Innovation activities and business cycles: are trademarks a leading indicator?

References

• Allegrezza, S., and A. Guarda-Rauchs. 1999. “The Determinants of Trademark Deposits: An Econometric Investigation.” Economie Appliquée: Archives de l’Institut de Sciences Mathématiques et Economiques Appliquées 52 (2): 51–68.
   Google Scholar
• Amara, N., R. Landry, and N. Traore. 2008. “Managing the Protection of Innovations in Knowledge-intensive Business Services.” Research Policy 37 (9): 1530–1547. doi:10.1016/j.respol.2008.07.001.
   Web of Science ®Google Scholar
• Aribarg, A., and N. Arora. 2008. “Interbrand Variant Overlap: Impact on Brand Preference and Portfolio Profit.” Marketing Science 27 (3): 474–491. doi:10.1287/mksc.1060.0262.
   Web of Science ®Google Scholar
• Bei, X. Forthcoming. “Trademarks, Specialized Complementary Assets, and the External Sourcing of Innovation.” Research Policy. doi:10.1016/j.respol.2018.11.003.
   Web of Science ®Google Scholar
• Brier, G. W. 1950. “Verification of Forecasts Expressed in Terms of Probability.” Monthly Weather Review 78 (1): 1–3. doi:10.1175/1520-0493(1950)078<0001:VOFEIT>2.0.CO;2.
   Google Scholar
• Buddelmeyer, H., P. H. Jensen, and E. Webster. 2010. “Innovation and the Determinants of Company Survival.” Oxford Economic Papers 62 (2): 261–285. doi:10.1093/oep/gpp012.
   Web of Science ®Google Scholar
• Ceccagnoli, M., S. Graham, M. Higgins, and J. Lee. 2010. “Productivity and the Role of Complementary Assets in Firms’ Demand for Technology Innovations.” Industrial and Corporate Change 19 (3): 839–869. doi:10.1093/icc/dtq033.
   Web of Science ®Google Scholar
• Crass, D., D. Czarnitzki, and A. A. Toole. 2019. “The Dynamic Relationship between Investments in Brand Equity and Firm Profitability: Evidence Using Trademark Registrations.” International Journal of the Economics of Business 26 (1): 157–176. doi:10.1080/13571516.2019.1553292.
   Web of Science ®Google Scholar
• Crass, D., and F. Schwiebacher. 2016. “The Importance of Trademark Protection for Product Differentiation and Innovation.” Economia E Politica Industriale 44 (2). doi:10.1007/s40812-016-0058-1.
   Google Scholar
• de Rassenfosse, G. 2017. “An Assessment of How Well We Account for Intangibles.” Industrial and Corporate Change 26 (3): 517–534. doi:10.1093/icc/dtw034.
   Web of Science ®Google Scholar
• de Rassenfosse, G. 2019. “On the Price Elasticity of Demand for Trademarks.” Industry and Innovation 1–14. doi:10.1080/13662716.2019.1591939.
   PubMed Web of Science ®Google Scholar
• Diebold, F. X., and G. D. Rudebusch. 1989. “Scoring the Leading Indicators.” The Journal of Business 62 (3): 369–391. doi:10.1086/296467.
   Web of Science ®Google Scholar
• Dinlersoz, E., N. Goldschlag, A. Myers, and N. Zolas. Forthcoming. “An Anatomy of U.S. Firms Seeking Trademark Registration.” In Measuring and Accounting for Innovation in the 21st Century, edited by C. Corrado, J. Miranda, J. Haskel, and D. Sichel, 1–31. Chicago: University of Chicago Press. NBER Working Paper No. 13891.
   Google Scholar
• Dueker, M. 1997. “Strengthening the Case for the Yield Curve as a Predictor of US Recessions.” Federal Reserve Bank of St. Louis Review 79 (2): 41–51.
   Google Scholar
• Flikkema, M., C. Castaldi, A. de Man, and M. Seip. Forthcoming. “Trademarks’ Relatedness to Product and Service Innovation: A Branding Strategy Approach.” Research Policy. doi:10.1016/j.respol.2019.01.018.
   Web of Science ®Google Scholar
• Flikkema, M. J., A. P. de Man, and C. Castaldi. 2014. “Are Trademarks Counts a Valid Indicator of Innovation? Results from an In-Depth Study of New Benelux Trademarks Filed by SMEs.” Industry and Innovation 21 (4): 310–331. doi:10.1080/13662716.2014.934547.
   Web of Science ®Google Scholar
• Fosfuri, A., M. Giarratana, and A. Luzzi. 2008. “The Penguin Has Entered the Building: The Commercialization of Open Source Software Products.” Organization Science 19 (2): 292–305. doi:10.1287/orsc.1070.0321.
   Web of Science ®Google Scholar
• Gao, G., and L. Hitt. 2012. “Information Technology and Trademarks: Implications for Product Variety.” Management Science 58: 6. doi:10.1287/mnsc.1110.1480.
   Web of Science ®Google Scholar
• George, E., and R. McCulloch. 1997. “Approaches for Bayesian Variable Selection.” Statistica Sinica 7 (2): 339–373.
   Web of Science ®Google Scholar
• Gotsch, M., and C. Hipp. 2012. “Measurement of Innovation Activities in the Knowledge-intensive Services Industry: A Trademark Approach.” The Service Industries Journal 32 (13): 2167–2184. doi:10.1080/02642069.2011.574275.
   Web of Science ®Google Scholar
• Graham, S. J. H., G. Hancock, A. C. Marco, and A. Myers. 2013. “The USPTO Trademark Case Files Dataset: Descriptions, Lessons, and Insights.” Journal of Economics & Management Strategy 22 (4): 669–705. doi:10.1111/jems.12035.
   Web of Science ®Google Scholar
• Greenhalgh, C., and M. Rogers. 2006. “Market Valuation of UK Intellectual Property: Manufacturing, Utility and Financial Services Firms.” In The Management of Intellectual Property, edited by D. Bosworth and E. Webster, 132–145. Cheltenham: Edward Elgar Publishing.
   Google Scholar
• Greenhalgh, C., and M. Longland. 2005. “Running to Stand Still? – The Value of R&D, Patents and Trade Marks in Innovating Manufacturing Firms.” International Journal of the Economics of Business 12 (3): 307–328. doi:10.1080/13571510500299326.
   Google Scholar
• Greenhalgh, C., and M. Rogers. 2012. “Trade Marks and Performance in Services and Manufacturing Firms: Evidence of Schumpeterian Competition through Innovation.” Australian Economic Review 45 (1): 50–76. doi:10.1111/j.1467–8462.2011.00665.x.
   Web of Science ®Google Scholar
• Griffiths, W., and E. Webster. 2006. “Trends in the Market Valuation of Australian Intellectual Property.” In The Management of Intellectual Property, edited by D. Bosworth and E. Webster, 146–158. Cheltenham: Edward Elgar Publishing.
   Google Scholar
• Griffiths, W., P. H. Jensen, and E. Webster. 2011. “What Creates Abnormal Profits?” Scottish Journal of Political Economy 58 (3): 323–346. doi:10.1111/j.1467-9485.2011.00549.x.
   Web of Science ®Google Scholar
• Hall, B., C. Helmers, M. Rogers, and V. Sena. 2014. “The Choice between Formal and Informal Intellectual Property: A Review.” Journal of Economic Literature 52 (2): 375–423. doi:10.1257/jel.52.2.375.
   Web of Science ®Google Scholar
• Harvey, A. C. 1989. Forecasting, Structural Time Series Models and the Kalman Filter. Cambridge: Cambridge University Press.
   Google Scholar
• Helmers, C., and M. Rogers. 2010. “Innovation and the Survival of New Firms in the UK.” Review of Industrial Organization 36 (3): 227–248. doi:10.1007/s11151-010-9247-7.
   Web of Science ®Google Scholar
• Hipp, C., and H. Grupp. 2005. “Innovation in the Service Sector: The Demand for Service-specific Innovation Measurement Concepts and Typologies.” Research Policy 34 (4): 517–535. doi:10.1016/j.respol.2005.03.002.
   Web of Science ®Google Scholar
• Ishwaran, H., and J. S. Rao. 2005. “Spike and Slab Variable Selection: Frequentist and Bayesian Strategies.” The Annals of Statistics 33 (2): 730–773. doi:10.1214/009053604000001147.
   Web of Science ®Google Scholar
• Jensen, P. H., and E. Webster. 2008. “Labelling Characteristics and Demand for Retail Grocery Products in Australia.” Australian Economic Papers 47 (2): 129–140. doi:10.1111/j.1467-8454.2008.00336.x.
   Web of Science ®Google Scholar
• Kalman, R. E. 1960. “A New Approach to Linear Filtering and Prediction Problems.” Journal of Basic Engineering 82 (1): 35–45. doi:10.1115/1.3662552.
   Google Scholar
• Krasnikov, A., S. Mishra, and D. Orozco. 2009. “Evaluating the Financial Impact of Branding Using Trademarks: A Framework and Empirical Evidence.” Journal of Marketing 73 (6): 154–166. doi:10.1509/jmkg.73.6.154.
   Web of Science ®Google Scholar
• Lahiri, K., and J. G. Wang. 2013. “Evaluating Probability Forecasts for GDP Declines Using Alternative Methodologies.” International Journal of Forecasting 29 (1): 175–190. doi:10.1016/j.ijforecast.2012.07.004.
   Web of Science ®Google Scholar
• Lahiri, K., and L. Yang. 2015. “A Further Analysis of the Conference Board’s New Leading Economic Index.” International Journal of Forecasting 31 (2): 446–453. doi:10.1016/j.ijforecast.2014.12.006.
   Web of Science ®Google Scholar
• Levanon, G. 2009. “Evaluating and Comparing Leading and Coincident Economic Indicators.” Business Economics 45 (1): 16–27. doi:10.1057/be.2009.29.
   Google Scholar
• Levanon, G., A. Ozyildirim, B. Schaitkin, and J. Zabinska. 2011b. “Comprehensive Benchmark Revisions of the Conference Board Leading Economic Index® for the United States.” The Conference Board Economics Program Working Paper Series, EPWP 1106.
   Google Scholar
• Levanon, G., J. Manini, A. Ozyildirim, B. Schaitkin, and J. Tanchua. 2015. “Using Financial Indicators to Predict Turning Points in the Business Cycle: The Case of the Leading Economic Index for the United States.” International Journal of Forecasting 31 (2): 426–445. doi:10.1016/j.ijforecast.2014.11.004.
   Web of Science ®Google Scholar
• Levanon, G., J. C. Manini, A. Ozyildirim, B. Schaitkin, and J. Tanchua. 2011a. “Using a Leading Credit Index to Predict Turning Points in the U.S. Business Cycle.” Economics Program Working Papers 11-05. The Conference Board.
   Google Scholar
• Llerena, P., and V. Millot. 2013. “Are Trade Marks and Patents Complementary or Substitute Protections for Innovation?” Paper presented at the Druid 2012 Conference, Copenhagen, Denmark, June 19-21.
   Google Scholar
• Madigan, D., and A. Raftery. 1994. “Model Selection and Accounting for Model Uncertainty in Graphical Models Using Occam’s Window.” Journal of the American Statistical Association 89 (428): 1535–1546. doi:10.1080/01621459.1994.10476894.
   Web of Science ®Google Scholar
• Marcellino, M. 2006. “Leading Indicators.” In Chapter 16 in Handbook of Economic Forecasting, edited by G. Elliott, C. W. J. Granger, and A. Timmermann, 879–960. Amsterdam: North-Holland Publishing Company.
   Google Scholar
• Mendonça, S., T. S. Pereira, and M. M. Godinho. 2004. “Trademarks as an Indicator of Innovation and Industrial Change.” Research Policy 33 (9): 1385–1404. doi:10.1016/j.respol.2004.09.005.
   Web of Science ®Google Scholar
• Millot, V. 2009. “Trademarks as an Indicator of Product and Marketing Innovations.” STI Working Paper 2009/6, April 8. OECD.
   Google Scholar
• Mitchell, T. J., and J. J. Beauchamp. 1988. “Bayesian Variable Selection in Linear Regression.” Journal of the American Statistical Association 83 (404): 1023–1032. doi:10.1080/01621459.1988.10478694.
   Web of Science ®Google Scholar
• Sandner, P. G. 2009. “The Identification of Trademark Filing Strategies: Creating, Hedging, Modernizing, and Extending Brands.” The Trademark Reporter 99 (5): 1257–1298.
   Google Scholar
• Sandner, P. G., and J. Block. 2011. “The Market Value of R&D, Patents, and Trademarks.” Research Policy 40 (7): 969–985. doi:10.1016/j.respol.2011.04.004.
   Web of Science ®Google Scholar
• Schautschick, P. 2015. “An Economic Investigation of the Use and Impact of Patents and Trade Marks in Germany.” Ph.D. diss., Ludwig Maximilian University.
   Google Scholar
• Schmoch, U. 2003. “Service Marks as Novel Innovation Indicator.” Research Evaluation 12 (2): 149–156. doi:10.3152/147154403781776708.
   Web of Science ®Google Scholar
• Schmoch, U., and S. Gauche. 2009. “Service Marks as Indicators for Innovation in Knowledge-Based Services.” Research Evaluation 18 (4): 323–335. doi:10.3152/095820209X451023.
   Web of Science ®Google Scholar
• Schumpeter, J. A. 1934. The theory of economic development: an inquiry into profits, capital, credit, interest, and the business cycle. Translated from the German by Redvers Opie (1961) New York.
   Google Scholar
• Schumpeter, J. A. 1939. Business Cycles: A Theoretical, Historical, and Statistical Analysis of the Capitalist Process. New York: McGraw-Hill.
   Google Scholar
• Schumpeter, J. A. 1942. Capitalism, Socialism and Democracy. New York: Harper and Brothers.
   Google Scholar
• Scott, S., and H. R. Varian. 2015. “Bayesian Variable Selection for Nowcasting Economic Time Series.” In Economic Analysis of the Digital Economy, edited by A. Goldfarb, S. M. Greenstein, and C. E. Tucker, 119–135. Chicago: University of Chicago Press.
   Google Scholar
• Scott, S., and H. R. Varian. 2014. “Predicting the Present with Bayesian Structural Time Series.” International Journal of Mathematical Modelling and Numerical Optimisation 5: 1/2. doi:10.1504/IJMMNO.2014.059942.
   Google Scholar
• Seethamraju, C. 2003. “The Value Relevance of Trademarks.” In Intangible Assets: Values, Measures, and Risks, edited by J. Hand and B. Lev, 228–247. Oxford: Oxford University Press. Chapter 9.
   Google Scholar
• Seip, M., C. Castaldi, M. Flikkema, and A. De Man. 2018. “The Timing of Trademark Application in Innovation Processes.” Technovation 72–73 (April–May): 34–45. doi:10.1016/j.technovation.2018.02.001.
   Google Scholar
• Semadeni, M. 2006. “Minding Your Distance: How Management Consulting Firms Use Service Marks to Position Competitively.” Strategic Management Journal 27 (2): 169–187. doi:10.1002/(ISSN)1097-0266.
   Web of Science ®Google Scholar
• Somaya, D., and S. Graham. 2006. Vermeers and Rembrandts in the Same Attic: Complementarity between Copyright and Trademark Leveraging Strategies in Software. Georgia Institute of Technology. TIGER Working Paper. Georgia Institute of Technology. Available on SSRN. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=887484
   Google Scholar
• Tsangarides, C. 2004. “A Bayesian Approach to Model Uncertainty.” IMF Working Paper 04/68. International Monetary Fund, April. doi:10.5089/9781451849028.001.
   Google Scholar
• Zhou, H., P. G. Sandner, S. L. Martinelli, and J. H. Block. 2016. “Patents, Trademarks, and Their Complementarity in Venture Capital Funding.” Technovation 47 (January): 14–22. doi:10.1016/j.technovation.2015.11.005.
   Google Scholar