Measuring the digitalisation of firms: A novel text mining approach
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- Rammer, Christian & Es-Sadki, Nordine, 2023.
"Using big data for generating firm-level innovation indicators - a literature review,"
Technological Forecasting and Social Change, Elsevier, vol. 197(C).
- Rammer, Christian & Es-Sadki, Nordine, 2022. "Using big data for generating firm-level innovation indicators: A literature review," ZEW Discussion Papers 22-007, ZEW - Leibniz Centre for European Economic Research.
- David Lenz & Peter Winker, 2020.
"Measuring the diffusion of innovations with paragraph vector topic models,"
PLOS ONE, Public Library of Science, vol. 15(1), pages 1-18, January.
- David Lenz & Peter Winker, 2018. "Measuring the Diffusion of Innovations with Paragraph Vector Topic Models," MAGKS Papers on Economics 201815, Philipps-Universität Marburg, Faculty of Business Administration and Economics, Department of Economics (Volkswirtschaftliche Abteilung).
- Janna Axenbeck & Patrick Breithaupt, 2021. "Innovation indicators based on firm websites—Which website characteristics predict firm-level innovation activity?," PLOS ONE, Public Library of Science, vol. 16(4), pages 1-23, April.
- Nicholas Bloom & Raffaella Sadun & John Van Reenen, 2012.
"Americans Do IT Better: US Multinationals and the Productivity Miracle,"
American Economic Review, American Economic Association, vol. 102(1), pages 167-201, February.
- Nick Bloom & Raffaella Sadun & John Van Reenen, 2007. "Americans Do I.T. Better: US Multinationals and the Productivity Miracle," CEP Discussion Papers dp0788, Centre for Economic Performance, LSE.
- Bloom, Nick & Sadun, Raffaella & Van Reenen, John, 2011. "Americans do I.T. better: US multinationals and the productivity miracle," LSE Research Online Documents on Economics 4555, London School of Economics and Political Science, LSE Library.
- Nicholas Bloom & Raffaella Sadun & John Van Reenen, 2007. "Americans Do I.T. Better: US Multinationals and the Productivity Miracle," NBER Working Papers 13085, National Bureau of Economic Research, Inc.
- Van Reenen, John & Bloom, Nicholas & Sadun, Raffaella, 2007. "Americans Do I.T. Better: US Multinationals and the Productivity Miracle," CEPR Discussion Papers 6291, C.E.P.R. Discussion Papers.
- Julian Oliver Dörr & Jan Kinne & David Lenz & Georg Licht & Peter Winker, 2022. "An integrated data framework for policy guidance during the coronavirus pandemic: Towards real-time decision support for economic policymakers," PLOS ONE, Public Library of Science, vol. 17(2), pages 1-30, February.
- Chris Forman & Avi Goldfarb & Shane Greenstein, 2009. "The Internet and Local Wages: Convergence or Divergence?," NBER Working Papers 14750, National Bureau of Economic Research, Inc.
- 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.
- Bronwyn H. Hall & Francesca Lotti & Jacques Mairesse, 2012. "Evidence on the impact of R&D and ICT investment on innovation and productivity in Italian firms," Temi di discussione (Economic working papers) 874, Bank of Italy, Economic Research and International Relations Area.
- Bronwyn H. Hall & Francesca Lotti & Jacques Mairesse, 2012. "Evidence on the Impact of R&D and ICT Investment on Innovation and Productivity in Italian Firms," NBER Working Papers 18053, National Bureau of Economic Research, Inc.
- 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.
- Brynjolfsson, Erik & Hitt, Lorin M., 2004. "Computing Productivity: Firm-Level Evidence," Working papers 4210-01, Massachusetts Institute of Technology (MIT), Sloan School of Management.
- Niebel, Thomas, 2018.
"ICT and economic growth – Comparing developing, emerging and developed countries,"
World Development, Elsevier, vol. 104(C), pages 197-211.
- Niebel, Thomas, 2014. "ICT and economic growth: Comparing developing, emerging and developed countries," ZEW Discussion Papers 14-117, ZEW - Leibniz Centre for European Economic Research.
- Irene Bertschek & Michael Polder & Patrick Schulte, 2019.
"ICT and resilience in times of crisis: evidence from cross-country micro moments data,"
Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 28(8), pages 759-774, November.
- Bertschek, Irene & Polder, Michael & Schulte, Patrick, 2019. "ICT and resilience in times of crisis: evidence from cross-country micro moments data," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 28(8), pages 759-774.
- Bertschek, Irene & Polder, Michael & Schulte, Patrick, 2017. "ICT and resilience in times of crisis: Evidence from cross-country micro moments data," ZEW Discussion Papers 17-030, ZEW - Leibniz Centre for European Economic Research.
- Bertschek Irene & Briglauer Wolfgang & Hüschelrath Kai & Kauf Benedikt & Niebel Thomas, 2015. "The Economic Impacts of Broadband Internet: A Survey," Review of Network Economics, De Gruyter, vol. 14(4), pages 201-227, December.
- Jacques Mairesse & Nathalie Greenan & Agnes Topiol-Bensaid, 2001.
"Information Technology and Research and Development Impacts on Productivity and Skills: Looking for Correlations on French Firm Level Data,"
NBER Working Papers
8075, National Bureau of Economic Research, Inc.
- Nathalie Greenan & Jacques Mairesse & Agnès Topiol-Bensaid, 2001. "Information Technology and Research and Developement Impacts on Productivity and Skills: Looking for Correlations on French Firm-Level Data," Working Papers hal-02104933, HAL.
- Jan Kinne & Janna Axenbeck, 2020. "Web mining for innovation ecosystem mapping: a framework and a large-scale pilot study," Scientometrics, Springer;Akadémiai Kiadó, vol. 125(3), pages 2011-2041, December.
- Bertschek, Irene & Niebel, Thomas, 2016.
"Mobile and more productive? Firm-level evidence on the productivity effects of mobile internet use,"
Telecommunications Policy, Elsevier, vol. 40(9), pages 888-898.
- Bertschek, Irene & Niebel, Thomas, 2015. "Mobile and more productive? Firm-level evidence on the productivity effects of mobile internet use," ZEW Discussion Papers 15-090, ZEW - Leibniz Centre for European Economic Research.
- Joseph E. Engelberg & Christopher A. Parsons, 2011. "The Causal Impact of Media in Financial Markets," Journal of Finance, American Finance Association, vol. 66(1), pages 67-97, February.
- Jeremy Ginsberg & Matthew H. Mohebbi & Rajan S. Patel & Lynnette Brammer & Mark S. Smolinski & Larry Brilliant, 2009. "Detecting influenza epidemics using search engine query data," Nature, Nature, vol. 457(7232), pages 1012-1014, February.
- Larsen, Vegard H. & Thorsrud, Leif A., 2019. "The value of news for economic developments," Journal of Econometrics, Elsevier, vol. 210(1), pages 203-218.
- Abdullah Gök & Alec Waterworth & Philip Shapira, 2015. "Use of web mining in studying innovation," Scientometrics, Springer;Akadémiai Kiadó, vol. 102(1), pages 653-671, January.
- 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.
- Paul C. Tetlock, 2007. "Giving Content to Investor Sentiment: The Role of Media in the Stock Market," Journal of Finance, American Finance Association, vol. 62(3), pages 1139-1168, June.
- Jan Kinne & David Lenz, 2021. "Predicting innovative firms using web mining and deep learning," PLOS ONE, Public Library of Science, vol. 16(4), pages 1-18, April.
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More about this item
Keywords
web-mining; text as data; machine learning; digitalisation;All these keywords.
JEL classification:
- C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Prediction Models; Simulation Methods
- C81 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Methodology for Collecting, Estimating, and Organizing Microeconomic Data; Data Access
- O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General
NEP fields
This paper has been announced in the following NEP Reports:- NEP-BEC-2023-02-13 (Business Economics)
- NEP-BIG-2023-02-13 (Big Data)
- NEP-CMP-2023-02-13 (Computational Economics)
- NEP-CSE-2023-02-13 (Economics of Strategic Management)
- NEP-SBM-2023-02-13 (Small Business Management)
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