IDEAS home Printed from https://ideas.repec.org/a/eee/tefoso/v203y2024ics0040162524001653.html
   My bibliography  Save this article

Beyond information technology and productivity paradox: Analysing the channels of impact at the firm-level

Author

Listed:
  • Khanna, Rupika
  • Sharma, Chandan

Abstract

This paper explores the effects of innovational investments in information technology (IT) on the productivity performance of firms. We employ a micro-level dataset of 3582 firms from Indian manufacturing spanning 1998 to 2016 to identify some critical channels through which IT investments may impact productivity. We find a significant impact of inter-industry network spillovers, suggesting that the convenience drawn from IT assets transmits to firms in other sectors of the economy without the recipient firms paying for it. These spillovers are higher for firms in the top 50 percentile of the industry in terms of their IT assets. Our results also show strong complementarities between IT, R&D, and disembodied technology purchased by the firm. We find that these technological inputs offer a synergistic effect on productivity. Our results also highlighted that these synergies vary by ownership and export status. IT also seems to mitigate the diminishing gains to R&D as firms scale their R&D effort. Overall, we show that IT investments not only provide crucial productivity returns but also synergize other technological investments to produce superior overall gains.

Suggested Citation

  • 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).
  • Handle: RePEc:eee:tefoso:v:203:y:2024:i:c:s0040162524001653
    DOI: 10.1016/j.techfore.2024.123369
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0040162524001653
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.techfore.2024.123369?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. 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.
    2. Shqipe Gërguri-Rashiti & Veland Ramadani & Hyrije Abazi-Alili & Léo-Paul Dana & Vanessa Ratten, 2017. "ICT, Innovation and Firm Performance: The Transition Economies Context," Post-Print hal-02008550, HAL.
    3. Stephen Bond & Måns Söderbom, 2005. "Adjustment Costs and the Identification of Cobb Douglas Production Functions," Economics Papers 2005-W04, Economics Group, Nuffield College, University of Oxford.
    4. Holger Görg & David Greenaway, 2016. "Much Ado about Nothing? Do Domestic Firms Really Benefit from Foreign Direct Investment?," World Scientific Book Chapters, in: MULTINATIONAL ENTERPRISES AND HOST COUNTRY DEVELOPMENT Volume 53: World Scientific Studies in International Economics, chapter 9, pages 163-189, World Scientific Publishing Co. Pte. Ltd..
    5. Sharma Shruti & Singh, Nirvikar, 2013. "Information Technology and Productivity in Indian Manufacturing," India Policy Forum, National Council of Applied Economic Research, vol. 9(1), pages 189-238.
    6. Nathalie Greenana & Jacques Mairesse, 2000. "Computers And Productivity In France: Some Evidence," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 9(3), pages 275-315.
    7. 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.
    8. Cette, Gilbert & Devillard, Aurélien & Spiezia, Vincenzo, 2021. "The contribution of robots to productivity growth in 30 OECD countries over 1975–2019," Economics Letters, Elsevier, vol. 200(C).
    9. Mendi, Pedro, 2007. "Trade in disembodied technology and total factor productivity in OECD countries," Research Policy, Elsevier, vol. 36(1), pages 121-133, February.
    10. Francisco Alcalá & Antonio Ciccone, 2004. "Trade and Productivity," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(2), pages 613-646.
    11. T. Ravichandran & Shu Han & Sunil Mithas, 2017. "Mitigating Diminishing Returns to R&D: The Role of Information Technology in Innovation," Information Systems Research, INFORMS, vol. 28(4), pages 812-827, December.
    12. Daron Acemoglu & David Autor & David Dorn & Gordon H. Hanson & Brendan Price, 2014. "Return of the Solow Paradox? IT, Productivity, and Employment in US Manufacturing," American Economic Review, American Economic Association, vol. 104(5), pages 394-399, May.
    13. 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.
    14. Lee Branstetter, 1998. "Looking for International Knowledge Spillovers: A Review of the Literature with Suggestions for New Approaches," Annals of Economics and Statistics, GENES, issue 49-50, pages 517-540.
    15. 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.
    16. Haidar, Jamal Ibrahim, 2012. "Trade and productivity: Self-selection or learning-by-exporting in India," Economic Modelling, Elsevier, vol. 29(5), pages 1766-1773.
    17. Concetta Castiglione, 2012. "Technical efficiency and ICT investment in Italian manufacturing firms," Applied Economics, Taylor & Francis Journals, vol. 44(14), pages 1749-1763, May.
    18. Chang-Tai Hsieh & Peter J. Klenow, 2009. "Misallocation and Manufacturing TFP in China and India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(4), pages 1403-1448.
    19. David Roodman, 2009. "How to do xtabond2: An introduction to difference and system GMM in Stata," Stata Journal, StataCorp LP, vol. 9(1), pages 86-136, March.
    20. Michael Bruno, 1984. "Raw Materials, Profits, and the Productivity Slowdown," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 99(1), pages 1-29.
    21. John Bound & Clint Cummins & Zvi Griliches & Bronwyn H. Hall & Adam B. Jaffe, 1984. "Who Does R&D and Who Patents?," NBER Chapters, in: R&D, Patents, and Productivity, pages 21-54, National Bureau of Economic Research, Inc.
    22. Dale W. Jorgenson & Kevin J. Stiroh, 2000. "Raising the Speed Limit: U.S. Economic Growth in the Information Age," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 31(1), pages 125-236.
    23. Rana Hasan & Devashish Mitra & Asha Sundaram, 2013. "What explains the high capital intensity of Indian manufacturing?," Indian Growth and Development Review, Emerald Group Publishing, vol. 6(2), pages 212 - 241, October.
    24. Marcel P. Timmer & Bart van Ark, 2005. "Does information and communication technology drive EU-US productivity growth differentials?," Oxford Economic Papers, Oxford University Press, vol. 57(4), pages 693-716, October.
    25. Sandra E. Black & Lisa M. Lynch, 2001. "How To Compete: The Impact Of Workplace Practices And Information Technology On Productivity," The Review of Economics and Statistics, MIT Press, vol. 83(3), pages 434-445, August.
    26. Miozzo, Marcela & Walsh, Vivien, 2006. "International Competitiveness and Technological Change," OUP Catalogue, Oxford University Press, number 9780199259243.
    27. 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.
    28. Katz, Michael L & Shapiro, Carl, 1985. "Network Externalities, Competition, and Compatibility," American Economic Review, American Economic Association, vol. 75(3), pages 424-440, June.
    29. Dalenogare, Lucas Santos & Benitez, Guilherme Brittes & Ayala, Néstor Fabián & Frank, Alejandro Germán, 2018. "The expected contribution of Industry 4.0 technologies for industrial performance," International Journal of Production Economics, Elsevier, vol. 204(C), pages 383-394.
    30. Edquist, Harald & Henrekson, Magnus, 2017. "Swedish lessons: How important are ICT and R&D to economic growth?," Structural Change and Economic Dynamics, Elsevier, vol. 42(C), pages 1-12.
    31. T. D. Stanley & Hristos Doucouliagos & Piers Steel, 2018. "Does Ict Generate Economic Growth? A Meta†Regression Analysis," Journal of Economic Surveys, Wiley Blackwell, vol. 32(3), pages 705-726, July.
    32. Wilson, Daniel J., 2009. "IT and Beyond: The Contribution of Heterogeneous Capital to Productivity," Journal of Business & Economic Statistics, American Statistical Association, vol. 27, pages 52-70.
    33. Sun, Zhe & Zhao, Liang & Kaur, Puneet & Islam, Nazrul & Dhir, Amandeep, 2023. "Theorizing the relationship between the digital economy and firm productivity: The idiosyncrasies of firm-specific contexts," Technological Forecasting and Social Change, Elsevier, vol. 189(C).
    34. Bart Van Ark, 2002. "Measuring The New Economy: An International Comparative Perspective," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 48(1), pages 1-14, March.
    35. 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.
    36. Ballestar, María Teresa & Díaz-Chao, Ángel & Sainz, Jorge & Torrent-Sellens, Joan, 2021. "Impact of robotics on manufacturing: A longitudinal machine learning perspective," Technological Forecasting and Social Change, Elsevier, vol. 162(C).
    37. Ahamed, M. Mostak & Luintel, Kul B. & Mallick, Sushanta K., 2023. "Does local knowledge spillover matter for firm productivity? The role of financial access and corporate governance," Research Policy, Elsevier, vol. 52(8).
    38. Polák, Petr, 2017. "The productivity paradox: A meta-analysis," Information Economics and Policy, Elsevier, vol. 38(C), pages 38-54.
    39. 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.
    40. Howitt, Peter & Aghion, Philippe, 1998. "Capital Accumulation and Innovation as Complementary Factors in Long-Run Growth," Journal of Economic Growth, Springer, vol. 3(2), pages 111-130, June.
    41. Rachel Griffith & Stephen Redding & John Van Reenen, 2003. "R&D and Absorptive Capacity: Theory and Empirical Evidence," Scandinavian Journal of Economics, Wiley Blackwell, vol. 105(1), pages 99-118, March.
    42. 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.
    43. 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.
    44. D. W. Jorgenson & Z. Griliches, 1967. "The Explanation of Productivity Change," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 34(3), pages 249-283.
    45. Sanjeev Dewan & Kenneth L. Kraemer, 2000. "Information Technology and Productivity: Evidence from Country-Level Data," Management Science, INFORMS, vol. 46(4), pages 548-562, April.
    46. Kevin J. Stiroh, 2002. "Are ICT Spillovers Driving the New Economy?," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 48(1), pages 33-57, March.
    47. 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.
    48. 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.
    49. Khanna, Rupika & Sharma, Chandan, 2021. "Do technological investments promote manufacturing productivity? A firm-level analysis for India," Economic Modelling, Elsevier, vol. 105(C).
    50. Landon Kleis & Paul Chwelos & Ronald V. Ramirez & Iain Cockburn, 2012. "Information Technology and Intangible Output: The Impact of IT Investment on Innovation Productivity," Information Systems Research, INFORMS, vol. 23(1), pages 42-59, March.
    51. Rana Hasan & Devashish Mitra & Asha Sundaram, 2013. "What explains the high capital intensity of Indian manufacturing?," Indian Growth and Development Review, Emerald Group Publishing Limited, vol. 6(2), pages 212-241, November.
    52. 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.
    53. Petia Topalova & Amit Khandelwal, 2011. "Trade Liberalization and Firm Productivity: The Case of India," The Review of Economics and Statistics, MIT Press, vol. 93(3), pages 995-1009, August.
    54. Ballestar, María Teresa & Díaz-Chao, Ángel & Sainz, Jorge & Torrent-Sellens, Joan, 2020. "Knowledge, robots and productivity in SMEs: Explaining the second digital wave," Journal of Business Research, Elsevier, vol. 108(C), pages 119-131.
    55. 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.
    56. Camiña, Ester & Díaz-Chao, Ángel & Torrent-Sellens, Joan, 2020. "Automation technologies: Long-term effects for Spanish industrial firms," Technological Forecasting and Social Change, Elsevier, vol. 151(C).
    57. Stefan Schweikl & Robert Obermaier, 2020. "Lessons from three decades of IT productivity research: towards a better understanding of IT-induced productivity effects," Management Review Quarterly, Springer, vol. 70(4), pages 461-507, November.
    58. Prasanna Tambe & Lorin M. Hitt, 2012. "The Productivity of Information Technology Investments: New Evidence from IT Labor Data," Information Systems Research, INFORMS, vol. 23(3-part-1), pages 599-617, September.
    59. Robert C. Kloosterman, 2008. "Walls and bridges: knowledge spillover between 'superdutch' architectural firms," Journal of Economic Geography, Oxford University Press, vol. 8(4), pages 545-563, July.
    60. Pierre Mohnen & Michael Polder & George van Leeuwen, 2018. "ICT, R&D and Organizational Innovation: Exploring Complementarities in Investment and Production," NBER Working Papers 25044, National Bureau of Economic Research, Inc.
    61. Shyamal K. Chowdhury, 2006. "Investments in ICT-capital and economic performance of small and medium scale enterprises in East Africa," Journal of International Development, John Wiley & Sons, Ltd., vol. 18(4), pages 533-552.
    62. Bin, Guo, 2008. "Technology acquisition channels and industry performance: An industry-level analysis of Chinese large- and medium-size manufacturing enterprises," Research Policy, Elsevier, vol. 37(2), pages 194-209, March.
    63. Vania Sena, 2004. "The Return of the Prince of Denmark: A Survey on Recent Developments in the Economics of Innovation," Economic Journal, Royal Economic Society, vol. 114(496), pages 312-332, June.
    64. Rana Hasan & Devashish Mitra & Asha Sundaram, 2013. "What explains the high capital intensity of Indian manufacturing?," Indian Growth and Development Review, Emerald Group Publishing Limited, vol. 6(2), pages 212-241, November.
    65. 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.
    66. Gaglio, Cyrielle & Kraemer-Mbula, Erika & Lorenz, Edward, 2022. "The effects of digital transformation on innovation and productivity: Firm-level evidence of South African manufacturing micro and small enterprises," Technological Forecasting and Social Change, Elsevier, vol. 182(C).
    67. Roberts, Mark J & Tybout, James R, 1997. "The Decision to Export in Colombia: An Empirical Model of Entry with Sunk Costs," American Economic Review, American Economic Association, vol. 87(4), pages 545-564, September.
    68. Mahmood Hajli & Julian M. Sims & Valisher Ibragimov, 2015. "Information technology (IT) productivity paradox in the 21st century," International Journal of Productivity and Performance Management, Emerald Group Publishing Limited, vol. 64(4), pages 457-478, April.
    69. 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.
    70. repec:adr:anecst:y:1998:i:49-50:p:20 is not listed on IDEAS
    71. Venturini, Francesco, 2015. "The modern drivers of productivity," Research Policy, Elsevier, vol. 44(2), pages 357-369.
    72. K. D. Joshi & Lei Chi & Avimanyu Datta & Shu Han, 2010. "Changing the Competitive Landscape: Continuous Innovation Through IT-Enabled Knowledge Capabilities," Information Systems Research, INFORMS, vol. 21(3), pages 472-495, September.
    73. Stephen Bond & Måns Söderbom, 2005. "Adjustment Costs and the Identification of Cobb Douglas Production Functions," Economics Series Working Papers 2005-W04, University of Oxford, Department of Economics.
    Full references (including those not matched with items on IDEAS)

    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, 2022. "Impact of information technology on firm performance: New evidence from Indian manufacturing," Information Economics and Policy, Elsevier, vol. 60(C).
    2. Khanna, Rupika & Sharma, Chandan, 2021. "Do technological investments promote manufacturing productivity? A firm-level analysis for India," Economic Modelling, Elsevier, vol. 105(C).
    3. Stefan Schweikl & Robert Obermaier, 2020. "Lessons from three decades of IT productivity research: towards a better understanding of IT-induced productivity effects," Management Review Quarterly, Springer, vol. 70(4), pages 461-507, November.
    4. Mirko Draca & Raffaella Sadun & John Van Reenen, 2006. "Productivity and ICT: A Review of the Evidence," CEP Discussion Papers dp0749, Centre for Economic Performance, LSE.
    5. 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.
    6. repec:wsr:wpaper:y:2016:i:165 is not listed on IDEAS
    7. Konings, Jozef & Dhyne, Emmanuel & Van den bosch, Jeroen & ,, 2018. "The Return on Information Technology: Who Benefits Most?," CEPR Discussion Papers 13246, C.E.P.R. Discussion Papers.
    8. Emannuel Dhyne & Joep Konings & Joep Konings & Stijn Vanormelingen,, 2018. "IT and productivity: A firm level analysis," Working Paper Research 346, National Bank of Belgium.
    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. Ronald Ravinesh Kumar & Peter Josef Stauvermann & Nikeel Kumar & Syed Jawad Hussain Shahzad, 2019. "Exploring the effect of ICT and tourism on economic growth: a study of Israel," Economic Change and Restructuring, Springer, vol. 52(3), pages 221-254, August.
    11. 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).
    12. 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.
    13. Wilson, Daniel J., 2009. "IT and Beyond: The Contribution of Heterogeneous Capital to Productivity," Journal of Business & Economic Statistics, American Statistical Association, vol. 27, pages 52-70.
    14. 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.
    15. Francesco Venturini, 2009. "The long-run impact of ICT," Empirical Economics, Springer, vol. 37(3), pages 497-515, December.
    16. 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.
    17. Prasanna Tambe & Lorin M. Hitt, 2014. "Job Hopping, Information Technology Spillovers, and Productivity Growth," Management Science, INFORMS, vol. 60(2), pages 338-355, February.
    18. Ajoy Ketan Sarangi & Rudra Prakash Pradhan, 2020. "ICT infrastructure and economic growth: a critical assessment and some policy implications," DECISION: Official Journal of the Indian Institute of Management Calcutta, Springer;Indian Institute of Management Calcutta, vol. 47(4), pages 363-383, December.
    19. Eric J. Bartelsman & Martin Falk & Eva Hagsten & Michael Polder, 2019. "Productivity, technological innovations and broadband connectivity: firm-level evidence for ten European countries," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 9(1), pages 25-48, March.
    20. Hüseyin Taştan & Feride Gönel, 2020. "ICT labor, software usage, and productivity: firm-level evidence from Turkey," Journal of Productivity Analysis, Springer, vol. 53(2), pages 265-285, April.
    21. Parteka, Aleksandra & Kordalska, Aleksandra, 2023. "Artificial intelligence and productivity: global evidence from AI patent and bibliometric data," Technovation, Elsevier, vol. 125(C).

    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:tefoso:v:203:y:2024:i:c:s0040162524001653. 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.sciencedirect.com/science/journal/00401625 .

    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.