IDEAS home Printed from https://ideas.repec.org/p/bol/bodewp/wp956.html
   My bibliography  Save this paper

ICT and Non-ICT investments: short and long run macro dynamics

Author

Listed:
  • F. Bacchini
  • M. E. Bontempi
  • R. Golinelli
  • C. Jona Lasinio

Abstract

In this paper, we model business investment distinguishing between ICT (communication equipment, hardware and software) and Non-ICT (machinery and equipment, and nonresidential buildings) components and taking into account asset specific characteristics potentially affecting the reactivity of capital accumulation over the business cycle. Business investment and ICT and Non-ICT assets are estimated within a VECM model to test, in a unique framework, the assumptions of the flexible accelerator model (Clark, 1944, and Koyck, 1954) and of the neoclassical model of Hall and Jorgenson (1967), as well as how financial constraints and uncertainty influence investment behaviour (Hall and Lerner, 2010, and Bloom, 2007). Our findings suggest that the long-run relationship with standard macro determinants (output and user cost) is verified for aggregate business capital stock as well as for individual Non-ICT assets but not for ICT. In the short run, liquidity is a key determinant of investment behaviour independently of the asset type. In the long-run, uncertainty significantly affects ICT. Finally, the results of the counterfactual exercises over the latest Italian recession support the idea that ICT is a key policy variable to foster the economic recovery.

Suggested Citation

  • F. Bacchini & M. E. Bontempi & R. Golinelli & C. Jona Lasinio, 2014. "ICT and Non-ICT investments: short and long run macro dynamics," Working Papers wp956, Dipartimento Scienze Economiche, Universita' di Bologna.
    • Handle: RePEc:bol:bodewp:wp956
    as

    Download full text from publisher

    File URL: http://amsacta.unibo.it/4050/1/WP956.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Francesco Venturini, 2009. "The long-run impact of ICT," Empirical Economics, Springer, vol. 37(3), pages 497-515, December.
    2. Robert S. Chirinko, 1992. "Business Fixed Investment Spending: A Critical survey of Modeling Strategies, Empirical Results, and Policy Implications," Working Papers 9213, Harris School of Public Policy Studies, University of Chicago.
    3. Dirk Czarnitzki & Andrew A. Toole, 2011. "Patent Protection, Market Uncertainty, and R&D Investment," The Review of Economics and Statistics, MIT Press, vol. 93(1), pages 147-159, February.
    4. N. Bloom, 2016. "Fluctuations in uncertainty," Voprosy Ekonomiki, NP Voprosy Ekonomiki, issue 4.
    5. Bronwyn H. Hall, 2010. "Measuring the Returns to R&D: The Depreciation Problem," NBER Chapters, in: Contributions in Memory of Zvi Griliches, pages 341-381, National Bureau of Economic Research, Inc.
    6. Hausman, Jerry, 2015. "Specification tests in econometrics," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 38(2), pages 112-134.
    7. Stephen Bond & Costas Meghir, 1994. "Dynamic Investment Models and the Firm's Financial Policy," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 61(2), pages 197-222.
    8. Maria Elena Bontempi & Jacques Mairesse, 2015. "Intangible capital and productivity at the firm level: a panel data assessment," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 24(1-2), pages 22-51, March.
    9. Stock, James H & Watson, Mark W, 1993. "A Simple Estimator of Cointegrating Vectors in Higher Order Integrated Systems," Econometrica, Econometric Society, vol. 61(4), pages 783-820, July.
    10. M. Hashem Pesaran & Yongcheol Shin & Richard J. Smith, 2001. "Bounds testing approaches to the analysis of level relationships," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 16(3), pages 289-326.
    11. Alan Carruth & Andy Dickerson & Andrew Henley, 2000. "What do We Know About Investment Under Uncertainty?," Journal of Economic Surveys, Wiley Blackwell, vol. 14(2), pages 119-154, April.
    12. Guiseppe Bertola & Ricardo J. Caballero, 1994. "Irreversibility and Aggregate Investment," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 61(2), pages 223-246.
    13. Ben S. Bernanke, 1983. "Irreversibility, Uncertainty, and Cyclical Investment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 98(1), pages 85-106.
    14. Nick Bloom, 2007. "Uncertainty and the Dynamics of R&D," American Economic Review, American Economic Association, vol. 97(2), pages 250-255, May.
    15. Luigi Guiso & Giuseppe Parigi, 1999. "Investment and Demand Uncertainty," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(1), pages 185-227.
    16. Avinash K. Dixit & Robert S. Pindyck, 1994. "Investment under Uncertainty," Economics Books, Princeton University Press, edition 1, number 5474.
    17. Leahy, John V & Whited, Toni M, 1996. "The Effect of Uncertainty on Investment: Some Stylized Facts," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 28(1), pages 64-83, February.
    18. R. Glenn Hubbard, 1998. "Capital-Market Imperfections and Investment," Journal of Economic Literature, American Economic Association, vol. 36(1), pages 193-225, March.
    19. Nick Bloom & Stephen Bond & John Van Reenen, 2007. "Uncertainty and Investment Dynamics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 74(2), pages 391-415.
    20. Mary O'Mahony & Michela Vecchi, 2005. "Quantifying the Impact of ICT Capital on Output Growth: A Heterogeneous Dynamic Panel Approach," Economica, London School of Economics and Political Science, vol. 72(288), pages 615-633, November.
    21. R?diger Bachmann & Ricardo J. Caballero & Eduardo M. R. A. Engel, 2013. "Aggregate Implications of Lumpy Investment: New Evidence and a DSGE Model," American Economic Journal: Macroeconomics, American Economic Association, vol. 5(4), pages 29-67, October.
    22. Gabe de Bondt & Marie Diron, 2008. "Investment, financing constraints and profit expectations: new macro evidence," Applied Economics Letters, Taylor & Francis Journals, vol. 15(8), pages 577-581.
    23. J. Maurice Clark, 1917. "Business Acceleration and the Law of Demand: A Technical Factor in Economic Cycles," Journal of Political Economy, University of Chicago Press, vol. 25(3), pages 217-217.
    24. Jorgenson Dale W. & Vu Khuong, 2007. "Information Technology and the World Growth Resurgence," German Economic Review, De Gruyter, vol. 8(2), pages 125-145, May.
    25. Pindyck, Robert S, 1988. "Irreversible Investment, Capacity Choice, and the Value of the Firm," American Economic Review, American Economic Association, vol. 78(5), pages 969-985, December.
    26. Bontempi, Maria Elena & Golinelli, Roberto & Parigi, Giuseppe, 2010. "Why demand uncertainty curbs investment: Evidence from a panel of Italian manufacturing firms," Journal of Macroeconomics, Elsevier, vol. 32(1), pages 218-238, March.
    27. Fabio Bacchini & Cristina Brandimarte & Piero Crivelli & Roberta De Santis & Marco Fioramanti & Alessandro Girardi & Roberto Golinelli & Cecilia Jona-Lasinio & Massimo Mancini & Carmine Pappalardo & D, 2013. "Building the core of the Istat system of models for forecasting the Italian economy: MeMo-It," Rivista di statistica ufficiale, ISTAT - Italian National Institute of Statistics - (Rome, ITALY), vol. 15(1), pages 17-45.
    28. Urbain, Jean-Pierre, 1992. "On Weak Exogeneity in Error Correction Models," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 54(2), pages 187-207, May.
    29. Parigi, Giuseppe & Siviero, Stefano, 2001. "An investment-function-based measure of capacity utilisation.: Potential output and utilised capacity in the Bank of Italy's quarterly model," Economic Modelling, Elsevier, vol. 18(4), pages 525-550, December.
    30. Dirk Czarnitzki & Hanna Hottenrott, 2011. "R&D investment and financing constraints of small and medium-sized firms," Small Business Economics, Springer, vol. 36(1), pages 65-83, January.
    31. Nicholas Bloom, 2009. "The Impact of Uncertainty Shocks," Econometrica, Econometric Society, vol. 77(3), pages 623-685, May.
    32. Tobin, James, 1969. "A General Equilibrium Approach to Monetary Theory," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 1(1), pages 15-29, February.
    33. Bronwyn H. Hall & Nathan Rosenberg (ed.), 2010. "Handbook of the Economics of Innovation," Handbook of the Economics of Innovation, Elsevier, edition 1, volume 1, number 1.
    34. Kang, Wensheng & Lee, Kiseok & Ratti, Ronald A., 2014. "Economic policy uncertainty and firm-level investment," Journal of Macroeconomics, Elsevier, vol. 39(PA), pages 42-53.
    35. 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.
    36. Pindyck, Robert S, 1991. "Irreversibility, Uncertainty, and Investment," Journal of Economic Literature, American Economic Association, vol. 29(3), pages 1110-1148, September.
    37. Johansen, Soren, 1995. "Likelihood-Based Inference in Cointegrated Vector Autoregressive Models," OUP Catalogue, Oxford University Press, number 9780198774501.
    38. Eisner, Robert, 1969. "Tax Policy and Investment Behavior: Comment," American Economic Review, American Economic Association, vol. 59(3), pages 379-388, June.
    39. Chirinko, Robert S, 1993. "Business Fixed Investment Spending: Modeling Strategies, Empirical Results, and Policy Implications," Journal of Economic Literature, American Economic Association, vol. 31(4), pages 1875-1911, December.
    40. William C. Brainard & James Tobin, 1968. "Pitfalls in Financial Model-Building," Cowles Foundation Discussion Papers 244, Cowles Foundation for Research in Economics, Yale University.
    41. Elena Bontempi & Alessandra Del Boca & Alessandra Franzosi & Marzio Galeotti & Paola Rota, 2004. "Capital Heterogenity: Does it Matter? Fundamental Q and Investment on a Panel of Italian Firms," RAND Journal of Economics, The RAND Corporation, vol. 35(4), pages 674-690, Winter.
    42. repec:bla:jecsur:v:14:y:2000:i:2:p:119-53 is not listed on IDEAS
    43. Christina D. Romer, 1990. "The Great Crash and the Onset of the Great Depression," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 105(3), pages 597-624.
    44. repec:bla:germec:v:8:y:2007:i::p:125-145 is not listed on IDEAS
    45. Goel, Rajeev K. & Ram, Rati, 2001. "Irreversibility of R&D investment and the adverse effect of uncertainty: Evidence from the OECD countries," Economics Letters, Elsevier, vol. 71(2), pages 287-291, May.
    46. Dirk Czarnitzki & Andrew A. Toole, 2013. "The R&D Investment–Uncertainty Relationship: Do Strategic Rivalry and Firm Size Matter?," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 34(1), pages 15-28, January.
    47. P. Guerrieri & M. Luciani & V. Meliciani, 2011. "The determinants of investment in information and communication technologies," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 20(4), pages 387-403.
    48. Kevin J. Stiroh & Dale W. Jorgenson, 1999. "Information Technology and Growth," American Economic Review, American Economic Association, vol. 89(2), pages 109-115, May.
    49. Hall, Bronwyn H. & Lerner, Josh, 2010. "The Financing of R&D and Innovation," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 1, chapter 0, pages 609-639, Elsevier.
    50. Robert J. Gordon & John Veitch, 1986. "Fixed Investment in the American Business Cycle, 1919-83," NBER Chapters, in: The American Business Cycle: Continuity and Change, pages 267-358, National Bureau of Economic Research, Inc.
    51. Whited, Toni M., 1994. "Problems with identifying adjustment costs from regressions of investment on q," Economics Letters, Elsevier, vol. 46(4), pages 327-332, December.
    52. Mr. Pau Rabanal & Mr. Jaewoo Lee, 2010. "Forecasting U.S. Investment," IMF Working Papers 2010/246, International Monetary Fund.
    53. Stephen R. Bond & Jason G. Cummins, 2000. "The Stock Market and Investment in the New Economy: Some Tangible Facts and Intangible Fictions," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 31(1), pages 61-124.
    54. Magda Bianco & Maria Bontempi & Roberto Golinelli & Giuseppe Parigi, 2013. "Family firms’ investments, uncertainty and opacity," Small Business Economics, Springer, vol. 40(4), pages 1035-1058, May.
    55. Granger, Clive W J & Haldrup, Niels, 1997. "Separation in Cointegrated Systems and Persistent-Transitory Decompositions," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 59(4), pages 449-463, November.
    56. Steven M. Fazzari & R. Glenn Hubbard & Bruce C. Petersen, 1988. "Financing Constraints and Corporate Investment," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 19(1), pages 141-206.
    57. Maria Elena Bontempi, 2016. "Investment--uncertainty relationship: differences between intangible and physical capital," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 25(3), pages 240-268, April.
    58. Giuseppe De Arcangelis & Cecilia Jona-Lasinio & Stefano Manzocchi, 2004. "Sectoral Determinants and Dynamics of ICT Investment in Italy," Rivista di Politica Economica, SIPI Spa, vol. 94(3), pages 119-162, May-June.
    59. Robert McDonald & Daniel Siegel, 1986. "The Value of Waiting to Invest," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 101(4), pages 707-727.
    60. Duo Qin, 2011. "Rise Of Var Modelling Approach," Journal of Economic Surveys, Wiley Blackwell, vol. 25(1), pages 156-174, February.
    61. Robert J. Gordon, 1986. "The American Business Cycle: Continuity and Change," NBER Books, National Bureau of Economic Research, Inc, number gord86-1.
    62. Dirk Czarnitzki & Andrew Toole, 2007. "Business R&D and the Interplay of R&D Subsidies and Product Market Uncertainty," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 31(3), pages 169-181, November.
    63. Peter K. Clark, 1979. "Investment in the 1970s: Theory, Performance, and Prediction," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 10(1), pages 73-124.
    64. Himmelberg, Charles P & Petersen, Bruce C, 1994. "R&D and Internal Finance: A Panel Study of Small Firms in High-Tech Industries," The Review of Economics and Statistics, MIT Press, vol. 76(1), pages 38-51, February.
    65. Polder, Michael & Leeuwen, George van & Mohnen, Pierre & Raymond, Wladimir, 2009. "Productivity effects of innovation modes," MPRA Paper 18893, University Library of Munich, Germany.
    66. Gaiotti, Eugenio, 2013. "Credit availability and investment: Lessons from the “great recession”," European Economic Review, Elsevier, vol. 59(C), pages 212-227.
    67. David Greasley & Jakob B. Madsen, 2006. "Investment and Uncertainty: Precipitating the Great Depression in the United States," Economica, London School of Economics and Political Science, vol. 73(291), pages 393-412, August.
    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. Hoda Mansour, 2022. "The impact of ICT capital growth on economic growth: the case of Egypt," Zbornik radova Ekonomskog fakulteta u Rijeci/Proceedings of Rijeka Faculty of Economics, University of Rijeka, Faculty of Economics and Business, vol. 40(2), pages 375-394.

    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 Bacchini & Maria Elena Bontempi & Roberto Golinelli & Cecilia Jona-Lasinio, 2018. "Short- and long-run heterogeneous investment dynamics," Empirical Economics, Springer, vol. 54(2), pages 343-378, March.
    2. Maria Elena Bontempi, 2016. "Investment--uncertainty relationship: differences between intangible and physical capital," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 25(3), pages 240-268, April.
    3. Gabriel P. Mathy, 2020. "How much did uncertainty shocks matter in the Great Depression?," Cliometrica, Springer;Cliometric Society (Association Francaise de Cliométrie), vol. 14(2), pages 283-323, May.
    4. Ahsan Abbas & Eatzaz Ahmed & Fazal Husain, 2019. "Political and Economic Uncertainty and Investment Behaviour in Pakistan," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 58(3), pages 307-331.
    5. Marina Riem, 2016. "Corporate investment decisions under political uncertainty," ifo Working Paper Series 221, ifo Institute - Leibniz Institute for Economic Research at the University of Munich.
    6. Morikawa, Masayuki, 2016. "Business uncertainty and investment: Evidence from Japanese companies," Journal of Macroeconomics, Elsevier, vol. 49(C), pages 224-236.
    7. Henriques, Irene & Sadorsky, Perry, 2011. "The effect of oil price volatility on strategic investment," Energy Economics, Elsevier, vol. 33(1), pages 79-87, January.
    8. Binding, Garret & Dibiasi, Andreas, 2017. "Exchange rate uncertainty and firm investment plans evidence from Swiss survey data," Journal of Macroeconomics, Elsevier, vol. 51(C), pages 1-27.
    9. Bontempi, Maria Elena & Golinelli, Roberto & Parigi, Giuseppe, 2010. "Why demand uncertainty curbs investment: Evidence from a panel of Italian manufacturing firms," Journal of Macroeconomics, Elsevier, vol. 32(1), pages 218-238, March.
    10. Chirinko, Robert S. & Schaller, Huntley, 2009. "The irreversibility premium," Journal of Monetary Economics, Elsevier, vol. 56(3), pages 390-408, April.
    11. Morikawa, Masayuki, 2019. "Uncertainty over production forecasts: An empirical analysis using monthly quantitative survey data," Journal of Macroeconomics, Elsevier, vol. 60(C), pages 163-179.
    12. Panagiotidis, Theodore & Printzis, Panagiotis, 2020. "What is the investment loss due to uncertainty?," Global Finance Journal, Elsevier, vol. 45(C).
    13. Daniel Dejuán & Corinna Ghirelli, 2018. "Policy uncertainty and investment in Spain," Working Papers 1848, Banco de España.
    14. Klaus Abberger & Andreas Dibiasi & Michael Siegenthaler & Jan-Egbert Sturm, 2016. "The Effect of Policy Uncertainty on Investment Plans," KOF Working papers 16-406, KOF Swiss Economic Institute, ETH Zurich.
    15. Schulte, Reinhard, 2018. "New venture investing trajectories: A large scale longitudinal study," Lüneburger Beiträge zur Gründungsforschung 13, Leuphana University of Lüneburg, Department of Entrepreneurship & Start-up Management.
    16. Klaus Abberger & Andreas Dibiasi & Michael Siegenthaler & Jan-Egbert Sturm, 2016. "The Effect of Policy Uncertainty on Investment Plans: Evidence from the Unexpected Acceptance of a Far-Reaching Referendum in Switzerland," CESifo Working Paper Series 5887, CESifo.
    17. Magda Bianco & Maria Bontempi & Roberto Golinelli & Giuseppe Parigi, 2013. "Family firms’ investments, uncertainty and opacity," Small Business Economics, Springer, vol. 40(4), pages 1035-1058, May.
    18. Masayuki Morikawa, 2016. "What Types of Policy Uncertainties Matter for Business?," Pacific Economic Review, Wiley Blackwell, vol. 21(5), pages 527-540, December.
    19. Ilyas, Muhammad & Khan, Aamir & Nadeem, Muhammad & Suleman, Muhammad Tahir, 2021. "Economic policy uncertainty, oil price shocks and corporate investment: Evidence from the oil industry," Energy Economics, Elsevier, vol. 97(C).
    20. Matthieu Bussière & Laurent Ferrara & Juliana Milovich, 2017. "Explaining the recent slump in investment: the role of expected demand and uncertainty," Rue de la Banque, Banque de France, issue 44, may..

    More about this item

    JEL classification:

    • C52 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Evaluation, Validation, and Selection
    • C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Prediction Models; Simulation Methods
    • E22 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Investment; Capital; Intangible Capital; Capacity
    • E50 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - General

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:bol:bodewp:wp956. 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: Dipartimento Scienze Economiche, Universita' di Bologna (email available below). General contact details of provider: https://edirc.repec.org/data/sebolit.html .

    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.