IDEAS home Printed from https://ideas.repec.org/a/eee/jobuve/v14y2020ics2352673420300354.html
   My bibliography  Save this article

The value of publicly available, textual and non-textual information for startup performance prediction

Author

Listed:
  • Kaiser, Ulrich
  • Kuhn, Johan M.

Abstract

We use administrative textual and non-textual data retrieved from publicly available archives to predict the performance of Danish startups at the time of foundation. The performance outcomes we consider are survival, high employment growth, a return on assets of above 20 percent, new patent applications and participation in an innovation subsidy program. We consider a base specification that includes variables for legal form, region, ownership and industry in all specifications and add variable sets representing firm names, business purpose statements (BPSs) as well as founder and startup characteristics. To forecast the two innovation-related performance outcomes well, we only need to include a set of variables derived from the BPS texts on top of the base variables while an accurate prediction of startup survival requires the combination of the firm names and the BPS variables along with founder characteristics. An accurate forecast of high employment growth needs the combination of the BPS variables and the founder characteristics. All information our forecasts require is likely to be easily obtainable since the underlying information is mandatory to report upon business registration in many countries. The substantial accuracy of our predictions for survival, employment growth, new patents and participation in innovation subsidy programs indicates ample scope for algorithmic scoring models as an additional pillar of funding and innovation support decisions.

Suggested Citation

  • Kaiser, Ulrich & Kuhn, Johan M., 2020. "The value of publicly available, textual and non-textual information for startup performance prediction," Journal of Business Venturing Insights, Elsevier, vol. 14(C).
    • Handle: RePEc:eee:jobuve:v:14:y:2020:i:c:s2352673420300354
    DOI: 10.1016/j.jbvi.2020.e00179
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S2352673420300354
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.jbvi.2020.e00179?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Mata, Jose & Portugal, Pedro, 1994. "Life Duration of New Firms," Journal of Industrial Economics, Wiley Blackwell, vol. 42(3), pages 227-245, September.
    2. Liran Einav & Jonathan Levin, 2014. "The Data Revolution and Economic Analysis," Innovation Policy and the Economy, University of Chicago Press, vol. 14(1), pages 1-24.
    3. John C. Dencker & Marc Gruber, 2015. "The effects of opportunities and founder experience on new firm performance," Strategic Management Journal, Wiley Blackwell, vol. 36(7), pages 1035-1052, July.
    4. Ulrich Kaiser & Hans C. Kongsted & Keld Laursen & Ann‐Kathrine Ejsing, 2018. "Experience matters: The role of academic scientist mobility for industrial innovation," Strategic Management Journal, Wiley Blackwell, vol. 39(7), pages 1935-1958, July.
    5. Bates, Timothy, 2005. "Analysis of young, small firms that have closed: delineating successful from unsuccessful closures," Journal of Business Venturing, Elsevier, vol. 20(3), pages 343-358, May.
    6. Gautam Ahuja & Russell W. Coff & Peggy M. Lee, 2005. "Managerial foresight and attempted rent appropriation: insider trading on knowledge of imminent breakthroughs," Strategic Management Journal, Wiley Blackwell, vol. 26(9), pages 791-808, September.
    7. Åstebro, Thomas & Winter, Joachim, 2012. "More than a dummy: The probability of failure, survival and acquisition of firms in financial distress," Munich Reprints in Economics 20185, University of Munich, Department of Economics.
    8. Blanchflower, David G & Oswald, Andrew J, 1998. "What Makes an Entrepreneur?," Journal of Labor Economics, University of Chicago Press, vol. 16(1), pages 26-60, January.
    9. Roland G. Fryer & Steven D. Levitt, 2004. "The Causes and Consequences of Distinctively Black Names," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(3), pages 767-805.
    10. Raffaele Oriani & Maurizio Sobrero, 2008. "Uncertainty and the market valuation of R&D within a real options logic," Strategic Management Journal, Wiley Blackwell, vol. 29(4), pages 343-361, April.
    11. Bańbura, Marta & Giannone, Domenico & Modugno, Michele & Reichlin, Lucrezia, 2013. "Now-Casting and the Real-Time Data Flow," Handbook of Economic Forecasting, in: G. Elliott & C. Granger & A. Timmermann (ed.), Handbook of Economic Forecasting, edition 1, volume 2, chapter 0, pages 195-237, Elsevier.
    12. Shaker A. Zahra & Els Van de Velde & Bárbara Larrañeta, 2007. "Knowledge conversion capability and the performance of corporate and university spin-offs," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 16(4), pages 569-608, August.
    13. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, April.
    14. repec:fth:harver:1473 is not listed on IDEAS
    15. Kaiser, Ulrich & Kongsted, Hans Christian & Rønde, Thomas, 2015. "Does the mobility of R&D labor increase innovation?," Journal of Economic Behavior & Organization, Elsevier, vol. 110(C), pages 91-105.
    16. Nancy Huyhebaert & Ann Gaeremynck & Filip Roodhooft & Linda M.. Van de Gucht, 2000. "New Firm Survival: The Effects of Start‐up Characteristics," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 27(5‐6), pages 627-651, June.
    17. Ensley, Michael D. & Hmieleski, Keith M., 2005. "A comparative study of new venture top management team composition, dynamics and performance between university-based and independent start-ups," Research Policy, Elsevier, vol. 34(7), pages 1091-1105, September.
    18. Gimmon, Eli & Levie, Jonathan, 2010. "Founder's human capital, external investment, and the survival of new high-technology ventures," Research Policy, Elsevier, vol. 39(9), pages 1214-1226, November.
    19. J. Robert Baum & Stefan Wally, 2003. "Strategic decision speed and firm performance," Strategic Management Journal, Wiley Blackwell, vol. 24(11), pages 1107-1129, November.
    20. Zvi Griliches, 1998. "Patent Statistics as Economic Indicators: A Survey," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 287-343, National Bureau of Economic Research, Inc.
    21. Davis, Steven J & Haltiwanger, John & Schuh, Scott, 1996. "Small Business and Job Creation: Dissecting the Myth and Reassessing the Facts," Small Business Economics, Springer, vol. 8(4), pages 297-315, August.
    22. Edward I. Altman, 1968. "Financial Ratios, Discriminant Analysis And The Prediction Of Corporate Bankruptcy," Journal of Finance, American Finance Association, vol. 23(4), pages 589-609, September.
    23. Davidsson, Per & Honig, Benson, 2003. "The role of social and human capital among nascent entrepreneurs," Journal of Business Venturing, Elsevier, vol. 18(3), pages 301-331, May.
    24. Jovanovic, Boyan, 1982. "Selection and the Evolution of Industry," Econometrica, Econometric Society, vol. 50(3), pages 649-670, May.
    25. Nancy Huyhebaert & Ann Gaeremynck & Filip Roodhooft & Linda M.. Van de Gucht, 2000. "New Firm Survival: The Effects of Start-up Characteristics," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 27(5&6), pages 627-651.
    26. Wennberg, Karl & Wiklund, Johan & Wright, Mike, 2011. "The effectiveness of university knowledge spillovers: Performance differences between university spinoffs and corporate spinoffs," Research Policy, Elsevier, vol. 40(8), pages 1128-1143, October.
    27. Edward I. Altman, 1968. "The Prediction Of Corporate Bankruptcy: A Discriminant Analysis," Journal of Finance, American Finance Association, vol. 23(1), pages 193-194, March.
    28. Jose Plehn-Dujowich, 2010. "A theory of serial entrepreneurship," Small Business Economics, Springer, vol. 35(4), pages 377-398, November.
    29. Wagner, Joachim, 2002. "Taking a Second Chance: Entrepreneurial Restarters in Germany," IZA Discussion Papers 417, Institute of Labor Economics (IZA).
    30. Laitinen, Erkki K., 1992. "Prediction of failure of a newly founded firm," Journal of Business Venturing, Elsevier, vol. 7(4), pages 323-340, July.
    31. Cooper, Arnold C., 1993. "Challenges in predicting new firm performance," Journal of Business Venturing, Elsevier, vol. 8(3), pages 241-253, May.
    32. Robert A. Baron & Michael D. Ensley, 2006. "Opportunity Recognition as the Detection of Meaningful Patterns: Evidence from Comparisons of Novice and Experienced Entrepreneurs," Management Science, INFORMS, vol. 52(9), pages 1331-1344, September.
    33. Thomas B. Astebro & J. K. Winter, 2012. "More than a Dummy: The Probability of Failure, Survival and Acquisition of Private Firms in Financial Distress," Post-Print hal-00715485, HAL.
    34. Andrew D. Henderson & Michael E. Raynor & Mumtaz Ahmed, 2012. "How long must a firm be great to rule out chance? Benchmarking sustained superior performance without being fooled by randomness," Strategic Management Journal, Wiley Blackwell, vol. 33(4), pages 387-406, April.
    35. Brush, Candida G. & Vanderwerf, Pieter A., 1992. "A comparison of methods and sources for obtaining estimates of new venture performance," Journal of Business Venturing, Elsevier, vol. 7(2), pages 157-170, March.
    36. Adrian Gepp & Kuldeep Kumar & Sukanto Bhattacharya, 2010. "Business failure prediction using decision trees," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 29(6), pages 536-555.
    37. Damiano Bonardo & Stefano Paleari & Silvio Vismara, 2011. "Valuing University–Based Firms: The Effects of Academic Affiliation on IPO Performance," Entrepreneurship Theory and Practice, , vol. 35(4), pages 755-776, July.
    38. Delmar, Frederic & Davidsson, Per & Gartner, William B., 2003. "Arriving at the high-growth firm," Journal of Business Venturing, Elsevier, vol. 18(2), pages 189-216, March.
    39. Delmar, Frederic & Shane, Scott, 2004. "Legitimating first: organizing activities and the survival of new ventures," Journal of Business Venturing, Elsevier, vol. 19(3), pages 385-410, May.
    40. Ashish Arora & Anand Nandkumar, 2011. "Cash-Out or Flameout! Opportunity Cost and Entrepreneurial Strategy: Theory, and Evidence from the Information Security Industry," Management Science, INFORMS, vol. 57(10), pages 1844-1860, October.
    41. Matthew Gentzkow & Bryan Kelly & Matt Taddy, 2019. "Text as Data," Journal of Economic Literature, American Economic Association, vol. 57(3), pages 535-574, September.
    42. Blundell, Richard & Griffith, Rachel & Van Reenen, John, 1995. "Dynamic Count Data Models of Technological Innovation," Economic Journal, Royal Economic Society, vol. 105(429), pages 333-344, March.
    43. J. Richard Harrison, 2004. "Models of growth in organizational ecology: a simulation assessment," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 13(1), pages 243-261, February.
    44. Paul Gompers & Anna Kovner & Josh Lerner & David Scharfstein, 2006. "Skill vs. Luck in Entrepreneurship and Venture Capital: Evidence from Serial Entrepreneurs," NBER Working Papers 12592, National Bureau of Economic Research, Inc.
    45. Jerker Denrell, 2004. "Random Walks and Sustained Competitive Advantage," Management Science, INFORMS, vol. 50(7), pages 922-934, July.
    46. Jorge Guzman & Scott Stern, 2016. "The State of American Entrepreneurship: New Estimates of the Quality and Quantity of Entrepreneurship for 32 US States, 1988-2014," NBER Working Papers 22095, National Bureau of Economic Research, Inc.
    47. David Kirsch & Brent Goldfarb & Azi Gera, 2009. "Form or substance: the role of business plans in venture capital decision making," Strategic Management Journal, Wiley Blackwell, vol. 30(5), pages 487-515, May.
    48. Neil A. Morgan & Douglas W. Vorhies & Charlotte H. Mason, 2009. "Market orientation, marketing capabilities, and firm performance," Strategic Management Journal, Wiley Blackwell, vol. 30(8), pages 909-920, August.
    49. Henry Mintzberg, 1990. "The design school: Reconsidering the basic premises of strategic management," Strategic Management Journal, Wiley Blackwell, vol. 11(3), pages 171-195, March.
    50. Altman, Edward I., 1984. "The success of business failure prediction models : An international survey," Journal of Banking & Finance, Elsevier, vol. 8(2), pages 171-198, June.
    51. Agarwal, Vineet & Taffler, Richard, 2008. "Comparing the performance of market-based and accounting-based bankruptcy prediction models," Journal of Banking & Finance, Elsevier, vol. 32(8), pages 1541-1551, August.
    52. Laver, Michael & Benoit, Kenneth & Garry, John, 2003. "Extracting Policy Positions from Political Texts Using Words as Data," American Political Science Review, Cambridge University Press, vol. 97(2), pages 311-331, May.
    53. C. Mirjam van Praag, 2003. "Business Survival and Success of Young Small Business Owners," Tinbergen Institute Discussion Papers 03-050/3, Tinbergen Institute.
    54. Geroski, Paul A, 1999. "The Growth of Firms in Theory and in Practice," CEPR Discussion Papers 2092, C.E.P.R. Discussion Papers.
    55. 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.
    56. Clarysse, Bart & Tartari, Valentina & Salter, Ammon, 2011. "The impact of entrepreneurial capacity, experience and organizational support on academic entrepreneurship," Research Policy, Elsevier, vol. 40(8), pages 1084-1093, October.
    57. P. A. Geroski, 2005. "Understanding the implications of empirical work on corporate growth rates," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 26(2), pages 129-138.
    58. repec:bla:jfinan:v:59:y:2004:i:3:p:1259-1294 is not listed on IDEAS
    59. Cassar, Gavin, 2014. "Industry and startup experience on entrepreneur forecast performance in new firms," Journal of Business Venturing, Elsevier, vol. 29(1), pages 137-151.
    60. D. J. Hand, 2001. "Measuring Diagnostic Accuracy of Statistical Prediction Rules," Statistica Neerlandica, Netherlands Society for Statistics and Operations Research, vol. 55(1), pages 3-16, March.
    61. Matt Taddy, 2013. "Rejoinder: Efficiency and Structure in MNIR," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 108(503), pages 772-774, September.
    62. Argyro (Iro) Nikiforou & John C. Dencker & Marc Gruber, 2019. "Necessity entrepreneurship and industry choice in new firm creation," Strategic Management Journal, Wiley Blackwell, vol. 40(13), pages 2165-2190, December.
    63. Cope, Jason, 2011. "Entrepreneurial learning from failure: An interpretative phenomenological analysis," Journal of Business Venturing, Elsevier, vol. 26(6), pages 604-623.
    64. Simona Rasciute & Paul Downward & William H Greene, 2017. "Do Relational Goods Raise Well-Being? An Econometric Analysis," Eastern Economic Journal, Palgrave Macmillan;Eastern Economic Association, vol. 43(4), pages 563-579, September.
    65. Cornett, Marcia Millon & Tehranian, Hassan, 1992. "Changes in corporate performance associated with bank acquisitions," Journal of Financial Economics, Elsevier, vol. 31(2), pages 211-234, April.
    66. Sudheer Chava & Robert A. Jarrow, 2008. "Bankruptcy Prediction with Industry Effects," World Scientific Book Chapters, in: Financial Derivatives Pricing Selected Works of Robert Jarrow, chapter 21, pages 517-549, World Scientific Publishing Co. Pte. Ltd..
    67. Christian Catalini & Jorge Guzman & Scott Stern, 2019. "Passive Versus Active Growth: Evidence from Founder Choices and Venture Capital Investment," NBER Working Papers 26073, National Bureau of Economic Research, Inc.
    68. Chandler, Gaylen N. & Hanks, Steven H., 1993. "Measuring the performance of emerging businesses: A validation study," Journal of Business Venturing, Elsevier, vol. 8(5), pages 391-408, September.
    69. Audretsch, David B. & Santarelli, Enrico & Vivarelli, Marco, 1999. "Start-up size and industrial dynamics: some evidence from Italian manufacturing," International Journal of Industrial Organization, Elsevier, vol. 17(7), pages 965-983, October.
    70. Hayward, Mathew L.A. & Forster, William R. & Sarasvathy, Saras D. & Fredrickson, Barbara L., 2010. "Beyond hubris: How highly confident entrepreneurs rebound to venture again," Journal of Business Venturing, Elsevier, vol. 25(6), pages 569-578, November.
    71. Dambolena, Ismael G & Khoury, Sarkis J, 1980. "Ratio Stability and Corporate Failure," Journal of Finance, American Finance Association, vol. 35(4), pages 1017-1026, September.
    72. Simon C Parker, 2008. "Statistical Issues in Applied Entrepreneurship Research: Data, Methods and Challenges," International Studies in Entrepreneurship, in: Emilio Congregado (ed.), Measuring Entrepreneurship, chapter 0, pages 9-20, Springer.
    73. James G. March & Robert I. Sutton, 1997. "Crossroads---Organizational Performance as a Dependent Variable," Organization Science, INFORMS, vol. 8(6), pages 698-706, December.
    74. Hopenhayn, Hugo A, 1992. "Entry, Exit, and Firm Dynamics in Long Run Equilibrium," Econometrica, Econometric Society, vol. 60(5), pages 1127-1150, September.
    75. Jerker Denrell & Christina Fang & Chengwei Liu, 2015. "Perspective—Chance Explanations in the Management Sciences," Organization Science, INFORMS, vol. 26(3), pages 923-940, June.
    76. Raphael Amit & Lawrence Glosten & Eitan Muller, 1990. "Entrepreneurial Ability, Venture Investments, and Risk Sharing," Management Science, INFORMS, vol. 36(10), pages 1233-1246, October.
    77. George, Gerard & Zahra, Shaker A. & Wood, D. Jr., 2002. "The effects of business-university alliances on innovative output and financial performance: a study of publicly traded biotechnology companies," Journal of Business Venturing, Elsevier, vol. 17(6), pages 577-609, October.
    78. Audretsch, David B & Mahmood, Talat, 1995. "New Firm Survival: New Results Using a Hazard Function," The Review of Economics and Statistics, MIT Press, vol. 77(1), pages 97-103, February.
    79. Cooper, Arnold C. & Gimeno-Gascon, F. Javier & Woo, Carolyn Y., 1994. "Initial human and financial capital as predictors of new venture performance," Journal of Business Venturing, Elsevier, vol. 9(5), pages 371-395, September.
    80. Charles E. Eesley & David H. Hsu & Edward B. Roberts, 2014. "The contingent effects of top management teams on venture performance: Aligning founding team composition with innovation strategy and commercialization environment," Strategic Management Journal, Wiley Blackwell, vol. 35(12), pages 1798-1817, December.
    81. Arundel, Anthony & Kabla, Isabelle, 1998. "What percentage of innovations are patented? empirical estimates for European firms," Research Policy, Elsevier, vol. 27(2), pages 127-141, June.
    82. Paul Westhead & Deniz Ucbasaran & Mike Wright & Martin Binks, 2005. "Novice, Serial and Portfolio Entrepreneur Behaviour and Contributions," Small Business Economics, Springer, vol. 25(2), pages 109-132, September.
    83. ., 2017. "Econometric analysis: loopholes and shortcomings," Chapters, in: Econometrics as a Con Art, chapter 5, pages 88-105, Edward Elgar Publishing.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Lele Cao & Vilhelm von Ehrenheim & Sebastian Krakowski & Xiaoxue Li & Alexandra Lutz, 2022. "Using Deep Learning to Find the Next Unicorn: A Practical Synthesis," Papers 2210.14195, arXiv.org, revised Jun 2024.
    2. Coad, Alex & Karlsson, Johan, 2022. "A field guide for gazelle hunters: Small, old firms are unlikely to become high-growth firms," Journal of Business Venturing Insights, Elsevier, vol. 17(C).
    3. Ari Hyytinen & Petri Rouvinen & Mika Pajarinen & Joosua Virtanen, 2023. "Ex Ante Predictability of Rapid Growth: A Design Science Approach," Entrepreneurship Theory and Practice, , vol. 47(6), pages 2465-2493, November.
    4. Khanindra Ch. Das, 2023. "What Affects Startup Acquisition in Emerging Economy? Evidence from India," Journal of Emerging Market Finance, Institute for Financial Management and Research, vol. 22(2), pages 111-134, June.
    5. Dafei Yin & Jing Li & Gaosheng Wu, 2021. "Solving the Data Sparsity Problem in Predicting the Success of the Startups with Machine Learning Methods," Papers 2112.07985, arXiv.org.
    6. Kim, Jongwoo & Kim, Hongil & Geum, Youngjung, 2023. "How to succeed in the market? Predicting startup success using a machine learning approach," Technological Forecasting and Social Change, Elsevier, vol. 193(C).
    7. Lele Cao & Gustaf Halvardsson & Andrew McCornack & Vilhelm von Ehrenheim & Pawel Herman, 2023. "Beyond Gut Feel: Using Time Series Transformers to Find Investment Gems," Papers 2309.16888, arXiv.org, revised Jun 2024.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Kaiser, Ulrich & Kuhn, Johan Moritz, 2020. "Value of Publicly Available, Textual and Non-textuThe al Information for Startup Performance Prediction," IZA Discussion Papers 13029, Institute of Labor Economics (IZA).
    2. Kaiser, Ulrich & Kuhn, Johan Moritz, 2019. "Who Founds? An Analysis of University and Corporate Startup Entrepreneurs Based on Danish Register Data," IZA Discussion Papers 12191, Institute of Labor Economics (IZA).
    3. Coad, Alex & Kaiser, Ulrich & Kuhn, Johan, 2021. "Spin doctors vs the spawn of capitalism: Who founds university and corporate startups?," Research Policy, Elsevier, vol. 50(10).
    4. Carmen Cotei & Joseph Farhat, 2018. "The M&A exit outcomes of new, young firms," Small Business Economics, Springer, vol. 50(3), pages 545-567, March.
    5. Sandra Gottschalk & Francis J. Greene & Bettina Müller, 2017. "The impact of habitual entrepreneurial experience on new firm closure outcomes," Small Business Economics, Springer, vol. 48(2), pages 303-321, February.
    6. Ko, Eun-Jeong & McKelvie, Alexander, 2018. "Signaling for more money: The roles of founders' human capital and investor prominence in resource acquisition across different stages of firm development," Journal of Business Venturing, Elsevier, vol. 33(4), pages 438-454.
    7. Mayer-Haug, Katrin & Read, Stuart & Brinckmann, Jan & Dew, Nicholas & Grichnik, Dietmar, 2013. "Entrepreneurial talent and venture performance: A meta-analytic investigation of SMEs," Research Policy, Elsevier, vol. 42(6), pages 1251-1273.
    8. Parker, Simon C., 2013. "Do serial entrepreneurs run successively better-performing businesses?," Journal of Business Venturing, Elsevier, vol. 28(5), pages 652-666.
    9. Vera Rocha & Luca Grilli, 2024. "Early-stage start-up hiring: the interplay between start-ups’ initial resources and innovation orientation," Small Business Economics, Springer, vol. 62(4), pages 1641-1668, April.
    10. Wennberg, Karl & Wiklund, Johan & DeTienne, Dawn R. & Cardon, Melissa S., 2010. "Reconceptualizing entrepreneurial exit: Divergent exit routes and their drivers," Journal of Business Venturing, Elsevier, vol. 25(4), pages 361-375, July.
    11. Marco Vivarelli, 2013. "Is entrepreneurship necessarily good? Microeconomic evidence from developed and developing countries," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 22(6), pages 1453-1495, December.
    12. Amrita Lahiri & Anu Wadhwa, 2021. "When do serial entrepreneurs found innovative ventures? Evidence from patent data," Small Business Economics, Springer, vol. 57(4), pages 1973-1993, December.
    13. Steffen Mueller & Jens Stegmaier, 2015. "Economic failure and the role of plant age and size," Small Business Economics, Springer, vol. 44(3), pages 621-638, March.
    14. Zabara, Tatiana, 2019. "Evolution of entrepreneurial teams in technology-based new ventures," Other publications TiSEM cc09d065-3811-47b6-9c93-8, Tilburg University, School of Economics and Management.
    15. Marco Caliendo & Daniel Rodríguez, 2024. "Divergent thinking and post-launch entrepreneurial outcomes: non-linearities and the moderating role of experience," Small Business Economics, Springer, vol. 62(4), pages 1523-1553, April.
    16. Francesco Quatraro & Marco Vivarelli, 2015. "Drivers of Entrepreneurship and Post-entry Performance of Newborn Firms in Developing Countries," The World Bank Research Observer, World Bank, vol. 30(2), pages 277-305.
    17. Ornella Wanda Maietta & Fernanda Mazzotta, 2018. "Firm Survival and Innovation: Knowledge Context Matters!," CSEF Working Papers 496, Centre for Studies in Economics and Finance (CSEF), University of Naples, Italy.
    18. Gottschalk, Sandra & Greene, Francis J. & Höwer, Daniel & Müller, Bettina, 2014. "If you don't succeed, should you try again? The role of entrepreneurial experience in venture survival," ZEW Discussion Papers 14-009, ZEW - Leibniz Centre for European Economic Research.
    19. Siepel, Josh & Cowling, Marc & Coad, Alex, 2017. "Non-founder human capital and the long-run growth and survival of high-tech ventures," Technovation, Elsevier, vol. 59(C), pages 34-43.
    20. Cheng Shu & Sharon A. Simmons, 2018. "Firm survival in traded industries: does localization moderate the effects of founding team experience?," Small Business Economics, Springer, vol. 50(3), pages 643-655, March.

    More about this item

    Keywords

    Startup; Performance; Prediction; Text as data; Algorithmic scoring;
    All these keywords.

    JEL classification:

    • L26 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Entrepreneurship
    • C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Prediction Models; Simulation Methods

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jobuve:v:14:y:2020:i:c:s2352673420300354. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: https://www.journals.elsevier.com/journal-of-business-venturing-insights .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.