IDEAS home Printed from https://ideas.repec.org/a/eee/ecmode/v105y2021ics0264999321002613.html
   My bibliography  Save this article

Do technological investments promote manufacturing productivity? A firm-level analysis for India

Author

Listed:
  • Khanna, Rupika
  • Sharma, Chandan

Abstract

This paper assesses the effects of firms' investments in Information Technology (IT) and Research and Development (R&D) on their productivity growth. Unlike prior studies, our models examine individual as well as combined effects of these investments. We employ recently developed methods to control for transmission bias in production function estimation. For analysis, we utilise a panel of 900 manufacturing firms in India during 2000–2016. Our results show that (i) firms in high-technology industries are more productive than those in low-technology industries (ii) combined use of IT and R&D inputs yields higher productivity growth (iii) export-oriented firms are more technology-intensive and more productive than non-exporting firms (iv) exporting firms' productivity gains from IT investment are higher by around 0.03–0.04 percentage-points compared to non-exporting firms’

Suggested Citation

  • Khanna, Rupika & Sharma, Chandan, 2021. "Do technological investments promote manufacturing productivity? A firm-level analysis for India," Economic Modelling, Elsevier, vol. 105(C).
    • Handle: RePEc:eee:ecmode:v:105:y:2021:i:c:s0264999321002613
    DOI: 10.1016/j.econmod.2021.105672
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0264999321002613
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.econmod.2021.105672?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 search for a different version of it.

    References listed on IDEAS

    as
    1. Bresnahan, Timothy F. & Trajtenberg, M., 1995. "General purpose technologies 'Engines of growth'?," Journal of Econometrics, Elsevier, vol. 65(1), pages 83-108, January.
    2. De Long, J. Bradford & Summers, Lawrence H., 1993. "How strongly do developing economies benefit from equipment investment?," Journal of Monetary Economics, Elsevier, vol. 32(3), pages 395-415, December.
    3. Markus Eberhardt & Christian Helmers & Hubert Strauss, 2013. "Do Spillovers Matter When Estimating Private Returns to R&D?," The Review of Economics and Statistics, MIT Press, vol. 95(2), pages 436-448, May.
    4. Ian William Marsh & Ana Rincon-Aznar & Michela Vecchi & Francesco Venturini, 2017. "We see ICT spillovers everywhere but in the econometric evidence: a reassessment," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 26(6), pages 1067-1088.
    5. Bournakis, Ioannis & Mallick, Sushanta, 2021. "Do Corporate Taxes Harm Economic Performance? Explaining Distortions In R&D- And Export-Intensive Uk Firms," Macroeconomic Dynamics, Cambridge University Press, vol. 25(1), pages 5-27, January.
    6. Chou, Yen-Chun & Hao-Chun Chuang, Howard & Shao, Benjamin B.M., 2014. "The impacts of information technology on total factor productivity: A look at externalities and innovations," International Journal of Production Economics, Elsevier, vol. 158(C), pages 290-299.
    7. Khanna, Rupika & Sharma, Chandan, 2018. "Testing the effect of investments in IT and R&D on labour productivity: New method and evidence for Indian firms," Economics Letters, Elsevier, vol. 173(C), pages 30-34.
    8. Peter Weill, 1992. "The Relationship Between Investment in Information Technology and Firm Performance: A Study of the Valve Manufacturing Sector," Information Systems Research, INFORMS, vol. 3(4), pages 307-333, December.
    9. Nemlioglu, Ilayda & Mallick, Sushanta K., 2020. "Do innovation-intensive firms mitigate their valuation uncertainty during bad times?," Journal of Economic Behavior & Organization, Elsevier, vol. 177(C), pages 913-940.
    10. Edquist, Harald & Henrekson, Magnus, 2017. "Do R&D and ICT affect total factor productivity growth differently?," Telecommunications Policy, Elsevier, vol. 41(2), pages 106-119.
    11. Robert M. Solow, 1956. "A Contribution to the Theory of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 70(1), pages 65-94.
    12. Coe, David T. & Helpman, Elhanan, 1995. "International R&D spillovers," European Economic Review, Elsevier, vol. 39(5), pages 859-887, May.
    13. Yılmaz Kılıçaslan & Robin C. Sickles & Aliye Atay Kayış & Yeşim Üçdoğruk Gürel, 2017. "Impact of ICT on the productivity of the firm: evidence from Turkish manufacturing," Journal of Productivity Analysis, Springer, vol. 47(3), pages 277-289, June.
    14. Timothy F. Bresnahan & Erik Brynjolfsson & Lorin M. Hitt, 2002. "Information Technology, Workplace Organization, and the Demand for Skilled Labor: Firm-Level Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(1), pages 339-376.
    15. Alla Lileeva & Daniel Trefler, 2010. "Improved Access to Foreign Markets Raises Plant-level Productivity…For Some Plants," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(3), pages 1051-1099.
    16. Polák, Petr, 2017. "The productivity paradox: A meta-analysis," Information Economics and Policy, Elsevier, vol. 38(C), pages 38-54.
    17. Grace Kite, 2012. "The Impact of Information Technology Outsourcing on Productivity and Output: New Evidence from India," Working Papers 173, Department of Economics, SOAS University of London, UK.
    18. Jorgenson,Dale W. & Fukao,Kyoji & Timmer,Marcel P. (ed.), 2016. "The World Economy," Cambridge Books, Cambridge University Press, number 9781107143340, November.
    19. J. Bradford De Long & Lawrence H. Summers, 1991. "Equipment Investment and Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(2), pages 445-502.
    20. Pieri, Fabio & Vecchi, Michela & Venturini, Francesco, 2018. "Modelling the joint impact of R&D and ICT on productivity: A frontier analysis approach," Research Policy, Elsevier, vol. 47(9), pages 1842-1852.
    21. Chandan Sharma & Ritesh Kumar Mishra, 2011. "Does export and productivity growth linkage exist? Evidence from the Indian manufacturing industry," International Review of Applied Economics, Taylor & Francis Journals, vol. 25(6), pages 633-652, November.
    22. Paula Bustos, 2011. "Trade Liberalization, Exports, and Technology Upgrading: Evidence on the Impact of MERCOSUR on Argentinian Firms," American Economic Review, American Economic Association, vol. 101(1), pages 304-340, February.
    23. Ackerberg, Daniel & Lanier Benkard, C. & Berry, Steven & Pakes, Ariel, 2007. "Econometric Tools for Analyzing Market Outcomes," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 63, Elsevier.
    24. Richard Blundell & Stephen Bond, 2000. "GMM Estimation with persistent panel data: an application to production functions," Econometric Reviews, Taylor & Francis Journals, vol. 19(3), pages 321-340.
    25. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    26. Bhattacharya, Mita & Okafor, Luke Emeka & Pradeep, V., 2021. "International firm activities, R&D, and productivity: Evidence from Indian manufacturing firms," Economic Modelling, Elsevier, vol. 97(C), pages 1-13.
    27. Rebeca Jiménez-Rodréguez, 2012. "Evaluating the effects of investment in information and communication technology," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 21(2), pages 203-221, February.
    28. Carol Corrado & Jonathan Haskel & Cecilia Jona-Lasinio, 2017. "Knowledge Spillovers, ICT and Productivity Growth," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 79(4), pages 592-618, August.
    29. Vincenzo Atella & Beniamino Quintieri, 2001. "Do R&D expenditures really matter for TFP?," Applied Economics, Taylor & Francis Journals, vol. 33(11), pages 1385-1389.
    30. Bournakis, Ioannis & Mallick, Sushanta, 2018. "TFP estimation at firm level: The fiscal aspect of productivity convergence in the UK," Economic Modelling, Elsevier, vol. 70(C), pages 579-590.
    31. Wolff, Edward N, 1991. "Capital Formation and Productivity Convergence over the Long Term," American Economic Review, American Economic Association, vol. 81(3), pages 565-579, June.
    32. Erik Brynjolfsson & Lorin M. Hitt, 2003. "Computing Productivity: Firm-Level Evidence," The Review of Economics and Statistics, MIT Press, vol. 85(4), pages 793-808, November.
    33. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    34. David Roodman, 2009. "A Note on the Theme of Too Many Instruments," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 71(1), pages 135-158, February.
    35. Heckman, James J. & Lalonde, Robert J. & Smith, Jeffrey A., 1999. "The economics and econometrics of active labor market programs," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 31, pages 1865-2097, Elsevier.
    36. Cequera, Daniel & Klein, Gordon J., 2008. "Endogenous Firm Heterogeneity, ICT and R&D Incentives," ZEW Discussion Papers 08-126, ZEW - Leibniz Centre for European Economic Research.
    37. Haidar, Jamal Ibrahim, 2012. "Trade and productivity: Self-selection or learning-by-exporting in India," Economic Modelling, Elsevier, vol. 29(5), pages 1766-1773.
    38. K. J. Arrow, 1971. "The Economic Implications of Learning by Doing," Palgrave Macmillan Books, in: F. H. Hahn (ed.), Readings in the Theory of Growth, chapter 11, pages 131-149, Palgrave Macmillan.
    39. Rafiq, Shuddhasattwa & Salim, Ruhul & Smyth, Russell, 2016. "The moderating role of firm age in the relationship between R&D expenditure and financial performance: Evidence from Chinese and US mining firms," Economic Modelling, Elsevier, vol. 56(C), pages 122-132.
    40. Munjal, Surender & Requejo, Ignacio & Kundu, Sumit K., 2019. "Offshore outsourcing and firm performance: Moderating effects of size, growth and slack resources," Journal of Business Research, Elsevier, vol. 103(C), pages 484-494.
    41. Basant, Rakesh & Fikkert, Brian, 1996. "The Effects of R&D, Foreign Technology Purchase, and Domestic and International Spillovers on Productivity in Indian Firms," The Review of Economics and Statistics, MIT Press, vol. 78(2), pages 187-199, May.
    42. Anitesh Barua & Charles H. Kriebel & Tridas Mukhopadhyay, 1995. "Information Technologies and Business Value: An Analytic and Empirical Investigation," Information Systems Research, INFORMS, vol. 6(1), pages 3-23, March.
    43. J. Bradford DeLong & Lawrence H. Summers, 1992. "Macroeconomic policy and long-run growth," Economic Review, Federal Reserve Bank of Kansas City, vol. 77(Q IV), pages 5-29.
    44. Bose, Udichibarna & Mallick, Sushanta & Tsoukas, Serafeim, 2020. "Does easing access to foreign financing matter for firm performance?," Journal of Corporate Finance, Elsevier, vol. 64(C).
    45. Gabriele Rovigatti & Vincenzo Mollisi, 2018. "Theory and practice of total-factor productivity estimation: The control function approach using Stata," Stata Journal, StataCorp LP, vol. 18(3), pages 618-662, September.
    46. Ayed Mouelhi, Rim Ben, 2009. "Impact of the adoption of information and communication technologies on firm efficiency in the Tunisian manufacturing sector," Economic Modelling, Elsevier, vol. 26(5), pages 961-967, September.
    47. Blalock, Garrick & Gertler, Paul J., 2009. "How firm capabilities affect who benefits from foreign technology," Journal of Development Economics, Elsevier, vol. 90(2), pages 192-199, November.
    48. Xiaobo Shen & Boqiang Lin & Wei Wu, 2019. "R&D Efforts, Total Factor Productivity, and the Energy Intensity in China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 55(11), pages 2566-2588, September.
    49. Chen, Wen & Niebel, Thomas & Saam, Marianne, 2016. "Are intangibles more productive in ICT-intensive industries? Evidence from EU countries," Telecommunications Policy, Elsevier, vol. 40(5), pages 471-484.
    50. Bronwyn H. Hall & Francesca Lotti & Jacques Mairesse, 2013. "Evidence on the impact of R&D and ICT investments on innovation and productivity in Italian firms," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 22(3), pages 300-328, April.
    51. Cohen, Wesley M & Levinthal, Daniel A, 1989. "Innovation and Learning: The Two Faces of R&D," Economic Journal, Royal Economic Society, vol. 99(397), pages 569-596, September.
    52. Daniel A. Ackerberg & Kevin Caves & Garth Frazer, 2015. "Identification Properties of Recent Production Function Estimators," Econometrica, Econometric Society, vol. 83, pages 2411-2451, November.
    53. Ioannis Bournakis, 2012. "Sources of TFP growth in a framework of convergence-evidence from Greece," International Review of Applied Economics, Taylor & Francis Journals, vol. 26(1), pages 47-72, January.
    54. Ilke Van Beveren, 2012. "Total Factor Productivity Estimation: A Practical Review," Journal of Economic Surveys, Wiley Blackwell, vol. 26(1), pages 98-128, February.
    55. Charles R. Hulten, 2001. "Total Factor Productivity: A Short Biography," NBER Chapters, in: New Developments in Productivity Analysis, pages 1-54, National Bureau of Economic Research, Inc.
    56. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 317-341.
    57. Alam, Ashraful & Uddin, Moshfique & Yazdifar, Hassan & Shafique, Sujana & Lartey, Theophilus, 2020. "R&D investment, firm performance and moderating role of system and safeguard: Evidence from emerging markets," Journal of Business Research, Elsevier, vol. 106(C), pages 94-105.
    58. Blalock, Garrick & Gertler, Paul J., 2004. "Learning from exporting revisited in a less developed setting," Journal of Development Economics, Elsevier, vol. 75(2), pages 397-416, December.
    59. Wooldridge, Jeffrey M., 2009. "On estimating firm-level production functions using proxy variables to control for unobservables," Economics Letters, Elsevier, vol. 104(3), pages 112-114, September.
    60. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    61. Venturini, Francesco, 2015. "The modern drivers of productivity," Research Policy, Elsevier, vol. 44(2), pages 357-369.
    62. B Elango & Chinmay Pattnaik, 2007. "Building capabilities for international operations through networks: a study of Indian firms," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 38(4), pages 541-555, July.
    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. Saša Petković & Jelica Rastoka & Dragana Radicic, 2023. "Impact of Innovation and Exports on Productivity: Are There Complementary Effects?," Sustainability, MDPI, vol. 15(9), pages 1-22, April.
    2. Liu, Yajie & Cui, Lijuan & Xiong, Yanyan & Yao, Xianguo, 2023. "Does the development of the Internet improve the allocative efficiency of production factors? Evidence from surveys of Chinese manufacturing firms," Structural Change and Economic Dynamics, Elsevier, vol. 66(C), pages 161-174.
    3. Guo, Yan & Zhang, Haochen, 2022. "Spillovers of innovation subsidies on regional industry growth: Evidence from China," Economic Modelling, Elsevier, vol. 112(C).
    4. Khanna, Rupika & Sharma, Chandan, 2024. "Beyond information technology and productivity paradox: Analysing the channels of impact at the firm-level," Technological Forecasting and Social Change, Elsevier, vol. 203(C).
    5. Ahmad, Najid & Youjin, Liu & Žiković, Saša & Belyaeva, Zhanna, 2023. "The effects of technological innovation on sustainable development and environmental degradation: Evidence from China," Technology in Society, Elsevier, vol. 72(C).
    6. Khanna, Rupika & Sharma, Chandan, 2022. "Impact of information technology on firm performance: New evidence from Indian manufacturing," Information Economics and Policy, Elsevier, vol. 60(C).
    7. Inha Oh & Jungho Kim, 2023. "Frontiers and laggards: Which firms benefit from adopting advanced digital technologies?," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 44(2), pages 753-766, March.
    8. Saini, Seema & Ahmad, Wasim & Uddin, Gazi Salah, 2024. "Do recessions induce Schumpeterian creative destruction? Micro Evidence from India," Emerging Markets Review, Elsevier, vol. 59(C).

    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. Khanna, Rupika & Sharma, Chandan, 2024. "Beyond information technology and productivity paradox: Analysing the channels of impact at the firm-level," Technological Forecasting and Social Change, Elsevier, vol. 203(C).
    2. Sahoo, Pradipta Kumar & Rath, Badri Narayan & Le, Viet, 2022. "Nexus between export, productivity, and competitiveness in the Indian manufacturing sector," Journal of Asian Economics, Elsevier, vol. 79(C).
    3. repec:wsr:wpaper:y:2016:i:165 is not listed on IDEAS
    4. Khanna, Rupika & Sharma, Chandan, 2022. "Impact of information technology on firm performance: New evidence from Indian manufacturing," Information Economics and Policy, Elsevier, vol. 60(C).
    5. Khanna, Rupika & Sharma, Chandan, 2018. "Testing the effect of investments in IT and R&D on labour productivity: New method and evidence for Indian firms," Economics Letters, Elsevier, vol. 173(C), pages 30-34.
    6. Bruno Merlevede & Angelos Theodorakopoulos, 2018. "Productivity Effects of Internationalisation Through the Domestic Supply Chain: Evidence from Europe," Working Papers of VIVES - Research Centre for Regional Economics 627689, KU Leuven, Faculty of Economics and Business (FEB), VIVES - Research Centre for Regional Economics.
    7. Pieri, Fabio & Vecchi, Michela & Venturini, Francesco, 2018. "Modelling the joint impact of R&D and ICT on productivity: A frontier analysis approach," Research Policy, Elsevier, vol. 47(9), pages 1842-1852.
    8. Ioannis Bournakis & Mike Tsionas, 2024. "A Non‐parametric Estimation of Productivity with Idiosyncratic and Aggregate Shocks: The Role of Research and Development (R&D) and Corporate Tax," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 86(3), pages 641-671, June.
    9. Markus Eberhardt & Christian Helmers, 2010. "Untested Assumptions and Data Slicing: A Critical Review of Firm-Level Production Function Estimators," Economics Series Working Papers 513, University of Oxford, Department of Economics.
    10. Jamil, Nida & Chaudhry, Theresa Thompson & Chaudhry, Azam, 2022. "Trading textiles along the new silk route: The impact on Pakistani firms of gaining market access to China," Journal of Development Economics, Elsevier, vol. 158(C).
    11. Sharma, Chandan, 2018. "Exporting, access of foreign technology, and firms’ performance: Searching the link in Indian manufacturing," The Quarterly Review of Economics and Finance, Elsevier, vol. 68(C), pages 46-62.
    12. Bruno Merlevede & Angelos Theodorakopoulos, 2021. "Productivity effects of internationalisation through the domestic supply chain," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 36(6), pages 808-832, September.
    13. Simon Pröll & Giannis Karagiannis & Klaus Salhofer, 2019. "Advertising and Markups: The Case of the German Brewing Industry," Working Papers 732019, University of Natural Resources and Life Sciences, Vienna, Department of Economics and Social Sciences, Institute for Sustainable Economic Development.
    14. Xiuying Ma & Fei Jia & Hong Jiang & Xiangyun Xu, 2022. "The Impact of Non-R&D Intangible Capital on TFP Growth: Evidence from Multi-country Industry Level Data," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 13(4), pages 2890-2910, December.
    15. Kim, Keungoui & Bounfour, Ahmed & Nonnis, Alberto & Özaygen, Altay, 2021. "Measuring ICT externalities and their contribution to productivity: A bilateral trade based approach," Telecommunications Policy, Elsevier, vol. 45(2).
    16. Chandan Sharma, 2016. "R&D, Technology Transfer And Productivity In The Indian Pharmaceutical Industry," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 20(01), pages 1-24, January.
    17. Francesco Venturini & Ana Rincon-Aznar & Dr Michela Vecchi, 2013. "ICT as a general purpose technology: spillovers, absorptive capacity and productivity performance," National Institute of Economic and Social Research (NIESR) Discussion Papers 416, National Institute of Economic and Social Research.
    18. Quang-Thanh Ngo & Canh Thi Nguyen, 2020. "Do export transitions differently affect firm productivity? Evidence across Vietnamese manufacturing sectors," Post-Communist Economies, Taylor & Francis Journals, vol. 32(8), pages 1011-1037, November.
    19. Dobbelaere, Sabien & Kiyota, Kozo & Mairesse, Jacques, 2015. "Product and labor market imperfections and scale economies: Micro-evidence on France, Japan and the Netherlands," Journal of Comparative Economics, Elsevier, vol. 43(2), pages 290-322.
    20. Segundo Camino‐Mogro & Natalia Bermudez‐Barrezueta, 2021. "Productivity determinants in the construction sector in emerging country: New evidence from Ecuadorian firms," Review of Development Economics, Wiley Blackwell, vol. 25(4), pages 2391-2413, November.
    21. Johanna Vogel, 2015. "The two faces of R&D and human capital: Evidence from Western European regions," Papers in Regional Science, Wiley Blackwell, vol. 94(3), pages 525-551, August.

    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:eee:ecmode:v:105:y:2021:i:c:s0264999321002613. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/30411 .

    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.