Panel Data Models of New Firm Formation in New England

  • Jitendra Parajuli
  • Kingsley E. Haynes Ruth D. Hazel and John T. Hazel, M.D. Faculty Chair in Public Policy; Eminent Scholar, University Professor George Mason University
Keywords: New firm formation, entrepreneurship, regional dynamics, spatial spillovers, panel data estimation, New England


This study examines the impact of the determinants of new firm formation in New England at the county level from 1999 to 2009. Based on the Spatial Durbin panel model that accounts for spillover effects, it is found that population density and human capital positively affect single-unit firm births within a county and its neighbors. Population growth rate also exerts a significant positive impact on new firm formation, but most of the effect is from spatial spillovers. On the contrary, the ratio of large to small firm in terms of employment size and unemployment rate negatively influence single-unit firm births both within counties and among neighbors. However, there is no significant impact of local financial capital and personal income growth on new firm formation.

Author Biography

Jitendra Parajuli




Acs, Z. J., & Armington, C. (2004). The Impact of Geographic Differences in Human Capital on Service Firm Formation Rates. Journal of Urban Economics, 56(2), 244–278.

Acs, Z. J., & Mueller, P. (2008). Employment Effects of Business Dynamics: Mice, Gazelles and Elephants. Small Business Economics, 30(1), 85–100.

Acs, Z. J., Szerb, L., & Autio, E. (2015). Global Entrepreneurship Index 2016. Washington, DC, US: The Global Entrepreneurship and Development Institute. Retrieved from

Anselin, L. (1988). Spatial Econometrics: Methods and Models. Dordrecht, The Netherlands: Kluwer.

Anyadike-Danes, M., & O’Reilly, M. (2005). Watch That Space! The County Hierarchy in Firm Births and Deaths in the UK, 1980-1999. Small Business Economics, 25(3), 273–292.

Armington, C., & Acs, Z. J. (2002). The Determinants of Regional Variation in New Firm Formation. Regional Studies, 36(1), 33–45.

Audretsch, D. B., & Fritsch, M. (1994). The Geography of Firm Births in Germany. Regional Studies, 28(4), 359–365.

Bailey, T. C., & Gatrell, A. C. (1995). Interactive Spatial Data Analysis. Essex, UK: Pearson.

Baltagi, B. H. (2005). Econometric Analysis of Panel Data (Third). West Sussex, England: John Wiley & Sons.

Belotti, F., Hughes, G., & Mortari, A. P. (2016). XSMLE: Stata Module for Spatial Panel Data Models Estimation. Retrieved from

Bosma, N., & Schutjens, V. (2011). Understanding Regional Variation in Entrepreneurial Activity and Entrepreneurial Attitude in Europe. Annals of Regional Science, 47(3), 711–742.

Cheng, S., & Li, H. (2010). The Effects of Unemployment on New Firm Formation Revisited: Does Space Matter? Regional Science Policy & Practice, 2(2), 97–120.

Dahl, M. S., & Sorenson, O. (2012). Home Sweet Home: Entrepreneurs’ Location Choices and the Performance of Their Ventures. Management Science, 58(6), 1059–1071.

Davidsson, P., & Honig, B. (2003). The Role of Social and Human Capital Among Nascent Entrepreneurs. Journal of Business Venturing, 18(3), 301–331.

Davidsson, P., Lindmark, L., & Olofsson, C. (1994). New Firm Formation and Regional Development in Sweden. Regional Studies, 28(4), 395–410.

Delfmann, H., Koster, S., McCann, P., & van Dijk, J. (2014). Population Change and New Firm Formation in Urban and Rural Regions. Regional Studies, 48(6), 1034–1050.

Delgado, M., Porter, M. E., & Stern, S. (2010). Clusters and Entrepreneurship. Journal of Economic Geography, 10(4), 495–518.

Elhorst, J. P. (2003). Specification and Estimation of Spatial Panel Data Models. International Regional Science Review, 26(3), 244–268.

Elhorst, J. P. (2014). Spatial Panel Models. In M. M. Fischer & P. Nijkamp (Eds.), Handbook of Regional Science (pp. 1637–1652). Heidelberg, Germany: Springer-Verlag.

Ellison, G., & Glaeser, E. L. (1999). The Geographic Concentration of Industry: Does Natural Advantage Explain Agglomeration? American Economic Review, 89(2), 311–316.

Fairlie, R. W., Morelix, A., Reedy, E. J., & Russell, J. (2016). The Kauffman Index: Startup Activity National Trends. Kansas City, MO, US: Ewing Marion Kauffman Foundation. Retrieved from

Fritsch, M. (1992). Regional Differences in New Firm Formation: Evidence from West Germany. Regional Studies, 26(3), 233–241.

Fritsch, M., & Falck, O. (2002). New Firm Formation by Industry over Space and Time: A Multi-level Analysis (Working Paper No. 11). Freiberg, Germany: Freiberg University of Mining and Technology. Retrieved from

Garvin, D. A. (1983). Spin-offs and the New Firm Formation Process. California Management Review, 25(2), 3–20.

Guesnier, B. (1994). Regional Variations in New Firm Formation in France. Regional Studies, 28(4), 347–358.

Guzman, J., & Stern, S. (2015). Where is Silicon Valley? Science, 347(6222), 606–609.

Kangasharju, A. (2000). Regional Variations in Firm Formation: Panel and Cross-section Data Evidence from Finland. Papers in Regional Science, 79(4), 355–373.

Kim, P. H., Aldrich, H. E., & Keister, L. A. (2006). Access (Not) Denied: The Impact of Financial, Human, and Cultural Capital on Entrepreneurial Entry in the United States. Small Business Economics, 27(1), 5–22.

Krugman, P. (1991). Increasing Returns and Economic Geography. Journal of Political Economy, 99(3), 483–499.

Lee, S. Y., Florida, R., & Acs, Z. J. (2004). Creativity and Entrepreneurship: A Regional Analysis of New Firm Formation. Regional Studies, 38(8), 879–891.

LeSage, J., & Pace, R. K. (2009). Introduction to Spatial Econometrics. Boca Raton, FL: CRC Press.

Michelacci, C., & Silva, O. (2007). Why so Many Local Entrepreneurs. Review of Economics and Statistics, 89(4), 615–633.

Morelix, A., Reedy, E. J., Fairlie, R. W., & Russell, J. (2016). The Kauffman Index: Startup Activity State Trends. Kansas City, MO: Ewing Marion Kauffman Foundation. Retrieved from
NBER. (2009). US Business Cycle Expansions and Contractions. Retrieved from

Parajuli, J., & Haynes, K. E. (2017). An Exploratory Analysis of New Firm Formation in New England. In J. Lombard, E. Stern, & G. Clarke (Eds.), Applied Spatial Modelling and Planning. UK: Routledge.

Renski, H. (2009). New Firm Entry, Survival, and Growth in the United States. Journal of the American Planning Association, 75(1), 60–77.

Reynolds, P. D., Miller, B., & Maki, W. R. (1995). Explaining Regional Variation in Business Births and Deaths: U.S. 1976-88. Small Business Economics, 7(5), 389–407.

Reynolds, P. D., Storey, D. J., & Westhead, P. (1994). Cross-national Comparisons of the Variation in New Firm Formation Rates. Regional Studies, 28(4), 443–456.

Ritsila, J., & Tervo, H. (2002). Effects of Unemployment on New Firm Formation: Micro-level Panel Data Evidence from Finland. Small Business Economics, 19(1), 31–40.

Robinson, M. J., & Cottrell, T. J. (2007). Investment Patterns of Informal Investors in the Alberta Private Equity Market. Journal of Small Business Management, 45(1), 47–67.

Robinson, P. B., & Sexton, E. A. (1994). The Effect of Education and Experience on Self-employment Success. Journal of Business Venturing, 9(2), 141–156.

Schramm, C. J. (2004). Building Entrepreneurial Economies. Foreign Affairs, 83(4), 104–115.

Storey, D. J. (1991). The Birth of New Firms: Does Unemployment Matter? A Review of the Evidence. Small Business Economics, 3(3), 167–178.

Sutaria, V., & Hicks, D. A. (2004). New Firm Formation: Dynamics and Determinants. Annals of Regional Science, 38(2), 241–262.
How to Cite
Parajuli, J. and Haynes, K. (2017) “Panel Data Models of New Firm Formation in New England”, REGION, 4(3), pp. 65-76. doi: