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Intangible Capital And U.S. Economic Growth

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Cited by:

  1. Mariela Dal Borgo & Peter Goodridge & Jonathan Haskel & Annarosa Pesole, 2013. "Productivity and Growth in UK Industries: An Intangible Investment Approach," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 75(6), pages 806-834, December.
  2. Corinne Perraudin & Héloïse Petit, & Antoine Rebérioux, 2013. "Worker Information and Firm Disclosure Analysis on French Linked Employer–Employee Data," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 52(1), pages 134-161, January.
  3. Dutz, Mark A. & Kannebley, Sergio Jr. & Scarpelli, Maira & Sharma, Siddharth, 2012. "Measuring intangible assets in an emerging market economy: an application to Brazil," Policy Research Working Paper Series 6142, The World Bank.
  4. Arrighetti, Alessandro & Landini, Fabio & Lasagni, Andrea, 2014. "Intangible assets and firm heterogeneity: Evidence from Italy," Research Policy, Elsevier, vol. 43(1), pages 202-213.
  5. Charles-Henri DI MARIA & Chiara PERONI, 2012. "Unit labor cost and productivity recovery under non neutral technical change," LEO Working Papers / DR LEO 1734, Orleans Economics Laboratory / Laboratoire d'Economie d'Orleans (LEO), University of Orleans.
  6. Kathleen Kahle & René M. Stulz, 2016. "Is the U.S. public corporation in trouble?," NBER Working Papers 22857, National Bureau of Economic Research, Inc.
  7. Derya Fındık & Aysıt Tansel, 2013. "Intangible investment and Technical efficiency: The case of software-intensive manufacturing firms in Turkey," EY International Congress on Economics I (EYC2013), October 24-25, 2013, Ankara, Turkey 235, Ekonomik Yaklasim Association.
  8. Dinlersoz, Emin & Greenwood, Jeremy, 2016. "The rise and fall of unions in the United States," Journal of Monetary Economics, Elsevier, vol. 83(C), pages 129-146.
  9. repec:spr:jknowl:v:8:y:2017:i:4:d:10.1007_s13132-016-0355-y is not listed on IDEAS
  10. Roberta Benini, 2016. "Some key policy issues related to technology change, knowledge and absorption capacities in a country comparison perspective," Economic Change and Restructuring, Springer, vol. 49(2), pages 95-112, August.
  11. Antonio Falato & Dalida Kadyrzhanova & Jae W. Sim, 2013. "Rising intangible capital, shrinking debt capacity, and the US corporate savings glut," Finance and Economics Discussion Series 2013-67, Board of Governors of the Federal Reserve System (U.S.).
  12. 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.
  13. Bloom, Nicholas & Van Reenen, John, 2011. "Human Resource Management and Productivity," Handbook of Labor Economics, Elsevier.
  14. Glass, Anthony J. & Kenjegalieva, Karligash & Sickles, Robin C. & Weyman-Jones, Thomas, 2016. "The Spatial Efficiency Multiplier and Random Effects in Spatial Stochastic Frontier Models," Working Papers 16-002, Rice University, Department of Economics.
  15. Nicholas Oulton & María Sebastiá-Barriel, 2013. "Long and Short-Term Effects of the Financial Crisis on Labour Productivity, Capital and Output," CEP Discussion Papers dp1185, Centre for Economic Performance, LSE.
  16. Charles-Henri DI MARIA & Chiara PERONI, 2012. "A new unit labour cost changes decomposition Four pillars of cost competitiveness recovery," LEO Working Papers / DR LEO 179, Orleans Economics Laboratory / Laboratoire d'Economie d'Orleans (LEO), University of Orleans.
  17. Oulton, Nicholas & Wallis, Gavin, 2016. "Capital stocks and capital services: Integrated and consistent estimates for the United Kingdom, 1950–2013," Economic Modelling, Elsevier, vol. 54(C), pages 117-125.
  18. Ellen R. McGrattan & Edward C. Prescott, 2012. "The Labor Productivity Puzzle," Book Chapters,in: Lee E. Ohanian & John B. Taylor & Ian J. Wright (ed.), Government Policies and the Delayed Economic Recovery, chapter 6 Hoover Institution, Stanford University.
  19. HOSONO Kaoru & MIYAKAWA Daisuke & TAKIZAWA Miho & YAMANOUCHI Kenta, 2016. "Complementarity and Substitutability between Tangible and Intangible Capital: Evidence from Japanese firm-level data," Discussion papers 16024, Research Institute of Economy, Trade and Industry (RIETI).
  20. Nicholas Oulton, 2012. "Hooray for GDP!," CentrePiece - The Magazine for Economic Performance 383, Centre for Economic Performance, LSE.
  21. repec:eee:streco:v:42:y:2017:i:c:p:1-12 is not listed on IDEAS
  22. Giglio, Stefano & Severo, Tiago, 2012. "Intangible capital, relative asset shortages and bubbles," Journal of Monetary Economics, Elsevier, vol. 59(3), pages 303-317.
  23. Millard, Stephen & Nicolae, Anamaria, 2014. "The effect of the financial crisis on TFP growth: a general equilibrium approach," Bank of England working papers 502, Bank of England.
  24. Chen, Ping-Chuan & Hung, Shiu-Wan, 2016. "An actor-network perspective on evaluating the R&D linking efficiency of innovation ecosystems," Technological Forecasting and Social Change, Elsevier, vol. 112(C), pages 303-312.
  25. repec:nsr:escoed:escoe-dp-2017-02 is not listed on IDEAS
  26. Hiroki Arato & Katsunori Yamada, 2012. "Japan's Intangible Capital and Valuation of Corporations in a Neoclassical Framework," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 15(4), pages 459-478, October.
  27. Zona, Fabio, 2016. "Agency models in different stages of CEO tenure: The effects of stock options and board independence on R&D investment," Research Policy, Elsevier, vol. 45(2), pages 560-575.
  28. Raven Molloy & Christopher L. Smith & Abigail Wozniak, 2017. "Job Changing and the Decline in Long-Distance Migration in the United States," Demography, Springer;Population Association of America (PAA), vol. 54(2), pages 631-653, April.
  29. Giammario Impullitti & Omar Licandro, 2010. "Trade, Firm Selection, and Innovation: the Competition Channel," Working Papers 495, Barcelona Graduate School of Economics.
  30. Cristiano Antonelli & Alessandra Colombelli, 2011. "The generation and exploitation of technological change: market value and total factor productivity," The Journal of Technology Transfer, Springer, vol. 36(4), pages 353-382, August.
  31. Haskel, Jonathan & Wallis, Gavin, 2013. "Public support for innovation, intangible investment and productivity growth in the UK market sector," Economics Letters, Elsevier, vol. 119(2), pages 195-198.
  32. Muendler, Marc-Andreas & Rauch, James E. & Tocoian, Oana, 2012. "Employee spinoffs and other entrants: Stylized facts from Brazil," International Journal of Industrial Organization, Elsevier, vol. 30(5), pages 447-458.
  33. Edquist, Harald, 2011. "Intangible Investment and the Swedish Manufacturing and Service Sector Paradox," Working Paper Series 863, Research Institute of Industrial Economics.
  34. Nicholas Oulton, 2016. "The Mystery of TFP," International Productivity Monitor, Centre for the Study of Living Standards, vol. 31, pages 68-87, Fall.
  35. Otsu, Keisuke & Saito, Masashi, 2013. "Organizational dynamics and aggregate fluctuations: The role of financial relationships," Journal of Economic Dynamics and Control, Elsevier, vol. 37(12), pages 3044-3058.
  36. Montresor, Sandro & Vezzani, Antonio, 2015. "The production function of top R&D investors: Accounting for size and sector heterogeneity with quantile estimations," Research Policy, Elsevier, vol. 44(2), pages 381-393.
  37. Desmarchelier, Benoît & Djellal, Faridah & Gallouj, Faïz, 2013. "Knowledge intensive business services and long term growth," Structural Change and Economic Dynamics, Elsevier, vol. 25(C), pages 188-205.
  38. Qiu, Jiaping & Wan, Chi, 2015. "Technology spillovers and corporate cash holdings," Journal of Financial Economics, Elsevier, vol. 115(3), pages 558-573.
  39. Andrew Atkeson & Ariel Burstein, 2011. "Aggregate implications of innovation policy," Staff Report 459, Federal Reserve Bank of Minneapolis.
  40. Matthias Figo & Peter Mayerhofer, 2015. "Strukturwandel und regionales Wachstum - wissensintensive Unternehmensdienste als Wachstumsmotor?," Working Paper Reihe der AK Wien - Materialien zu Wirtschaft und Gesellschaft 145, Kammer für Arbeiter und Angestellte für Wien, Abteilung Wirtschaftswissenschaft und Statistik.
  41. repec:aei:rpaper:37301 is not listed on IDEAS
  42. Oulton, Nicholas, 2013. "Medium and long run prospects for UK growth in the aftermathof the financial crisis," LSE Research Online Documents on Economics 58239, London School of Economics and Political Science, LSE Library.
  43. Jung, Hyun-Joon & Na, Kyoung-Youn & Yoon, Chang-Ho, 2013. "The role of ICT in Korea’s economic growth: Productivity changes across industries since the 1990s," Telecommunications Policy, Elsevier, vol. 37(4), pages 292-310.
  44. Emanuela Marrocu & Raffaele Paci & Marco Pontis, 2012. "Intangible capital and firms' productivity," Industrial and Corporate Change, Oxford University Press, vol. 21(2), pages 377-402, April.
  45. De, Supriyo, 2014. "Intangible capital and growth in the ‘new economy’: Implications of a multi-sector endogenous growth model," Structural Change and Economic Dynamics, Elsevier, vol. 28(C), pages 25-42.
  46. Falato, Antonio & Sim, Jae W., 2014. "Why Do Innovative Firms Hold So Much Cash? Evidence from Changes in State R&D Tax Credits," Finance and Economics Discussion Series 2014-72, Board of Governors of the Federal Reserve System (U.S.).
  47. Hall, Bronwyn H. & Mairesse, Jacques & Mohnen, Pierre, 2010. "Measuring the Returns to R&D," Handbook of the Economics of Innovation, Elsevier.
  48. Carol A. Corrado & Charles R. Hulten, 2014. "Financial Intermediation in the National Accounts: Asset Valuation, Intermediation, and Tobin′s q," NBER Chapters,in: Measuring Wealth and Financial Intermediation and Their Links to the Real Economy, pages 125-147 National Bureau of Economic Research, Inc.
  49. Berger Florian, 2012. "Measuring the Knowledge Economy – Intangible Spending and Investment in Germany," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 232(1), pages 12-30, February.
  50. Ufuk Akcigit & Murat Alp Celik & Jeremy Greenwood, 2016. "Buy, Keep, or Sell: Economic Growth and the Market for Ideas," Econometrica, Econometric Society, vol. 84, pages 943-984, May.
  51. Asplund, Rita & Napari, Sami, 2011. "Intangible capital and wages: An analysis of wage gaps across occupations and genders in Czech Republic, Finland and Norway," Discussion Papers 1248, The Research Institute of the Finnish Economy.
  52. Kyoji Fukao, 2013. "Explaining Japan's Unproductive Two Decades," Asian Economic Policy Review, Japan Center for Economic Research, vol. 8(2), pages 193-213, December.
  53. Gunn, Christopher M., 2015. "Animal spirits as an engine of boom-busts and throttle of productivity growth," Journal of Economic Dynamics and Control, Elsevier, vol. 57(C), pages 24-53.
  54. David M. Byrne & Stephen D. Oliner & Daniel E. Sichel, 2013. "Is the Information Technology Revolution Over?," International Productivity Monitor, Centre for the Study of Living Standards, vol. 25, pages 20-36, Spring.
  55. Nicholas Oulton & Gavin Wallis, 2015. "Integrated Estimates of Capital Stocks and Services for the United Kingdom: 1950-2013," CEP Discussion Papers dp1342, Centre for Economic Performance, LSE.
  56. Damiani, Mirella & Pompei, Fabrizio & Ricci, Andrea, 2011. "Temporary job protection and productivity growth in EU economies," MPRA Paper 29698, University Library of Munich, Germany.
  57. Burda, Michael C. & Severgnini, Battista, 2014. "Solow residuals without capital stocks," Journal of Development Economics, Elsevier, vol. 109(C), pages 154-171.
  58. Robin Döttling & Enrico Perotti, 2015. "Mortgage Finance and Technological Change," Tinbergen Institute Discussion Papers 15-079/IV, Tinbergen Institute.
  59. Raven Molloy & Christopher L. Smith & Abigail Wozniak, 2013. "Declining Migration wihin the US: The Role of the Labor Market," Working Papers 13-53, Center for Economic Studies, U.S. Census Bureau.
  60. Martin Borowiecki & Bernhard Dachs & Doris Hanzl-Weiss & Steffen Kinkel & Johannes Pöschl & Magdolna Sass & Thomas Christian Schmall & Robert Stehrer & Andrea Szalavetz, 2012. "Global Value Chains and the EU Industry," wiiw Research Reports 383, The Vienna Institute for International Economic Studies, wiiw.
  61. Charles-Henri Dimaria, 2012. "Cannon Was Right But Incomplete: Frankel Was A Neglected Early Contribution To Growth Theory," Working Papers halshs-00826519, HAL.
  62. Dominique Guellec & Caroline Paunov, 2017. "Digital Innovation and the Distribution of Income," NBER Chapters,in: Measuring and Accounting for Innovation in the 21st Century National Bureau of Economic Research, Inc.
  63. Raffaele Paci & Emanuela Marrocu, 2013. "Knowledge Assets and Regional Performance," Growth and Change, Wiley Blackwell, vol. 44(2), pages 228-257, June.
  64. Andrea Caggese & Ander Pérez Orive, 2015. "The Interaction between Household and Firm Dynamics and the Amplification of Financial Shocks," Working Papers 866, Barcelona Graduate School of Economics.
  65. Russ, Meir, 2016. "The probable foundations of sustainabilism: Information, energy and entropy based definition of capital, Homo Sustainabiliticus and the need for a “new gold”," Ecological Economics, Elsevier, vol. 130(C), pages 328-338.
  66. Gaétan de Rassenfosse & Adam B. Jaffe, 2017. "Econometric Evidence on the R&D Depreciation Rate," NBER Working Papers 23072, National Bureau of Economic Research, Inc.
  67. Vincent Delbecque & Sylvie Le Laidier & Jacques Mairesse & Laurence Nayman, 2011. "L’évaluation des investissements incorporels en France : méthodes et premiers résultats," Économie et Statistique, Programme National Persée, vol. 450(1), pages 3-27.
  68. Peroni, Chiara, 2012. "Environmental efficiency indices: towards a new approach to green-growth accounting," MPRA Paper 38671, University Library of Munich, Germany, revised 27 Apr 2012.
  69. Lee, Junghoon, 2016. "The impact of idiosyncratic uncertainty when investment opportunities are endogenous," Journal of Economic Dynamics and Control, Elsevier, vol. 65(C), pages 105-124.
  70. Hulten, Charles R., 2010. "Growth Accounting," Handbook of the Economics of Innovation, Elsevier.
  71. King, Philip & Millard, Stephen, 2014. "Modelling the service sector," Bank of England working papers 500, Bank of England.
  72. Bloom, Nicholas & Sadun, Raffaella & Lemos, Renata & Scur, Daniela & Van Reenen, John, 2014. "The new empirical economics of management," LSE Research Online Documents on Economics 58009, London School of Economics and Political Science, LSE Library.
  73. Pérez-Orive, Ander, 2016. "Credit constraints, firms׳ precautionary investment, and the business cycle," Journal of Monetary Economics, Elsevier, vol. 78(C), pages 112-131.
  74. A. Arrighetti & F. Landini & A. Lasagni, 2015. "Firms’economic crisis and firm exit: do intangibles matters?," Economics Department Working Papers 2015-EP04, Department of Economics, Parma University (Italy).
  75. Sauré, Philip, 2017. "Time-intensive R&D and unbalanced trade," European Economic Review, Elsevier, vol. 91(C), pages 229-244.
  76. Maliranta, Mika & Määttänen, Niku, 2013. "Allocation and industry productivity: Accounting for firm turnover," ETLA Working Papers 11, The Research Institute of the Finnish Economy.
  77. 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.
  78. Ryo Jinnai, 2011. "News Shocks, Price Levels, and Monetary Policy," Global COE Hi-Stat Discussion Paper Series gd10-173, Institute of Economic Research, Hitotsubashi University.
  79. MIYAGAWA Tsutomu & TAKIZAWA Miho & EDAMURA Kazuma, 2013. "Does the Stock Market Evaluate Intangible Assets? An empirical analysis using data of listed firms in Japan," Discussion papers 13052, Research Institute of Economy, Trade and Industry (RIETI).
  80. Derya Findik & Aysit Tansel, 2015. "​ Intangible Investment and Technical Efficiency: The Case of Software-Intensive Manufacturing Firms in Turkey," Working Papers 2015/11, Turkish Economic Association.
  81. Marcel P. Timmer & Robert Inklaar & Mary O'Mahony & Bart van Ark, 2011. "Productivity and Economic Growth in Europe: A Comparative Industry Perspective," International Productivity Monitor, Centre for the Study of Living Standards, vol. 21, pages 3-23, Spring.
  82. Alessandro Rosiello & Dave Wield & Omid Omidvar & Michele Mastroeni & Joyce Tait, 2015. "Science and Innovation in Scotland: a Study on the Impact of Enhanced Autonomy," ERSA conference papers ersa15p1014, European Regional Science Association.
  83. Magnus Lodefalk, 2014. "The role of services for manufacturing firm exports," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 150(1), pages 59-82, February.
  84. Dutz, Mark A., 2013. "Resource reallocation and innovation : converting enterprise risks into opportunities," Policy Research Working Paper Series 6534, The World Bank.
  85. Wen Chen & Reitze Gouma & Bart Los & Marcel P. Timmer, 2017. "Measuring the income to intangibles in goods production: a global value chain approach," WIPO Economic Research Working Papers 36, World Intellectual Property Organization - Economics and Statistics Division.
  86. repec:sls:ipmsls:v:33:y:2017:6 is not listed on IDEAS
  87. Meir Russ & Bino Catasùs, 2014. "Editorial. Intellectual Capital and Management Control: Human Capital Valuation and other challenges," MANAGEMENT CONTROL, FrancoAngeli Editore, vol. 2014(2), pages 5-21.
  88. Peters, Ryan H. & Taylor, Lucian A., 2017. "Intangible capital and the investment-q relation," Journal of Financial Economics, Elsevier, vol. 123(2), pages 251-272.
  89. Martin Falk, 2013. "New empirical findings for international investment in intangible assets," WWWforEurope Working Papers series 30, WWWforEurope.
  90. Kónya, István, 2015. "Több gép vagy nagyobb hatékonyság?. Növekedés, tőkeállomány és termelékenység Magyarországon 1995-2013 között
    [More machines or increased efficiency?. Economic growth, capital and productivity in H
    ," Közgazdasági Szemle (Economic Review - monthly of the Hungarian Academy of Sciences), Közgazdasági Szemle Alapítvány (Economic Review Foundation), vol. 0(11), pages 1117-1139.
  91. Marchese, Carla & Privileggi, Fabio, 2014. "A Competitive Idea-Based Growth Model with Shrinking Workers' Income," Department of Economics and Statistics Cognetti de Martiis. Working Papers 201415, University of Turin.
  92. Samaniego, Roberto M. & Sun, Juliana Y., 2015. "Technology and contractions: evidence from manufacturing," European Economic Review, Elsevier, vol. 79(C), pages 172-195.
  93. Cristiano Antonelli & Francesco Crespi & Giuseppe Scellato, 2015. "Productivity growth persistence: firm strategies, size and system properties," Small Business Economics, Springer, vol. 45(1), pages 129-147, June.
  94. Tsutomu Miyagawa & Shoichi Hisa, 2013. "Measurement of Intangible Investment by Industry and Economic Growth in Japan," Public Policy Review, Policy Research Institute, Ministry of Finance Japan, vol. 9(2), pages 405-432, March.
  95. Loukas Karabarbounis & Brent Neiman, 2014. "The Research Agenda: Loukas Karabarbounis and Brent Neiman on the Evolution of Factor Shares," EconomicDynamics Newsletter, Review of Economic Dynamics, vol. 15(2), November.
  96. KAWAKAMI Atsushi & ASABA Shigeru, 2013. "How Does the Market Value Management Practices? Decomposition of intangible assets," Discussion papers 13044, Research Institute of Economy, Trade and Industry (RIETI).
  97. Goodridge, PR, 2014. "Film, television & radio, books, music and art: estimating UK investment in artistic originals," Working Papers 12918, Imperial College, London, Imperial College Business School.
  98. Crafts, Nicholas & O’Rourke, Kevin Hjortshøj, 2014. "Twentieth Century Growth*This research has received funding from the European Research Council under the European Union’s Seventh Framework Programme (FP7/2007-2013) / ERC grant agreement no. 249546.," Handbook of Economic Growth,in: Handbook of Economic Growth, edition 1, volume 2, chapter 6, pages 263-346 Elsevier.
  99. Moultrie, James & Livesey, Finbarr, 2014. "Measuring design investment in firms: Conceptual foundations and exploratory UK survey," Research Policy, Elsevier, vol. 43(3), pages 570-587.
  100. Charles R. Hulten, 2009. "Growth Accounting," NBER Working Papers 15341, National Bureau of Economic Research, Inc.
  101. Cecilia Jona Lasinio & Stefano Manzocchi & Valentina Meliciani, 2016. "Intangible Assets and Participation in Global Value Chains: An Analysis on a Sample of European Countries," Working Papers LuissLab 16129, Dipartimento di Economia e Finanza, LUISS Guido Carli.
  102. Marie Le Mouel & Mariagrazia Squicciarini, 2015. "Cross-Country Estimates of Employment and Investment in Organisational Capital: A Task-Based Methodology Using Piaac Data," OECD Science, Technology and Industry Working Papers 2015/8, OECD Publishing.
  103. Morikawa, Masayuki, 2015. "Are large headquarters unproductive?," Journal of Economic Behavior & Organization, Elsevier, vol. 119(C), pages 422-436.
  104. Clausen, Saskia & Hirth, Stefan, 2016. "Measuring the value of intangibles," Journal of Corporate Finance, Elsevier, vol. 40(C), pages 110-127.
  105. repec:eee:eecrev:v:101:y:2018:i:c:p:625-642 is not listed on IDEAS
  106. Hannu Piekkola, 2016. "Intangible Investment and Market Valuation," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 62(1), pages 28-51, March.
  107. Dalida Kadyrzhanova & Antonio Falato & Jae Sim, 2012. "Intangible Capital and Corporate Cash Holdings: Theory and Evidence," 2012 Meeting Papers 968, Society for Economic Dynamics.
  108. Christoph Görtz & John D. Tsoukalas, 2017. "News and Financial Intermediation in Aggregate Fluctuations," The Review of Economics and Statistics, MIT Press, vol. 99(3), pages 514-530, July.
  109. Crass, Dirk & Peters, Bettina, 2014. "Intangible assets and firm-level productivity," ZEW Discussion Papers 14-120, ZEW - Zentrum für Europäische Wirtschaftsforschung / Center for European Economic Research.
  110. Natalia Ramondo, 2015. "Innovation and Production in the Global Economy," 2015 Meeting Papers 183, Society for Economic Dynamics.
  111. Matteo Migheli, 2013. "Relational capital, profitability and access to credit: evidence from a sample of Italian small firms," International Review of Economics, Springer;Happiness Economics and Interpersonal Relations (HEIRS), vol. 60(2), pages 221-233, June.
  112. Crass, Dirk & Licht, Georg & Peters, Bettina, 2014. "Intangible assets and investments at the sector level: Empirical evidence for Germany," ZEW Discussion Papers 14-049, ZEW - Zentrum für Europäische Wirtschaftsforschung / Center for European Economic Research.
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