    3. Robert C. Feenstra, 1998. "Integration of Trade and Disintegration of Production in the Global Economy," Journal of Economic Perspectives, American Economic Association, vol. 12(4), pages 31-50, Fall.
    4. Secondo Rolfo, 1998. "L'industria italiana della meccanica strumentale di fronte alla globalizzazione: opportunità e limiti," L'industria, Società editrice il Mulino, issue 4, pages 881-894.
    5. Marc J. Melitz & Giancarlo I. P. Ottaviano, 2021. "Market Size, Trade, and Productivity," World Scientific Book Chapters, in: Firms and Workers in a Globalized World Larger Markets, Tougher Competition, chapter 4, pages 87-108, World Scientific Publishing Co. Pte. Ltd..
    6. Caudill, Steven B. & Ford, Jon M., 1993. "Biases in frontier estimation due to heteroscedasticity," Economics Letters, Elsevier, vol. 41(1), pages 17-20.
    7. Secondo Rolfo & Giuseppe Calabrese, 2006. "Struttura industriale e profili di competitività nella meccanica strumentale," L'industria, Società editrice il Mulino, issue 4, pages 603-622.
    8. Chad Syverson, 2011. "What Determines Productivity?," Journal of Economic Literature, American Economic Association, vol. 49(2), pages 326-365, June.
    9. Christian Ritter & Léopold Simar, 1997. "Pitfalls of Normal-Gamma Stochastic Frontier Models," Journal of Productivity Analysis, Springer, vol. 8(2), pages 167-182, May.
    10. Gene M. Grossman & Elhanan Helpman, 2005. "Outsourcing in a Global Economy," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 72(1), pages 135-159.
    11. M. Diaz & Rosario Sanchez, 2008. "Firm size and productivity in Spain: a stochastic frontier analysis," Small Business Economics, Springer, vol. 30(3), pages 315-323, March.
    12. Hadri, Kaddour, 1999. "Estimation of a Doubly Heteroscedastic Stochastic Frontier Cost Function," Journal of Business & Economic Statistics, American Statistical Association, vol. 17(3), pages 359-363, July.
    13. Tasneem Chipty, 2001. "Vertical Integration, Market Foreclosure, and Consumer Welfare in the Cable Television Industry," American Economic Review, American Economic Association, vol. 91(3), pages 428-453, June.
    14. Eric Bartelsman & Stefano Scarpetta & Fabiano Schivardi, 2005. "Comparative analysis of firm demographics and survival: evidence from micro-level sources in OECD countries," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 14(3), pages 365-391, June.
    15. Jacques Mairesse & Jordi Jaumandreu, 2005. "Panel‐data Estimates of the Production Function and the Revenue Function: What Difference Does It Make?," Scandinavian Journal of Economics, Wiley Blackwell, vol. 107(4), pages 651-672, December.
    16. Hung-jen Wang & Peter Schmidt, 2002. "One-Step and Two-Step Estimation of the Effects of Exogenous Variables on Technical Efficiency Levels," Journal of Productivity Analysis, Springer, vol. 18(2), pages 129-144, September.
    17. Roberto Antonietti & Giulio Cainelli, 2008. "Production Outsourcing, Organizational Governance and Firm’s Technological Performance: Evidence from Italy," The IUP Journal of Managerial Economics, IUP Publications, vol. 0(1), pages 51-69, February.
    18. Sasan Bakhtiari, 2011. "Size Evolution and Outsourcing: Theory and Evidence from Australian Manufacturing," Discussion Papers 2012-08, School of Economics, The University of New South Wales.
    19. Chad Syverson, 2004. "Product Substitutability and Productivity Dispersion," The Review of Economics and Statistics, MIT Press, vol. 86(2), pages 534-550, May.
    20. K. Hadri & C. Guermat & J. Whittaker, 2003. "Estimation of technical inefficiency effects using panel data and doubly heteroscedastic stochastic production frontiers," Empirical Economics, Springer, vol. 28(1), pages 203-222, January.
    21. Pol Antras & Elhanan Helpman, 2004. "Global Sourcing," Journal of Political Economy, University of Chicago Press, vol. 112(3), pages 552-580, June.
    22. Giovanni Dosi & Marco Grazzi & Chiara Tomasi & Alessandro Zeli, 2012. "Turbulence underneath the big calm? The micro-evidence behind Italian productivity dynamics," Small Business Economics, Springer, vol. 39(4), pages 1043-1067, November.
    23. Kodde, David A & Palm, Franz C, 1986. "Wald Criteria for Jointly Testing Equality and Inequality Restriction s," Econometrica, Econometric Society, vol. 54(5), pages 1243-1248, September.
    24. Kerkvliet, Joe, 1991. "Efficiency and Vertical Integration: The Case of Mine-Mouth Electric Generating Plants," Journal of Industrial Economics, Wiley Blackwell, vol. 39(5), pages 467-482, September.
    25. Grossman, Sanford J & Hart, Oliver D, 1986. "The Costs and Benefits of Ownership: A Theory of Vertical and Lateral Integration," Journal of Political Economy, University of Chicago Press, vol. 94(4), pages 691-719, August.
    26. Erol Taymaz, 2005. "Are Small Firms Really Less Productive?," Small Business Economics, Springer, vol. 25(5), pages 429-445, December.
    27. Williamson, Oliver E, 1971. "The Vertical Integration of Production: Market Failure Considerations," American Economic Review, American Economic Association, vol. 61(2), pages 112-123, May.
    28. Francine Lafontaine & Margaret Slade, 2007. "Vertical Integration and Firm Boundaries: The Evidence," Journal of Economic Literature, American Economic Association, vol. 45(3), pages 629-685, September.
    29. Bruce Kogut & Udo Zander, 1996. "What Firms Do? Coordination, Identity, and Learning," Organization Science, INFORMS, vol. 7(5), pages 502-518, October.
    30. Abraham, Katharine G & Taylor, Susan K, 1996. "Firms' Use of Outside Contractors: Theory and Evidence," Journal of Labor Economics, University of Chicago Press, vol. 14(3), pages 394-424, July.
    31. Antonio Alvarez & Christine Amsler & Luis Orea & Peter Schmidt, 2006. "Interpreting and Testing the Scaling Property in Models where Inefficiency Depends on Firm Characteristics," Journal of Productivity Analysis, Springer, vol. 25(3), pages 201-212, June.
    32. Battese, G E & Coelli, T J, 1995. "A Model for Technical Inefficiency Effects in a Stochastic Frontier Production Function for Panel Data," Empirical Economics, Springer, vol. 20(2), pages 325-332.
    33. Secondo Rolfo, 1993. "The Italian Machine Tool Industry," CERIS Working Paper 199304, CNR-IRCrES Research Institute on Sustainable Economic Growth - Torino (TO) ITALY - former Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY.
    34. Franco Malerba & Richard Nelson & Luigi Orsenigo & Sidney Winter, 2008. "Vertical integration and disintegration of computer firms: a history-friendly model of the coevolution of the computer and semiconductor industries," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 17(2), pages 197-231, April.
    35. Greene, William, 2005. "Reconsidering heterogeneity in panel data estimators of the stochastic frontier model," Journal of Econometrics, Elsevier, vol. 126(2), pages 269-303, June.
    36. Davide Vannoni, 1994. "Perche' Le Matrici Intersettoriali Per Misurare L'Integrazione Verticale ?," CERIS Working Paper 199403, CNR-IRCrES Research Institute on Sustainable Economic Growth - Torino (TO) ITALY - former Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY.
    37. Shleifer, Andrei & Vishny, Robert W, 1986. "Large Shareholders and Corporate Control," Journal of Political Economy, University of Chicago Press, vol. 94(3), pages 461-488, June.
    38. Lieberman, Marvin B, 1991. "Determinants of Vertical Integration: An Empirical Test," Journal of Industrial Economics, Wiley Blackwell, vol. 39(5), pages 451-466, September.
    39. Andrews,Donald W. K. & Stock,James H. (ed.), 2005. "Identification and Inference for Econometric Models," Cambridge Books, Cambridge University Press, number 9780521844413.
    40. Lorin M. Hitt, 1999. "Information Technology and Firm Boundaries: Evidence from Panel Data," Information Systems Research, INFORMS, vol. 10(2), pages 134-149, June.
    41. Awudu Abdulai & Hendrik Tietje, 2007. "Estimating technical efficiency under unobserved heterogeneity with stochastic frontier models: application to northern German dairy farms," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 34(3), pages 393-416, September.
    42. Karsten Bjerring Olsen, 2006. "Productivity Impacts of Offshoring and Outsourcing: A Review," OECD Science, Technology and Industry Working Papers 2006/1, OECD Publishing.
    43. Jondrow, James & Knox Lovell, C. A. & Materov, Ivan S. & Schmidt, Peter, 1982. "On the estimation of technical inefficiency in the stochastic frontier production function model," Journal of Econometrics, Elsevier, vol. 19(2-3), pages 233-238, August.
    44. Mark Doms & Eric J. Bartelsman, 2000. "Understanding Productivity: Lessons from Longitudinal Microdata," Journal of Economic Literature, American Economic Association, vol. 38(3), pages 569-594, September.
    45. Kumbhakar, Subal C., 1990. "Production frontiers, panel data, and time-varying technical inefficiency," Journal of Econometrics, Elsevier, vol. 46(1-2), pages 201-211.
    46. repec:hrv:faseco:4784029 is not listed on IDEAS
    47. Daron Acemoglu & Simon Johnson & Todd Mitton, 2009. "Determinants of Vertical Integration: Financial Development and Contracting Costs," Journal of Finance, American Finance Association, vol. 64(3), pages 1251-1290, June.
    48. Almas Heshmati, 2003. "Productivity Growth, Efficiency and Outsourcing in Manufacturing and Service Industries," Journal of Economic Surveys, Wiley Blackwell, vol. 17(1), pages 79-112, February.
    49. Stefano Federico, 2010. "Outsourcing versus Integration at Home or Abroad," Temi di discussione (Economic working papers) 742, Bank of Italy, Economic Research and International Relations Area.
    50. Lancaster, Tony, 2000. "The incidental parameter problem since 1948," Journal of Econometrics, Elsevier, vol. 95(2), pages 391-413, April.
    51. Walter Elberfeld, 2001. "Explaining Intraindustry Differences in the Extent of Vertical Integration," Journal of Institutional and Theoretical Economics (JITE), Mohr Siebeck, Tübingen, vol. 157(3), pages 465-477, September.
    52. Davide Castellani & Antonello Zanfei, 2007. "Internationalisation, Innovation and Productivity: How Do Firms Differ in Italy?," The World Economy, Wiley Blackwell, vol. 30(1), pages 156-176, January.
    53. Michael G. Jacobides, 2008. "How Capability Differences, Transaction Costs, and Learning Curves Interact to Shape Vertical Scope," Organization Science, INFORMS, vol. 19(2), pages 306-326, April.
    54. Tomiura, Eiichi, 2007. "Foreign outsourcing, exporting, and FDI: A productivity comparison at the firm level," Journal of International Economics, Elsevier, vol. 72(1), pages 113-127, May.
    55. Mundlak, Yair, 1978. "On the Pooling of Time Series and Cross Section Data," Econometrica, Econometric Society, vol. 46(1), pages 69-85, January.
    56. 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.
    57. Caudill, Steven B & Ford, Jon M & Gropper, Daniel M, 1995. "Frontier Estimation and Firm-Specific Inefficiency Measures in the Presence of Heteroscedasticity," Journal of Business & Economic Statistics, American Statistical Association, vol. 13(1), pages 105-111, January.
    58. Giovanni Dosi & Marco Grazzi & Chiara Tomasi & Alessandro Zeli, 2010. "Turbulence underneath the big calm? Exploring the micro-evidence behind the flat trend of manufacturing productivity in Italy," LEM Papers Series 2010/03, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    59. Stefano Federico, 2010. "Outsourcing versus integration at home or abroad and firm heterogeneity," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 37(1), pages 47-63, February.
    60. M. A. Adelman, 1955. "Concept and Statistical Measurement of Vertical Integration," NBER Chapters, in: Business Concentration and Price Policy, pages 281-330, National Bureau of Economic Research, Inc.
    61. Katayama, Hajime & Lu, Shihua & Tybout, James R., 2009. "Firm-level productivity studies: Illusions and a solution," International Journal of Industrial Organization, Elsevier, vol. 27(3), pages 403-413, May.
    62. Aigner, Dennis & Lovell, C. A. Knox & Schmidt, Peter, 1977. "Formulation and estimation of stochastic frontier production function models," Journal of Econometrics, Elsevier, vol. 6(1), pages 21-37, July.
    63. Maddigan, Ruth J, 1981. "The Measurement of Vertical Integration," The Review of Economics and Statistics, MIT Press, vol. 63(3), pages 328-335, August.
    64. A. Arrighetti, 1999. "Integrazione verticale in Italia e in Europa: tendenze ed ipotesi interpretative," Economics Department Working Papers 1999-EP07, Department of Economics, Parma University (Italy).
    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. Agostino, Mariarosaria & Ruberto, Sabrina & Trivieri, Francesco, 2023. "The role of local institutions in cooperative banks’ efficiency. The case of Italy," International Review of Economics & Finance, Elsevier, vol. 84(C), pages 84-103.
    2. Sasan Bakhtiari, 2015. "Productivity, outsourcing and exit: the case of Australian manufacturing," Small Business Economics, Springer, vol. 44(2), pages 425-447, February.
    3. Fabio Pieri, 2015. "Vertical organization of production and firm growth behavior," Working Papers 1508, Department of Applied Economics II, Universidad de Valencia.
    4. Fabio Pieri, 2018. "Vertical organization of production and firm growth," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 27(1), pages 83-106.
    5. Castiglione, Concetta & Infante, Davide & Zieba, Marta, 2023. "Public support for performing arts. Efficiency and productivity gains in eleven European countries," Socio-Economic Planning Sciences, Elsevier, vol. 85(C).
    6. Maria Rosa Battaggion & Vittoria Cerasi & Gülen Karakoç, 2023. "On the optimality of information sharing between integrated and vertically separated competitors," Southern Economic Journal, John Wiley & Sons, vol. 89(4), pages 1168-1195, April.
    7. Alessandro Manello & Maurizio Cisi & Francesco Devicienti & Davide Vannoni, 2020. "Networking: a business for women," Small Business Economics, Springer, vol. 55(2), pages 329-348, August.
    8. Justin Bem & Pierre Joubert Nguetse Tegoum & Tatiana Morel Samo Tcheeko & Jacksone Essoh, 2013. "Efficience de production du secteur informel non-agricole et réduction de la pauvreté au Cameroun," Working Papers PMMA 2013-06, PEP-PMMA.
    9. Alessandro Manello & Giuseppe Calabrese & Piercarlo Frigero, "undated". "Explaining the efficiency of Italian car suppliers during the crisis," CERIS Working Paper 201406, CNR-IRCrES Research Institute on Sustainable Economic Growth - Torino (TO) ITALY - former Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY.
    10. Giorgia Giovannetti & Enrico Marvasi & Marco Sanfilippo, 2013. "Supply Chains and the Internalization of SMEs: Evidence from Italy," Working Papers - Economics wp2013_30.rdf, Universita' degli Studi di Firenze, Dipartimento di Scienze per l'Economia e l'Impresa.
    11. Devicienti, Francesco & Manello, Alessandro & Vannoni, Davide, 2017. "Technical efficiency, unions and decentralized labor contracts," European Journal of Operational Research, Elsevier, vol. 260(3), pages 1129-1141.
    12. Giorgia Giovannetti & Enrico Marvasi & Marco Sanfilippo, 2015. "Supply chains and the internationalization of small firms," Small Business Economics, Springer, vol. 44(4), pages 845-865, April.
    13. Ana Claudia Sant'Anna & Jason S. Bergtold & Aleksan Shanoyan & Gabriel Granco & Marcellus M. Caldas, 2018. "Examining the relationship between vertical coordination strategies and technical efficiency: Evidence from the Brazilian ethanol industry," Agribusiness, John Wiley & Sons, Ltd., vol. 34(4), pages 793-812, October.
    14. Mariarosaria Agostino & Emanuele Brancati & Anna Giunta & Domenico Scalera & Francesco Trivieri, 2020. "Firms' efficiency and global value chains: An empirical investigation on Italian industry," The World Economy, Wiley Blackwell, vol. 43(4), pages 1000-1033, April.
    15. Sasan Bakhtiari, 2013. "Firm Size Evolution and Outsourcing," Discussion Papers 2013-07, School of Economics, The University of New South Wales.
    16. Sasan Bakhtiari, 2023. "Growing by outsourcing: a tale of two growths," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 50(2), pages 411-439, May.
    17. Concetta Castiglione & Davide Infante & Marta Zieba, 2018. "Technical efficiency in the Italian performing arts companies," Small Business Economics, Springer, vol. 51(3), pages 609-638, October.
    18. Setene, Letlama & Jordaan, Daniel du P.S., 2021. "The trade-off between chain performance and fragility considering coordination strategies of agri-food chains: a South African egg chain's case study," International Food and Agribusiness Management Review, International Food and Agribusiness Management Association, vol. 24(3), March.
    19. Sant'Anna, Ana Claudia & Bergtold, Jason & Featherstone, Allen & Caldas, Marcellus & Granco, Gabriel, 2017. "Does Vertical Integration Increase Efficiency? A Look at Ethanol Plants in the Center-South of Brazil," 2017 Annual Meeting, February 4-7, 2017, Mobile, Alabama 252777, Southern Agricultural Economics Association.
    20. Cherkasova, Viktoria (Черкасова, Виктория) & Molchanov, Dmitriy (Молчалов, Дмитрий) & Cherkasova, Elizaveta (Черкасова, Елизавета), 2014. "The impact of vertical integration on the efficiency of companies in the emerging capital markets [Влияние Вертикальной Интеграции На Эффективность Деятельности Компаний На Развивающихся Рынках Кап," Ekonomicheskaya Politika / Economic Policy, Russian Presidential Academy of National Economy and Public Administration, vol. 4, pages 60-78.
    21. Bem, Justin & Tegoum, Pierre Joubert Nguetse & Tcheeko, Tatiana Morel Samo & Essoh, Jacksone, 2013. "Efficience de production du secteur informel non-agricole et réduction de la pauvreté au Cameroun," PEP Working Papers 160432, Partnership for Economic Policy (PEP).
    22. Bakhtiari Sasan, 2016. "Assortative Outsourcing with Exit," The B.E. Journal of Theoretical Economics, De Gruyter, vol. 16(1), pages 119-142, January.
    23. Alessandro Manello & Giuseppe G. Calabrese & Piercarlo Frigero, 2016. "Technical efficiency and productivity growth along the automotive value chain: evidence from Italy," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 25(2), pages 245-259.

    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. Fabio Pieri & Enrico Zaninotto, 2010. "The Impact of Vertical Integration and Outsourcing on Firm Efficiency: Evidence from the Italian Machine Tool Industry," DISA Working Papers 1001, Department of Computer and Management Sciences, University of Trento, Italy, revised 11 Mar 2010.
    2. Paul, Satya & Shankar, Sriram, 2018. "Modelling Efficiency Effects in a True Fixed Effects Stochastic Frontier," MPRA Paper 87437, University Library of Munich, Germany.
    3. Fabio Pieri, 2018. "Vertical organization of production and firm growth," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 27(1), pages 83-106.
    4. Satya Paul & Sriram Shankar, 2020. "Estimating efficiency effects in a panel data stochastic frontier model," Journal of Productivity Analysis, Springer, vol. 53(2), pages 163-180, April.
    5. Federico Belotti & Silvio Daidone & Giuseppe Ilardi & Vincenzo Atella, 2013. "Stochastic frontier analysis using Stata," Stata Journal, StataCorp LP, vol. 13(4), pages 718-758, December.
    6. repec:kap:iaecre:v:14:y:2008:i:1:p:76-89 is not listed on IDEAS
    7. Tiziana Laureti, 2008. "Modelling Exogenous Variables in Human Capital Formation through a Heteroscedastic Stochastic Frontier," International Advances in Economic Research, Springer;International Atlantic Economic Society, vol. 14(1), pages 76-89, February.
    8. Concetta Castiglione & Davide Infante & Marta Zieba, 2018. "Technical efficiency in the Italian performing arts companies," Small Business Economics, Springer, vol. 51(3), pages 609-638, October.
    9. Castiglione, Concetta & Infante, Davide & Zieba, Marta, 2023. "Public support for performing arts. Efficiency and productivity gains in eleven European countries," Socio-Economic Planning Sciences, Elsevier, vol. 85(C).
    10. Spyros Arvanitis & Thomas Bolli & Tobias Stucki, 2017. "In or Out: How Insourcing Foreign Input Production Affects Domestic Production," Management International Review, Springer, vol. 57(6), pages 879-907, December.
    11. Antti Saastamoinen, 2015. "Heteroscedasticity Or Production Risk? A Synthetic View," Journal of Economic Surveys, Wiley Blackwell, vol. 29(3), pages 459-478, July.
    12. Ali M. Oumer & Amin Mugera & Michael Burton & Atakelty Hailu, 2022. "Technical efficiency and firm heterogeneity in stochastic frontier models: application to smallholder maize farms in Ethiopia," Journal of Productivity Analysis, Springer, vol. 57(2), pages 213-241, April.
    13. Ajayi, Victor & Weyman-Jones, Tom, 2021. "State-level electricity generation efficiency: Do restructuring and regulatory institutions matter in the US?," Energy Economics, Elsevier, vol. 104(C).
    14. Christopher F. Parmeter & Hung-Jen Wang & Subal C. Kumbhakar, 2017. "Nonparametric estimation of the determinants of inefficiency," Journal of Productivity Analysis, Springer, vol. 47(3), pages 205-221, June.
    15. Orea, Luis, 2019. "The Econometric Measurement of Firms’ Efficiency," Efficiency Series Papers 2019/02, University of Oviedo, Department of Economics, Oviedo Efficiency Group (OEG).
    16. Wang, Hung-Jen & Ho, Chia-Wen, 2010. "Estimating fixed-effect panel stochastic frontier models by model transformation," Journal of Econometrics, Elsevier, vol. 157(2), pages 286-296, August.
    17. Chih-Hai Yang & Ku-Hsieh Chen, 2009. "Are small firms less efficient?," Small Business Economics, Springer, vol. 32(4), pages 375-395, April.
    18. Salem Gheit, 2022. "A Stochastic Frontier Analysis of the Human Capital Effects on the Manufacturing Industries’ Technical Efficiency in the United States," Athens Journal of Business & Economics, Athens Institute for Education and Research (ATINER), vol. 8(3), pages 215-238, July.
    19. Giovanni Marin & Alessandro Palma, 2015. "Technology invention and diffusion in residential energy consumption. A stochastic frontier approach," IEFE Working Papers 81, IEFE, Center for Research on Energy and Environmental Economics and Policy, Universita' Bocconi, Milano, Italy.
    20. Valeria Gattai & Valentina Trovato, 2014. "Estimating sourcing premia with Italian regional data," Working Papers 276, University of Milano-Bicocca, Department of Economics, revised Jun 2014.
    21. Jorge Galán & Helena Veiga & Michael Wiper, 2014. "Bayesian estimation of inefficiency heterogeneity in stochastic frontier models," Journal of Productivity Analysis, Springer, vol. 42(1), pages 85-101, August.

    More about this item

    Keywords

    Vertical integration; Technical efficiency; Italian machine tool industry; Firm heterogeneity; Instrumental variables; D24; L22; L23; L26; L64;
    All these keywords.

    JEL classification:

    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • L23 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Organization of Production
    • L25 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Firm Performance
    • L64 - Industrial Organization - - Industry Studies: Manufacturing - - - Other Machinery; Business Equipment; Armaments

    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:kap:sbusec:v:40:y:2013:i:2:p:397-416. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.