Achtenhagen, L., Naldi, L., & Melin, L. (2010). “Business growth”—Do practitioners and scholars really talk about the same thing? Entrepreneurship Theory and Practice, 34(2), 289–316.
Arrighetti, A., & Lasagni, A. (2013). Assessing the determinants of high-growth manufacturing firms in Italy. International Journal of the Economics of Business, 20(2), 245–267. https://doi.org/10.1080/13571516.2013.783456.
Audretsch, D. B., Santarelli, E., & Vivarelli, M. (1999). Start-up size and industrial dynamics: Some evidence from Italian manufacturing. International Journal of Industrial Organization, 17, 965–983.
Belloni, A., Chen, D., Chernozhukov, V., & Hansen, C. (2012). Sparse models and methods for optimal instruments with an application to eminent domain. Econometrica, 80(6), 2369–2429.
Belloni, A., Chernozhukhov, V., & Hansen, C. (2014). High-dimensional methods and inference on structural and treatment effects. Journal of Economic Perspectives, 28(2), 29–50.
Belloni, A., Chernozhukov, V., & Wei, Y. (2016). Post-selection inference for generalized linear models with many controls. Journal of Business & Economic Statistics, 34(4), 606–619.
Bernerth, J. B., Cole, M. S., Taylor, E. C., & Walker, H. J. (2018). Control variables in leadership research: A qualitative and quantitative review. Journal of Management, 44(1), 131–160.
Bianchini, S., Bottazzi, G., & Tamagni, F. (2017). What does (not) characterize persistent corporate high-growth? Small Business Economics, 48(3), 633–656.
Birch, D. L. (1979). The job generation process. Cambridge, MA: MIT program on neighborhood and regional change, Massachusetts Institute of Technology.
Bjuggren, C.-M., Daunfeldt, S.-O., & Johansson, D. (2013). High-growth firms and family ownership. Journal of Small Business & Entrepreneurship, 26(4), 365–385. https://doi.org/10.1080/08276331.2013.821765.
Brown, R., & Mawson, S. (2013). Trigger points and high-growth firms. Journal of Small Business and Enterprise Development, 20(2), 279–295.
Brynjolfsson, E., & McAfee, A. (2014). The second machine age: Work, progress, and prosperity in a time of brilliant technologies. WW Norton & Company.
Chernozhukov, V., Hansen, C., & Spindler, M. (2016). High-dimensional metrics in R. arXiv preprint arXiv:1603.01700.
Cho, H. J., & Pucik, V. (2005). Relationship between innovativeness, quality, growth, profitability, and market value. Strategic Management Journal, 26(6), 555–575.
Churchill, N. C., & Mullins, J. W. (2001). How fast can your company afford to grow? Harvard Business Review, 79(5), 135–143.
Coad A., (2009). The growth of firms: A survey of theories and empirical evidence. Edward Elgar, Cheltenham, UK and Northampton, MA, USA.
Coad, A., Cowling, M., & Siepel, J. (2017). Growth processes of high-growth firms as a four-dimensional chicken and egg. Industrial and Corporate Change, 26(4), 537–554.
Coad A., Frankish J.S., Roberts R.G., Storey D.J., (2015). Are firm growth paths random? A reply to “firm growth and the illusion of randomness.” Journal of Business Venturing Insights 3, 5–8.
Coad, A., & Guenther, C. (2014). Processes of firm growth and diversification: Theory and evidence. Small Business Economics, 43, 857–871.
Coad, A., & Planck, M. (2012). Firms as bundles of discrete resources—Towards an explanation of the exponential distribution of firm growth rates. Eastern Economic Journal, 38, 189–209.
Coad, A., & Rao, R. (2011). The firm-level employment effects of innovations in high-tech US manufacturing industries. Journal of Evolutionary Economics, 21(2), 255–283.
Coad A., Scott G., (2018). High-growth firms in Peru. Cuadernos de Economia, 37(75), 671-696.
Cowling, M. (2004). The growth-profit nexus. Small Business Economics, 22(1), 1–9.
Davidsson, P., Steffens, P., & Fitzsimmons, J. (2009). Growing profitable or growing from profits: Putting the horse in front of the cart? Journal of Business Venturing, 24(4), 388–406.
Davidsson, P., & Wiklund, J. (2000). Conceptual and empirical challenges in the study of firm growth. In D. Sexton, & H. Landström (Eds.), The Blackwell Handbook of Entrepreneurship (reprinted 2006 in Entrepreneurship and the Growth of Firms, Elgar): 26–44. Oxford, MA: Blackwell Business.
Daunfeldt, S.-O., Elert, N., & Johansson, D. (2014). The economic contribution of high-growth firms: Do policy implications depend on the choice of growth indicator? Journal of Industry, Competition and Trade, 14(3), 337–365.
Daunfeldt S.-O., Halvarsson D., (2015). Are high-growth firms one-hit wonders? Evidence from Sweden. Small Business Economics 44, 361-383.
Daunfeldt, S.-O., Elert, N., & Johansson, D. (2014). The economic contribution of high-growth firms: Do policy implications depend on the choice of growth indicator? Journal of Industry, Competition and Trade 14(3), 337-365.
De Loecker, J. (2007). Do exports generate higher productivity? Evidence from Slovenia. Journal of International Economics, 73(1), 69–98.
Delmar, F. (1997). Measuring growth: Methodological considerations and empirical results. In R. Donckels, & A. Miettinen (Eds.), Entrepreneurship and SME research: On its way to the next millennium (also reprinted 2006 in Entrepreneurship and the Growth of Firms, Elgar): 190–216. Aldershot, UK and Brookfield, VA: Ashgate.
Delmar, F., Davidsson, P., & Gartner, W. B. (2003). Arriving at the high-growth firm. Journal of Business Venturing, 18, 189–216.
Delmar, F., McKelvie, A., & Wennberg, K. (2013). Untangling the relationships among growth, profitability and survival in new firms. Technovation, 33(8–9), 276–291.
Derbyshire, J., & Garnsey, E. (2014). Firm growth and the illusion of randomness. Journal of Business Venturing Insights, 1-2, 8–11.
Denton, F. T. (1985). Data mining as an industry. Review of Economics and Statistics, 124–127.
Evans, D. S. (1987). Tests of alternative theories of firm growth. Journal of Political Economy, 95(4), 657–674.
Eurostat-OECD (2007). Eurostat-OECD Manual on Business Demography Statistics, Office for Official Publications of the European Communities, Luxembourg.
Fan, L., Chen, S., Li, Q., & Zhu, Z. (2015). Variable selection and model prediction based on lasso, adaptive lasso and elastic net, 2015 4th International Conference on Computer Science and Network Technology (ICCSNT), Harbin, 2015, 579–583.
George, G., Haas, M. R., & Pentland, A. (2014). Big data and management. Academy of Management Journal, 57(2), 321–326.
Geroski, P. A., Machin, S. J., & Walters, C. F. (1997). Corporate growth and profitability. Journal of Industrial Economics, 45(2), 171–189.
Geroski, P A (2000). The growth of firms in theory and in practice. Pages 168–186 in Nicolai Foss and Volker Mahnke (eds): Competence, governance and entrepreneurship. Oxford University Press: Oxford, UK.
Geroski, P., & Gugler, K. (2004). Corporate growth convergence in Europe. Oxford Economic Papers, 56, 597–620.
Goedhuys, M., & Sleuwaegen, L. (2016). High-growth versus declining firms: The differential impact of human capital and R&D. Applied Economics Letters, 23(5), 369–372.
Grover Goswami, A., Medvedev, D., & Olafsen, E. (2019). High-growth firms: Facts, fiction, and policy options for emerging economies. Washington, DC: World Bank.
Guzman, J., Stern S. (2016). The state of American entrepreneurship: New estimates of the quantity and quality of entrepreneurship for 15 US states, 1988–2014. No. w22095. National Bureau of Economic Research.
Hall, B. H. (1987). The relationship between firm size and firm growth in the US manufacturing sector. Journal of Industrial Economics, 35(4), 583–606.
Hambrick, D. C. (2007). The field of management’s devotion to theory: Too much of a good thing? Academy of Management Journal, 50(6), 1346–1352.
Harhoff, D., Stahl, K., & Woywode, M. (1998). Legal form, growth and exit of west German firms—Empirical results for manufacturing, construction, trade and service industries. Journal of Industrial Economics, 46(4), 453–488.
Helfat, C. E. (2007). Stylized facts, empirical research and theory development in management. Strategic Organization, 5(2), 185–192.
Henrekson, M., & Johansson, D. (2010). Gazelles as job creators: A survey and interpretation of the evidence. Small Business Economics, 35, 227–244.
Hollenbeck, J. R., & Wright, P. M. (2017). Harking, sharking, and tharking: Making the case for post hoc analysis of scientific data. Journal of Management, 43(1), 5–18 https://doi.org/10.1177/0149206316679487.
Hölzl, W. (2014). Persistence, survival, and growth: A closer look at 20 years of fast-growing firms in Austria. Industrial and Corporate Change, 23(1), 199–231.
Ijiri, Y., & Simon, H. A. (1964). Business firm growth and size. American Economic Review, 54(2), 77–89.
Ijiri, Y., & Simon, H. A. (1967). A model of business firm growth. Econometrica, 35(2), 348–355.
Kerr, N. L. (1998). HARKing: Hypothesizing after the results are known. Personality and Social Psychology Review, 2(3), 196–217.
Kumar, M. S. (1985). Growth, acquisition activity and firm size: Evidence from the United Kingdom. Journal of Industrial Economics, 33(3), 327–338.
Lee, N. (2014). What holds back high-growth firms? Evidence from UK SMEs. Small Business Economics, 43(1), 183–195.
Locke, E. A. (2007). The case for inductive theory building. Journal of Management, 33(6), 867–890.
Lopez-Garcia, P., & Puente, S. (2012). What makes a high-growth firm? A dynamic probit analysis using Spanish firm-level data. Small Business Economics, 39, 1029–1041.
Makridakis, S., Spiliotis, E., & Assimakopoulos, V. (2018). Statistical and machine learning forecasting methods: Concerns and ways forward. PLoS One, 13(3), e0194889 https://doi.org/10.1371/journal.pone.0194889.
Mason, C., & Brown, R. (2013). Creating good public policy to support high-growth firms. Small Business Economics, 40(2), 211–225.
McKelvie, A., & Wiklund, J. (2010). Advancing firm growth research: A focus on growth mode instead of growth rate. Entrepreneurship Theory and Practice, 34(2), 261–288.
McKenzie, D. (2017). Identifying and spurring high-growth entrepreneurship: Experimental evidence from a business plan competition. American Economic Review, 107(8), 2278–2307.
McKenzie, D., & Sansone, D. (2017). Man vs. machine in predicting successful entrepreneurs: Evidence from a business plan competition in Nigeria. World Bank Policy Research Working Paper 8271.
Megaravalli, A. V., & Sampagnaro, G. (2018). Predicting the growth of high-growth SMEs: Evidence from family business firms. Journal of Family Business Management. https://doi.org/10.1108/JFBM-09-2017-0029.
Miyakawa, D., Miyauchi, Y., & Perez, C. (2017). Forecasting firm performance with machine learning: Evidence from Japanese firm-level data. Research Institute of Economy, Trade and Industry (RIETI).
Moschella, D., Tamagni, F., & Yu, X. (2018). Persistent high-growth firms in China’s manufacturing. Small Business Economics, in press. https://doi.org/10.1007/s11187-017-9973-4
Nason, R. S., & Wiklund, J. (2018). An assessment of resource-based theorizing on firm growth and suggestions for the future. Journal of Management, 44(1), 32–60.
NESTA. (2009). The vital 6 per cent: How high growth innovative businesses generate prosperity and jobs. London: NESTA.
Neumark, D., Wall, B., & Zhang, J. (2011). Do small businesses create more jobs? New evidence for the United States from the National Establishment Time Series. Review of Economics and Statistics, 93(1), 16–29.
Penrose, E.T., (1959). The Theory of the Growth of the Firm. Basil Blackwell: Oxford, UK.
Pereira, V., & Temouri, Y. (2018). Impact of institutions on emerging European high-growth firms. Management Decision, 56(1), 175–187 https://doi.org/10.1108/MD-03-2017-0279.
Peric, M., & Vitezic, V. (2016). Impact of global economic crisis on firm growth. Small Business Economics, 46(1), 1–12.
Ries, E. (2011). The lean startup: How today's entrepreneurs use continuous innovation to create radically successful businesses. Crown Books: New York.
Sermpinis, G., Tsoukas, S., & Zhang, P. (2018). Modelling market implied ratings using LASSO variable selection techniques. Journal of Empirical Finance. Forthcoming.
Shane, S. (2009). Why encouraging more people to become entrepreneurs is bad public policy. Small Business Economics, 33, 141–149.
Shepherd, D., & Wiklund, J. (2009). Are we comparing apples with apples or apples with oranges? Appropriateness of knowledge accumulation across growth studies. Entrepreneurship Theory and Practice, 33(1), 105–123.
Singh, A., & Whittington, G. (1975). The size and growth of firms. Review of Economic Studies, 42(1), 15–26.
Srhoj, S., Zupic, I., & Jaklič, M. (2018). Stylized facts about Slovenian high-growth firms. Economic Research-Ekonomska Istraživanja, 31(1), 1851–1879. https://doi.org/10.1080/1331677X.2018.1516153.
Storey, D. J. (2011). Optimism and chance: The elephants in the entrepreneurship room. International Small Business Journal, 29(4), 303–321.
Tian, S., Yu, Y., & Guo, H. (2015). Variable selection and corporate bankruptcy forecasts. Journal of Banking & Finance, 52, 89–100.
Tibshirani, R. (1996). Regression shrinkage and selection via the lasso. Journal of the Royal Statistical Society. Series B (Methodological), 267-288.
Tibshirani, R. (2011). Regression shrinkage and selection via the lasso: A retrospective. Journal of the Royal Statistical Society: Series B (Statistical Methodology), 73(3), 273–282.
Tong, et al. (2016). Comparison of predictive modeling approaches for 30-day all-cause non-elective readmission risk. BMC Medical Research Methodology, 16, 26.
Vancouver, J. B. (2018). In defense of HARKing. Industrial and Organizational Psychology, 11(1), 73–80.
van Witteloostuijn, A., & Kolkman, D. (2019). Is firm growth random? A machine learning perspective. Journal of Business Venturing Insights, forthcoming. https://doi.org/10.1016/j.jbvi.2018.e00107
Vitezić, V., Srhoj, S., & Perić, M. (2018). Investigating industry dynamics in a recessionary transition economy. South East European Journal of Economics and Business, 13(1), 43–67.
Weinblat, J. (2017). Forecasting European high-growth firms—A random forest approach. Journal of Industry, Competition and Trade, 1–42.
Zou, H., & Hastie, T. (2005). Regularization and variable selection via the elastic net. Journal of the Royal Statistical Society: Series B (Statistical Methodology), 67(2), 301–320.