Researching entrepreneurship using big data: implementation, benefits, and challenges
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DOI: 10.1007/s11365-025-01100-w
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- Kirsten Martin, 2019. "Ethical Implications and Accountability of Algorithms," Journal of Business Ethics, Springer, vol. 160(4), pages 835-850, December.
- Juan J. Lull & Roberto Cervelló-Royo & José Luis Galdón, 2024. "Crossroads between Big Data and entrepreneurship: current key trends," International Entrepreneurship and Management Journal, Springer, vol. 20(4), pages 2763-2790, December.
- Satish Nambisan, 2017. "Digital Entrepreneurship: Toward a Digital Technology Perspective of Entrepreneurship," Entrepreneurship Theory and Practice, , vol. 41(6), pages 1029-1055, November.
- Jens Prüfer & Patricia Prüfer, 2020.
"Data science for entrepreneurship research: studying demand dynamics for entrepreneurial skills in the Netherlands,"
Small Business Economics, Springer, vol. 55(3), pages 651-672, October.
- Prüfer, Jens & Prüfer, Patricia, 2019. "Data Science for Entrepreneurship Research : Studying Demand Dynamics for Entrepreneurial Skills in the Netherlands," Other publications TiSEM 83a4ca9e-c0cd-4786-ac8c-9, Tilburg University, School of Economics and Management.
- Prüfer, Jens & Prüfer, Patricia, 2019. "Data Science for Entrepreneurship Research : Studying Demand Dynamics for Entrepreneurial Skills in the Netherlands," Discussion Paper 2019-005, Tilburg University, Center for Economic Research.
- Bram Klievink & Bart-Jan Romijn & Scott Cunningham & Hans Bruijn, 2017. "Big data in the public sector: Uncertainties and readiness," Information Systems Frontiers, Springer, vol. 19(2), pages 267-283, April.
- Franz Kellermanns & Jorge Walter & T. Russell Crook & Benedict Kemmerer & Vadake Narayanan, 2016. "The Resource‐Based View in Entrepreneurship: A Content‐Analytical Comparison of Researchers' and Entrepreneurs' Views," Journal of Small Business Management, Taylor & Francis Journals, vol. 54(1), pages 26-48, January.
- Adesuwa Omorede, 2023. "Business in the digital age: Digital innovation outcome, exit and the founder’s start-up experience role," Journal of the International Council for Small Business, Taylor & Francis Journals, vol. 4(1), pages 68-78, January.
- Gandomi, Amir & Haider, Murtaza, 2015. "Beyond the hype: Big data concepts, methods, and analytics," International Journal of Information Management, Elsevier, vol. 35(2), pages 137-144.
- Christopher Hayter, 2013. "Conceptualizing knowledge-based entrepreneurship networks: perspectives from the literature," Small Business Economics, Springer, vol. 41(4), pages 899-911, December.
- Shepherd, Dean A. & Majchrzak, Ann, 2022. "Machines augmenting entrepreneurs: Opportunities (and threats) at the Nexus of artificial intelligence and entrepreneurship," Journal of Business Venturing, Elsevier, vol. 37(4).
- David J. Teece & Gary Pisano & Amy Shuen, 1997. "Dynamic capabilities and strategic management," Strategic Management Journal, Wiley Blackwell, vol. 18(7), pages 509-533, August.
- Bouwman, Harry & Nikou, Shahrokh & de Reuver, Mark, 2019. "Digitalization, business models, and SMEs: How do business model innovation practices improve performance of digitalizing SMEs?," Telecommunications Policy, Elsevier, vol. 43(9).
- Johannes Bloh & Tom Broekel & Burcu Özgun & Rolf Sternberg, 2020.
"New(s) data for entrepreneurship research? An innovative approach to use Big Data on media coverage,"
Small Business Economics, Springer, vol. 55(3), pages 673-694, October.
- Johannes von Bloh & Tom Broekel & Burcu Oezgun & Rolf Sternberg, 2019. "New(s) data for Entrepreneurship Research? An innovative approach to use Big Data on media coverage," Papers in Evolutionary Economic Geography (PEEG) 1920, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Jun 2019.
- Martin Obschonka & David B. Audretsch, 2020. "Artificial intelligence and big data in entrepreneurship: a new era has begun," Small Business Economics, Springer, vol. 55(3), pages 529-539, October.
- Ciampi, Francesco & Demi, Stefano & Magrini, Alessandro & Marzi, Giacomo & Papa, Armando, 2021. "Exploring the impact of big data analytics capabilities on business model innovation: The mediating role of entrepreneurial orientation," Journal of Business Research, Elsevier, vol. 123(C), pages 1-13.
- Leonardo Mazzoni & Luciana Lazzeretti & Niccolò Innocenti, 2021. "Entrepreneurship, complexity and the emergent order in the techno-economic scenario of the twenty-first century. Evidence from a field study in Tuscany," Industry and Innovation, Taylor & Francis Journals, vol. 28(5), pages 570-593, May.
- Moren Lévesque & Martin Obschonka & Satish Nambisan, 2022. "Pursuing Impactful Entrepreneurship Research Using Artificial Intelligence," Entrepreneurship Theory and Practice, , vol. 46(4), pages 803-832, July.
- Hal R. Varian, 2014. "Big Data: New Tricks for Econometrics," Journal of Economic Perspectives, American Economic Association, vol. 28(2), pages 3-28, Spring.
- Andreas Schwab & Zhu Zhang, 2019. "A New Methodological Frontier in Entrepreneurship Research: Big Data Studies," Entrepreneurship Theory and Practice, , vol. 43(5), pages 843-854, September.
- Martin Obschonka & Neil Lee & Andrés Rodríguez-Pose & Johannes C. Eichstaedt & Tobias Ebert, 2020. "Big data methods, social media, and the psychology of entrepreneurial regions: capturing cross-county personality traits and their impact on entrepreneurship in the USA," Small Business Economics, Springer, vol. 55(3), pages 567-588, October.
- Wamba, Samuel Fosso & Gunasekaran, Angappa & Akter, Shahriar & Ren, Steven Ji-fan & Dubey, Rameshwar & Childe, Stephen J., 2017. "Big data analytics and firm performance: Effects of dynamic capabilities," Journal of Business Research, Elsevier, vol. 70(C), pages 356-365.
- Feng Wang & Elizabeth A. Mack & Ross Maciewjewski, 2017. "Analyzing Entrepreneurial Social Networks with Big Data," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 107(1), pages 130-150, January.
- Shaker A. Zahra & Harry J. Sapienza & Per Davidsson, 2006. "Entrepreneurship and Dynamic Capabilities: A Review, Model and Research Agenda," Journal of Management Studies, Wiley Blackwell, vol. 43(4), pages 917-955, June.
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Keywords
Entrepreneurship; Big data; Artificial intelligence; Predictive analysis; Review; Technological innovation;All these keywords.
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