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Place‐based subsidies and employment growth in rural America: Evidence from the broadband initiatives programme

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  • Anil Rupasingha
  • John Pender
  • Ryan Williams
  • Joshua Goldstein
  • Devika Nair

Abstract

This paper studies the labour market effects of the Broadband Initiatives Program (BIP), a programme authorized by the American Recovery and Reinvestment Act of 2009 to promote broadband deployment, mainly in rural areas. The BIP is one of the largest USDA broadband programmes implemented to date, providing more than $3.4 billion in grants and loans in FY 2010. We investigate the impacts of BIP investments on employment outcomes in BIP‐recipient Census tracts compared to similar tracts outside of BIP project service areas between the inception of the programme in 2010 and 2019. We use a quasi‐experimental research design that combines difference‐in‐difference regression with propensity score matching estimation to identify the causal effect of the BIP investments on employment outcomes. We find that the BIP investments had a positive overall effect on employment growth that increased over time. The subsidized investments had a greater effect on employment in startups than in incumbent businesses, in the goods‐producing sector and the information and communications technology sector than other sectors, and a greater effect in micropolitan census tracts than tracts located in metropolitan areas or in small town and remote rural locations. Este artículo estudia los efectos en el mercado laboral del Programa de Iniciativas de Banda Ancha (BIP, por sus siglas en inglés), un programa autorizado por la Ley de Recuperación y Reinversión de Estados Unidos de 2009 para promover el despliegue de la banda ancha, principalmente en zonas rurales. El BIP es uno de los mayores programas de banda ancha del USDA ejecutados hasta la fecha, y en el 2010 concedió más de 3.400 millones de dólares en subvenciones y préstamos. Se investigaron los impactos de las inversiones del BIP en los resultados de empleo en los tramos censales receptores de BIP en comparación con tramos similares fuera de las áreas cubiertas por el proyecto BIP entre el inicio del programa en 2010 y 2019. Se utilizó un diseño de investigación cuasi‐experimental que combina la regresión de diferencias en diferencias con una estimación basada en pareamiento por puntaje de propensión para identificar el efecto causal de las inversiones del BIP en los resultados de empleo. Las inversiones del BIP tuvieron un efecto global positivo en el crecimiento del empleo, que aumentó con el tiempo. Las inversiones subvencionadas tuvieron un mayor efecto sobre el empleo en las empresas de nueva creación que en las ya existentes, en el sector de la producción de bienes y en el sector de las tecnologías de la información y las comunicaciones que en otros sectores, y un mayor efecto en los tramos censales micropolitanos que en los situados en áreas metropolitanas o en localidades rurales pequeñas y remotas. 本稿では、2009年アメリカ復興・再投資法によって認可された、主に農村地域におけるブロードバンドの導入を促進するためのプログラムであるブロードバンド・イニシアティブ・プログラム(Broadband Initiatives Program:BIP)の労働市場への影響を検討する。BIPは、2010年度には34億ドル以上の補助金と融資を提供しており、これまでに実施された米国農務省のブロードバンド・プログラムの中でも最大規模である。プログラムが開始された2010年から2019年までの、国勢統計区におけるBIP受給者の雇用成果に対するBIP投資の影響を、BIPプロジェクトのサービス対象地域以外の同様の地域と比較して調査した。差分の差分法と傾向スコアマッチング推定を組み合わせた疑似実験デザインを用いて、BIP投資が雇用成果に及ぼす因果効果の解明を試みた。BIP投資は全体的に雇用増加に全体的なプラスの効果をもたらし、さらにその効果は時間の経過とともに増大した。補助金による投資は、既存の企業の雇用よりもスタートアップの雇用に大きな影響を与え、他の部門よりも財生産部門や情報通信技術部門に大きな影響を与え、小都市の国勢統計区では大都市圏や小さな町あるいは僻地の国勢統計区よりも大きな影響を与えていた。

Suggested Citation

  • Anil Rupasingha & John Pender & Ryan Williams & Joshua Goldstein & Devika Nair, 2023. "Place‐based subsidies and employment growth in rural America: Evidence from the broadband initiatives programme," Papers in Regional Science, Wiley Blackwell, vol. 102(4), pages 677-708, August.
  • Handle: RePEc:bla:presci:v:102:y:2023:i:4:p:677-708
    DOI: 10.1111/pirs.12740
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    as
    1. Steven Deller & Brian Whitacre & Tessa Conroy, 2022. "Rural broadband speeds and business startup rates," American Journal of Agricultural Economics, John Wiley & Sons, vol. 104(3), pages 999-1025, May.
    2. Anders Akerman & Ingvil Gaarder & Magne Mogstad, 2015. "The Skill Complementarity of Broadband Internet," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(4), pages 1781-1824.
    3. Ford, George S., 2018. "Is faster better? Quantifying the relationship between broadband speed and economic growth," Telecommunications Policy, Elsevier, vol. 42(9), pages 766-777.
    4. Narine Badasyan & David Shideler & Laura Taylor, 2007. "The economic impact of broadband deployment in Kentucky," Regional Economic Development, Federal Reserve Bank of St. Louis, issue Nov, pages 88-118.
    5. Chen, Yulong & Ma, Liyuan & Orazem, Peter F., 2023. "The heterogeneous role of broadband access on establishment entry and exit by sector and urban and rural markets," Telecommunications Policy, Elsevier, vol. 47(3).
    6. Mack, Elizabeth A. & Rey, Sergio J., 2014. "An econometric approach for evaluating the linkages between broadband and knowledge intensive firms," Telecommunications Policy, Elsevier, vol. 38(1), pages 105-118.
    7. repec:rre:publsh:v:40:y:2010:i:1:p:5-26 is not listed on IDEAS
    8. Pender, John & Goldstein, Joshua & Mahoney-Nair, Devika, 2022. "Impacts of the Broadband Initiatives Program on broadband adoption and home telework," Telecommunications Policy, Elsevier, vol. 46(8).
    9. John A. List & Daniel L. Millimet & Per G. Fredriksson & W. Warren McHone, 2003. "Effects of Environmental Regulations on Manufacturing Plant Births: Evidence from a Propensity Score Matching Estimator," The Review of Economics and Statistics, MIT Press, vol. 85(4), pages 944-952, November.
    10. Steven Deller & Brian Whitacre, 2019. "Broadband's relationship to rural housing values," Papers in Regional Science, Wiley Blackwell, vol. 98(5), pages 2135-2156, October.
    11. Neumark, David & Young, Timothy, 2019. "Enterprise zones, poverty, and labor market outcomes: Resolving conflicting evidence," Regional Science and Urban Economics, Elsevier, vol. 78(C).
    12. Ivan T. Kandilov & Mitch Renkow, 2020. "The Impacts Of The Usda Broadband Loan And Grant Programs: Moving Toward Estimating A Rate Of Return," Economic Inquiry, Western Economic Association International, vol. 58(3), pages 1129-1145, July.
    13. Elizabeth A. Mack, 2015. "Variations in the Broadband-Business Connection across the Urban Hierarchy," Growth and Change, Wiley Blackwell, vol. 46(3), pages 400-423, September.
    14. David Neumark & Junfu Zhang & Brandon Wall, 2007. "Employment Dynamics and Business Relocation: New Evidence from the National Establishment Time Series," Research in Labor Economics, in: Aspects of Worker Well-Being, pages 39-83, Emerald Group Publishing Limited.
    15. repec:eme:rlec11:s0147-9121(06)26002-3 is not listed on IDEAS
    16. Tessa Conroy & Sarah A. Low, 2022. "Entrepreneurship, Broadband, and Gender: Evidence from Establishment Births in Rural America," International Regional Science Review, , vol. 45(1), pages 3-35, January.
    17. Kolko, Jed, 2012. "Broadband and local growth," Journal of Urban Economics, Elsevier, vol. 71(1), pages 100-113.
    18. Mack, Elizabeth A. & Wentz, Elizabeth, 2017. "Industry variations in the broadband business nexus," Socio-Economic Planning Sciences, Elsevier, vol. 58(C), pages 51-62.
    19. Brian Whitacre & Roberto Gallardo & Sharon Strover, 2014. "Does rural broadband impact jobs and income? Evidence from spatial and first-differenced regressions," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 53(3), pages 649-670, November.
    20. Stenberg, Peter L. & Morehart, Mitchell J. & Vogel, Stephen J. & Cromartie, John & Breneman, Vincent E. & Brown, Dennis M., 2009. "Broadband Internet's Value for Rural America," Economic Research Report 55944, United States Department of Agriculture, Economic Research Service.
    21. Ivan T. Kandilov & Mitch Renkow, 2010. "Infrastructure Investment and Rural Economic Development: An Evaluation of USDA's Broadband Loan Program," Growth and Change, Wiley Blackwell, vol. 41(2), pages 165-191, June.
    22. Chang, Jieun, 2021. "Broadband technology opportunities program public computer center grants and residential broadband adoption," Telecommunications Policy, Elsevier, vol. 45(8).
    23. James Heckman & Hidehiko Ichimura & Jeffrey Smith & Petra Todd, 1998. "Characterizing Selection Bias Using Experimental Data," Econometrica, Econometric Society, vol. 66(5), pages 1017-1098, September.
    24. Marco Caliendo & Sabine Kopeinig, 2008. "Some Practical Guidance For The Implementation Of Propensity Score Matching," Journal of Economic Surveys, Wiley Blackwell, vol. 22(1), pages 31-72, February.
    25. Lobo, Bento J. & Alam, Md Rafayet & Whitacre, Brian E., 2020. "Broadband speed and unemployment rates: Data and measurement issues," Telecommunications Policy, Elsevier, vol. 44(1).
    26. Yongji Wang & Hongwei Cai & Chanjuan Li & Zhiwei Jiang & Ling Wang & Jiugang Song & Jielai Xia, 2013. "Optimal Caliper Width for Propensity Score Matching of Three Treatment Groups: A Monte Carlo Study," PLOS ONE, Public Library of Science, vol. 8(12), pages 1-7, December.
    27. 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.
    28. J. David Brown & John S. Earle, 2017. "Finance and Growth at the Firm Level: Evidence from SBA Loans," Journal of Finance, American Finance Association, vol. 72(3), pages 1039-1080, June.
    29. Canarella, Giorgio & Miller, Stephen M., 2018. "The determinants of growth in the U.S. information and communication technology (ICT) industry: A firm-level analysis," Economic Modelling, Elsevier, vol. 70(C), pages 259-271.
    30. David Neumark & Brandon Wall & Junfu Zhang, 2011. "Do Small Businesses Create More Jobs? New Evidence for the United States from the National Establishment Time Series," The Review of Economics and Statistics, MIT Press, vol. 93(1), pages 16-29, August.
    31. Chris Forman & Avi Goldfarb & Shane Greenstein, 2012. "The Internet and Local Wages: A Puzzle," American Economic Review, American Economic Association, vol. 102(1), pages 556-575, February.
    32. Elizabeth A. Mack & Luc Anselin & Tony H. Grubesic, 2011. "The importance of broadband provision to knowledge intensive firm location," Regional Science Policy & Practice, Wiley Blackwell, vol. 3(1), pages 17-35, March.
    33. Bai, Yang, 2017. "The faster, the better? The impact of internet speed on employment," Information Economics and Policy, Elsevier, vol. 40(C), pages 21-25.
    34. Elizabeth A. Mack, 2014. "Broadband and knowledge intensive firm clusters: Essential link or auxiliary connection?," Papers in Regional Science, Wiley Blackwell, vol. 93(1), pages 3-29, March.
    35. Isley, Catherine & Low, Sarah A., 2022. "Broadband adoption and availability: Impacts on rural employment during COVID-19," Telecommunications Policy, Elsevier, vol. 46(7).
    36. Whitacre, Brian E. & Alam, Md Rafayet & Lobo, Bento J., 2018. "Econometric error nullifies finding of the impact of broadband speed on county-level employment," Information Economics and Policy, Elsevier, vol. 44(C), pages 58-60.
    37. Silva, Simone & Badasyan, Narine & Busby, Michael, 2018. "Diversity and digital divide: Using the National Broadband Map to identify the non-adopters of broadband," Telecommunications Policy, Elsevier, vol. 42(5), pages 361-373.
    38. Kaitlyn Harger & Amanda Ross, 2016. "Do Capital Tax Incentives Attract New Businesses? Evidence Across Industries From The New Markets Tax Credit," Journal of Regional Science, Wiley Blackwell, vol. 56(5), pages 733-753, November.
    39. Luke Petach, 2020. "Local financialization, household debt, and the great recession," Papers in Regional Science, Wiley Blackwell, vol. 99(3), pages 807-839, June.
    40. Robert Manduca, 2018. "The US Census Longitudinal Employer-Household Dynamics Datasets," REGION, European Regional Science Association, vol. 5, pages 5-12.
    41. repec:oup:ajagec:v:99:y:2017:i:1:p:1-18. is not listed on IDEAS
    42. Hauge & Prieger, 2015. "Evaluating the impact of the American Recovery and Reinvestment Act's BTOP on broadband adoption," Applied Economics, Taylor & Francis Journals, vol. 47(60), pages 6553-6579, December.
    43. Bai, Yang & Wang, Ryan Yang & Jayakar, Krishna, 2022. "What $2.5 billion can buy: The effect of the Broadband Initiatives Program on farm productivity," Telecommunications Policy, Elsevier, vol. 46(7).
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