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NETSnearBIP_1de.txt text/plain 3.1 KB 11/15/2023 04:51:AM
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SAS_exact_matching.sas application/x-sas 15.2 KB 11/15/2023 06:12:AM
Stata_employment_analysis.do text/plain 70.2 KB 11/15/2023 06:19:AM
Stata_survival_analysis.do text/plain 22.9 KB 11/15/2023 05:25:AM

Project Citation: 

Rupasingha, Anil, Pender, John, and Williams, Ryan. ECIN Replication Package for “Broadband and Rural Development: Impacts of the USDA Broadband Initiatives Program (BIP) on Saving and Creating Jobs.” Ann Arbor, MI: Inter-university Consortium for Political and Social Research [distributor], 2023-11-15. https://doi.org/10.3886/E194442V3

Project Description

Summary:  View help for Summary We study the impact of the USDA’s Broadband Initiatives Program (BIP) on business outcomes in program recipient areas. The BIP was established by the American Recovery and Reinvestment Act (ARRA) of 2009 and implemented by the Rural Utilities Service (RUS) of the USDA Rural Development Mission Area. It was a $2.5 billion program (appropriations) that provided grants and loans to support broadband provision in unserved and underserved areas that were primarily rural. This research combines RUS program administrative data on BIP loans and grants and business outcomes and attributes data from the National Establishment Time Series (NETS) data. We use a quasi-experimental research design that combines matching with difference-in-differences (DiD) estimation to identify the causal effect of the BIP program on employment change at the establishment level and on business survival. Focusing on businesses that already existed in 2010, we find that the average employment decreased in both BIP and non-BIP area businesses during the post-program period, but the decline was slower for businesses in BIP areas. The statistical significance of the differences in employment change between the two groups indicates a positive impact of the program. A disaggregated view of the employment impacts show that the positive employment impact is mainly found to be statistically significant in metro counties, the service sector, and employer establishments. Results also show that businesses in BIP areas were less likely to fail compared to businesses in non-BIP areas and this effect is found to be different across metro/nonmetro counties, employer vs. nonemployer businesses, and broad industrial sectors. 
Funding Sources:  View help for Funding Sources This research was supported by the intramural research program of the US Department of Agriculture, Economic Research Service.

Scope of Project

Subject Terms:  View help for Subject Terms rural development
JEL Classification:  View help for JEL Classification
      O18 Economic Development: Urban, Rural, Regional, and Transportation Analysis; Housing; Infrastructure
Manuscript Number:  View help for Manuscript Number ID ECIN-Apr-2022-0157
Geographic Coverage:  View help for Geographic Coverage United States
Time Period(s):  View help for Time Period(s) 2008 – 2015
Data Type(s):  View help for Data Type(s) administrative records data; observational data; other

Methodology

Data Source:  View help for Data Source 1. National Establishment Time-Series (NETS) dataset was purchased from Walls & Associates.
2. 
The administrative data for the Broadband Initiative Program (BIP) in the form of digitized maps of BIP areas and other RUS broadband programs were provided by the USDA Rural Development (USDA-RD).  
Collection Mode(s):  View help for Collection Mode(s) other
Unit(s) of Observation:  View help for Unit(s) of Observation NETS - business level; BIP - service areas
Geographic Unit:  View help for Geographic Unit business level

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