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New(s) data for entrepreneurship research? An innovative approach to use Big Data on media coverage

  • Johannes von BlohEmail author
  • Tom Broekel
  • Burcu Özgun
  • Rolf Sternberg
Article

Abstract

Although conventional register and survey data on entrepreneurship have enabled remarkable insights into the phenomenon, the added value has slowed down noticeably over the last decade. There is a need for fresh approaches utilising modern data sources such as Big Data. Until now, it has been quite unknown whether Big Data actually embodies valuable contributions for entrepreneurship research and where it can perform better or worse than conventional approaches. To contribute towards the exploration of Big Data in entrepreneurship research, we use a newly developed dataset based on publications of the German Press Agency (dpa) to explore the relationship between news coverage of entrepreneurship and regional entrepreneurial activity. Furthermore, we apply sentiment analysis to investigate the impact on sentiment of entrepreneurial press releases. Our results show mixed outcomes regarding the relationship between reporting of entrepreneurial events, i.e. media coverage, and entrepreneurial activity in German planning regions. At this stage, our empirical results reject the idea of a strong relationship between actual entrepreneurial activities in regions and the intensity of it being reported. However, the results also imply much potential of Big Data approaches for further research with more sophisticated methodology approaches. Our paper provides an entry point into Big Data usage in entrepreneurship research and we suggest a number of relevant research opportunities based on our results.

Keywords

Entrepreneurship Media coverage Mass media Big Data Sentiment analysis GEM Entrepreneurial ecosystem Region News data 

JEL classification

C8 L26 R12 

Notes

Acknowledgments

AcknowledgementsWe are grateful for the helpful comments of four anonymous reviewers. All Mistakes remain our own. This paper was made possible through support of the Lower Saxony Ministry of Science and Culture (Germany) under Grant number 76202-17-1/14..

References

  1. Alvedalen, J., & Boschma, R. (2017). A critical review of entrepreneurial ecosystems research: Towards a future research agenda. European Planning Studies, 25, 887–903.CrossRefGoogle Scholar
  2. Amodu, L., Ekanem, T. Yartey, D. Afolabi, & O. Oresanya, T. (2016). Media coverage of entrepreneurial innovation as a determinant of sustainable development in Nigeria. Conference Paper. 3rd International Conference on African Development Issues 2016.Google Scholar
  3. Arenius, P., & Minniti, M. (2005). Perceptual variables and nascent entrepreneurship. Small Business Economics, 24(3), 233–247.CrossRefGoogle Scholar
  4. Audretsch, D. (2012). Entrepreneurship research. Management Decision, 50(5), 755–764.  https://doi.org/10.1108/00251741211227384.CrossRefGoogle Scholar
  5. Baker, S. R., Bloom, N., & Davis, S. J. (2016). Measuring economic policy uncertainty. The Quarterly Journal of Economics, 131(4), 1593–1636.CrossRefGoogle Scholar
  6. Blood, D. J., & Phillips, P. C. (1995). Recession headline news, consumer sentiment, the state of the economy and presidential popularity: A time series analysis 1989-1993. International Journal of Public Opinion Research, 7(1), 2–22.CrossRefGoogle Scholar
  7. Bosma, N., & Sternberg, R. (2014). Entrepreneurship as an urban event? Empirical evidence from European cities. Regional Studies, 48(6), 1016–1033.  https://doi.org/10.1080/00343404.2014.904041.CrossRefGoogle Scholar
  8. Cameron, A. C., & Trivedi, P. K. (1990). Regression-based tests for overdispersion in the Poisson model. Journal of Econometrics, 46, 347–364.CrossRefGoogle Scholar
  9. Carroll, C. E., & McCombs, M. (2003). Agenda-setting effects of business news on the public’s images and opinions about major corporations. Corporate Reputation Review, 6(1), 36–46.CrossRefGoogle Scholar
  10. Chen, H. M., Schütz, R., Kazman, R., & Matthes, F. (2017). How Lufthansa capitalized on Big Data for business model renovation. MIS Quarterly Executive, (1), 16.Google Scholar
  11. Coviello, N., & Jones, M. (2004). Methodological issues in international entrepreneurship research. Journal of Business Venturing, 19(2004), 485–508.CrossRefGoogle Scholar
  12. Coyne, C. J., & Leeson, P. T. (2004). Read all about it! Understanding the role of media in economic development. KYKLOS, 57(1), 21–44.CrossRefGoogle Scholar
  13. De Boef, S., & Kellstedt, P. M. (2004). The political (and economic) origins of consumer confidence. American Journal of Political Science, 48(4), 633–649.CrossRefGoogle Scholar
  14. Denzau, A. D., & North, D. C. (1994). Shared mental models: Ideologies and institutions. Kyklos, 47, 3–31.CrossRefGoogle Scholar
  15. Dodge, M., & Kitchin, R. (2005). Codes of life: Identification codes and the machine-readable world. Environment and Planning D: Society and Space, 23(6), 851–881.CrossRefGoogle Scholar
  16. Doms, M. E., & Morin, N.J. (2004). Consumer sentiment, the economy, and the news media. Working Paper No. 2004–09. Finance and Economics Discussion Series. Divisions of Research & Statistics and Monetary Affairs. Federal Reserve Board, Washington, D.C.Google Scholar
  17. Ebert, T., Götz, F.M., Obschonka, M., Zmigrod, L. & Rentfrow, P.J. (2019). Regional variation in courage and entrepreneurship: The contrasting role of courage for the emergence and survival of start-ups in the United States. Journal of Personality2019; 00:1–17. DOI: 10.1111/jopy.12454.Google Scholar
  18. Fan, J., Han, F., & Liu, H. (2014). Challenges of Big Data analysis. National Science Review, 1(2), 293–314.CrossRefGoogle Scholar
  19. Feldman, M. P. (2001). The entrepreneurial event revisited: Firm formation in a regional context. Industrial and Corporate Change, 10, 861–891.CrossRefGoogle Scholar
  20. Feuerriegel, S. & Proellochs, N. (2018). SentimentAnalysis: Dictionary-based sentiment analysis. R package version 1.3-2. https://CRAN.R-project.org/package=SentimentAnalysis.
  21. Fombrun, C., Shanley, M., (1990) WHAT'S IN A NAME? REPUTATION BUILDING AND CORPORATE STRATEGY.. Academy of Management Journal 33(2), 233–258.Google Scholar
  22. Fogarty, B. J. (2005). Determining economic news coverage. International Journal of Public Opinion Research, 17(2), 149–172.CrossRefGoogle Scholar
  23. Fritsch, M., Obschonka, M., Wyrwich, M., Gosling, S., Rentfrow, P., & Potter, J. (2018). Regionale Unterschiede der Verteilung von Personen mit unternehmerischem Persönlichkeitsprofil in Deutschland – ein Überblick (Regional differences of people with an entrepreneurial personality structure in Germany—An overview). Raumforschung und Raumordnung (Spatial Research and Planning), 76(1), 65–81.CrossRefGoogle Scholar
  24. Glaeser, E. L., Kominers, S. D., Luca, M., & Naik, N. (2016). Big data and big cities: The promises and limitations of improved measures of urban life. Economic Inquiry.  https://doi.org/10.1111/ecin.12364.
  25. Godbole, N., Srinivasaiah, M., & Skiena, S. (2007). Large-scale sentiment analysis for news and blogs. Icwsm7, 21, 219–222.Google Scholar
  26. Goidel, R. K., & Langley, R. E. (1995). Media coverage of the economy and aggregate economic evaluations: Uncovering evidence of indirect media effects. Political Research Quarterly, 48(2), 313–328.CrossRefGoogle Scholar
  27. Greenwood, B. N., & Gopal, A. (2017). Ending the Mending Wall: Herding, media coverage, and colocation in IT entrepreneurship. MIS Quarterly, 41(3), 989–1007.CrossRefGoogle Scholar
  28. Hang, M., & Van Weezle, A. (2007). Media and entrepreneurship: A survey of the literature relating both concepts. Journal of Media Business Studies, 4(1), 51–70.CrossRefGoogle Scholar
  29. Hindle, K., & Klyver, K. (2007). Exploring the relationship between media coverage and participation in entrepreneurship: Initial global evidence and research implications. International Entrepreneurship and Management Journal, 3(2), 217–242.CrossRefGoogle Scholar
  30. Hollanders, D., & Vliegenthart, R. (2011).The influence of negative newspaper coverage on consumer confidence: The Dutch case. Journal of Economic Psychology, 32(3), 367–373.Google Scholar
  31. Isenberg, D. (2010). How to start an entrepreneurial revolution. Harvard Business Review, 88(6), 40–50.Google Scholar
  32. Kitchin, R. & McArdle, G.A. (2016). What makes Big Data, Big Data? Exploring the ontological characteristics of 26 datasets. Big Data and Society 3 (1). DOI:  https://doi.org/10.1177/2053951716631130.
  33. Kosinski, M., Wang, Y., Lakkaraju, H., & Leskovec, J. (2016). Mining Big Data to extract patterns and predict real-life outcomes. Psychological Methods, 21(4), 493.CrossRefGoogle Scholar
  34. Laney, D. (2001). 3D data management: Controlling data volume, velocity and variety. In: Meta Group. http://blogs.gartner.com/doug-laney/files/2012/01/ad949-3D-Data-Management-Controlling-Data-Volume-Velocity-and-Variety.pdf.
  35. Mahmoodi, J., Leckelt, M., van Zalk, M. W., Geukes, K., & Back, M. D. (2017). Big Data approaches in social and behavioral science: Four key trade-offs and a call for integration. Current Opinion in Behavioral Sciences, 18, 57–62.CrossRefGoogle Scholar
  36. Marz, N., & Warren, J. (2012). Big data: Principles and best practices of scalable realtime data systems. MEAP edition. Westhampton: Manning.Google Scholar
  37. Mayer-Schonberger, V., & Cukier, K. (2013). Big Data: A revolution that will change how we live, work and think. London: John Murray.Google Scholar
  38. Obschonka, M. (2017). The quest for the entrepreneurial culture: Psychological Big Data in entrepreneurship research. Current Opinion in Behavioral Sciences, 18, 69–74.CrossRefGoogle Scholar
  39. Ohana, B., & Tierney, B. (2009). Sentiment classification of reviews using SentiWordNet. 9th. IT&T Conference, Dublin Institute of Technology, Dublin, Ireland, 22-23 October. doi:10.21427/D77S56.Google Scholar
  40. Presseportal (2018). https://www.presseportal.de/about. Accessed 31 May 2018.
  41. Remus, R., Quasthoff, U., & Heyer, G. (2010). SentiWS-A publicly available German-language resource for sentiment analysis. Conference Paper: Proceedings of the International Conference on Language Resources and Evaluation, LREC 2010, 17-23 May 2010, Valletta, MaltaGoogle Scholar
  42. Richard, A., & Gall, J. (2017). A bag-of-words equivalent recurrent neural network for action recognition. Computer Vision and Image Understanding, 156, 79–91.CrossRefGoogle Scholar
  43. Roundy, P. T. (2016). Start-up community narratives: The discursive construction of entrepreneurial ecosystems. Journal of Entrepreneurship, 25(2), 232–248.CrossRefGoogle Scholar
  44. Shiller, R. (2017). Narrative economics. American Economic Review, 107, 967–1004.CrossRefGoogle Scholar
  45. Sigal, L. (1986). “Sources Make the News,” in Reading the News, ed. RobertKarl Manoff and Michael Schudson. New York: Pantheon Books.Google Scholar
  46. Spigel, B. (2015). The relational organization of entrepreneurial ecosystems. Entrepreneurship Theory and Practice.  https://doi.org/10.1111/etap.12167.
  47. Sternberg, R. (2009). Regional dimensions of entrepreneurship. Boston, Delft: Now Publishers (= Foundations and Trends in Entrepreneurship, 5(4)).Google Scholar
  48. Sternberg, R., Wallisch, M., Gorynia-Pfeffer, N., von Bloh, J., & Baharian, A. (2018). Global entrepreneurship monitor (GEM). Länderbericht Deutschland 2017/18 (=National Report Germany 2017/2018). Eschborn and Hannover; RKW Kompetenzzentrum and Institute of Economic and Cultural Geography, Leibniz University Hannover.Google Scholar
  49. Stuetzer, M., Obschonka, M., Brixy, U., Sternberg, R., & Cantner, U. (2014). Regional characteristics, opportunity perception and entrepreneurial activities. Small Business Economics, 42(2), 221–244.CrossRefGoogle Scholar
  50. Taboada, M., Brooke, J., Tofiloski, M., Voll, K., & Stede, M. (2011). Lexicon-based methods for sentiment analysis. Computational Linguistics, 37(2), 267–307, 2011.CrossRefGoogle Scholar
  51. Wang, F., Mack, E. A., & Maciewjewski, R. (2017). Analyzing entrepreneurial social networks with Big Data. Annals of the American Association of Geographers, 107(1), 130–150.CrossRefGoogle Scholar
  52. Wartick, S. L. (1992). The relationship between intense media exposure and change in corporate reputation. Business & Society, 31(1), 33–49.CrossRefGoogle Scholar
  53. Walters, L.M. & Walters, T.N. (1992). Environment of confidence: Daily newspaper use of press releases. Public Relations Review, 18, 31–46.Google Scholar
  54. Welter, F., Baker, T., Audretsch, D., & Gartner, W. (2017). Everyday entrepreneurship—A call for entrepreneurship research to embrace entrepreneurial diversity. Entrepreneurship: Theory and Practice, 41(3), 11–321.Google Scholar
  55. Welter, F., Baker, T., & Wirsching, K. (2019). Three waves and counting: The rising tide of contextualization in entrepreneurship research. Small Business Economics, 52(2), 319–330.CrossRefGoogle Scholar
  56. Wyrwich, M., Stuetzer, M., & Sternberg, R. (2016). Entrepreneurial role models, fear of failure, and institutional approval of entrepreneurship: A tale of two regions. Small Business Economics, 46(3), 467–492.CrossRefGoogle Scholar
  57. Wyrwich, M., Sternberg, R., & Stuetzer, M. (2018). Failing role models and the formation of fear of entrepreneurial failure: A study of regional peer effects in German regions. Journal of Economic Geography. Online First.  https://doi.org/10.1093/jeg/lby023.

Copyright information

© Springer Science+Business Media, LLC, part of Springer Nature 2019

Authors and Affiliations

  • Johannes von Bloh
    • 1
    Email author
  • Tom Broekel
    • 1
    • 2
  • Burcu Özgun
    • 2
    • 3
  • Rolf Sternberg
    • 1
  1. 1.Institute of Economic and Cultural GeographyLeibniz Universität HannoverHanoverGermany
  2. 2.Department of Human Geography and Spatial PlanningUtrecht UniversityUtrechtNetherlands
  3. 3.Department of EconomicsMiddle East Technical UniversityAnkaraTurkey

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