Skip to main content
Erschienen in: The Annals of Regional Science 1/2021

30.07.2020 | Original Paper

Broadband metrics and job productivity: a look at county-level data

verfasst von: Roberto Gallardo, Brian Whitacre, Indraneel Kumar, Sreedhar Upendram

Erschienen in: The Annals of Regional Science | Ausgabe 1/2021

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The impact of broadband access and use continues to transform the socioeconomic landscape placing this twenty-first century infrastructure at the center of current policymaking discourse. Past studies have found a relationship between infrastructure investments and economic productivity. Recent broadband-related studies, however, have focused on general availability or adoption, and do not distinguish which specific aspect of the technology is most associated with productivity. Utilizing cross-sectional county-level data from 2017 and spatial econometric models, this research looked into better understanding the impact of multiple broadband indicators on job productivity, including innovative broader measures of digital inclusion. Results indicate that broader metrics focused on adoption or digital distress had a larger positive impact on job productivity in comparison to measures focused on speed or availability. Moreover, these impacts vary across urban and rural settings. Although the relationships identified are not necessarily causal, an alternative matching technique generally supports the results. These findings suggest that the relationship between broadband and economic productivity should be viewed from a larger, more comprehensive socioeconomic perspective. Future research should focus on looking at these effects over time and assess how policies focused on specific broadband characteristics have impacted growth.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Fußnoten
1
The exception to this is the single variable gathered by Microsoft, which was only available for 2018.
 
2
Alesina et al. (1999) used the following formula to calculate this index score: Ethnic = 1 − ∑i (Racei)2, where Racei denotes the share of population by race/ethnic categories.
 
3
This dataset is known to have issues when conducting spatial analysis (Grubesic and Mack 2016; Grubesic 2011). Further, recent research has shown has shown that the Form 477 data overstates actual broadband availability, with 13 percent of addresses depicted as having service subsequently failing a “self-check” by using the online availability tool of the corresponding providers (Busby and Tanberk 2020). However, it remains the most commonly used and most comprehensive source of broadband data for the USA.
 
4
A spreadsheet with county-level data (available by request) was generated from the map online by manually entering the county values. While Microsoft did not share their detailed methodology, some information alludes to this variable being calculated by server logs.
 
5
Note that this is the current speed threshold used by the FCC to define broadband.
 
6
A queen contiguity weight matrix is used for Fig. 1; alternative distance-based or 5-nearest neighbor specifications give very similar maps and overall Moran’s I measures.
 
7
We implement these tests (and resulting spatial models) in GeoDa 1.14.
 
8
These variables are: log of population, industrial diversity, percentage of population over 25 with a bachelor’s degree, and the unemployment rate.
 
9
We further note that the interpretation of each \(\theta_{1}\) and \(\theta_{2}\) will vary because the broadband measures are scaled differently (i.e., percentages in some instances, indices in others).
 
10
These four broadband variables are highlighted in the gray rows of Table 3 and represent the only significant parameters for either metro or nonmetro areas.
 
11
The L1 statistic in Table 7 measures the imbalance of the dataset, with higher values implying larger imbalance.
 
12
Only the result for 25/3 (pbbnd253) differs between Tables 6 and 7, perhaps because of the different interpretation of the coefficients. Recall that the coefficients in the spatial models are for a 1-unit increase in the percentage of residents with access to 25/3, while in the CEM regressions they are for the “treatment effect” of being in a high-access county.
 
Literatur
Zurück zum Zitat Alesina A, Baqir R, Easterly W (1999) Public goods and ethnic divisions. Quart J Econ 114(4):1243–1284CrossRef Alesina A, Baqir R, Easterly W (1999) Public goods and ethnic divisions. Quart J Econ 114(4):1243–1284CrossRef
Zurück zum Zitat Anselin L (2005) Exploring spatial data with GeoDa: a workbook. Center for Spatially Integrated Social Sciences, University of Illinois Urbana Champaign, Urbana Anselin L (2005) Exploring spatial data with GeoDa: a workbook. Center for Spatially Integrated Social Sciences, University of Illinois Urbana Champaign, Urbana
Zurück zum Zitat Anselin L, Bera AK (1998) Spatial dependence in linear regression models with an introduction to spatial econometrics. In: Ullah A (ed) Handbook of applied economic statistics. CRC Press, Boca Raton, pp 237–266 Anselin L, Bera AK (1998) Spatial dependence in linear regression models with an introduction to spatial econometrics. In: Ullah A (ed) Handbook of applied economic statistics. CRC Press, Boca Raton, pp 237–266
Zurück zum Zitat Anselin L, Syabri I, Kho Y (2006) GeoDa: an introduction to spatial data analysis. Geograp Anal 38:5–22CrossRef Anselin L, Syabri I, Kho Y (2006) GeoDa: an introduction to spatial data analysis. Geograp Anal 38:5–22CrossRef
Zurück zum Zitat Aschauer DA (1989) Is public expenditure productive? J Monet Econ 23:177–200CrossRef Aschauer DA (1989) Is public expenditure productive? J Monet Econ 23:177–200CrossRef
Zurück zum Zitat Briglauer W, Gugler K (2018) Go for gigabit? First evidence on economic benefits of (ultra-) fast broadband technologies in Europe. Zentrum für Europäische Wirtschaftsforschung (ZEW). (discussion papers) Briglauer W, Gugler K (2018) Go for gigabit? First evidence on economic benefits of (ultra-) fast broadband technologies in Europe. Zentrum für Europäische Wirtschaftsforschung (ZEW). (discussion papers)
Zurück zum Zitat Corey KE, Wilson MI (2006) Urban and regional technology planning. Taylor & Francis Inc, New YorkCrossRef Corey KE, Wilson MI (2006) Urban and regional technology planning. Taylor & Francis Inc, New YorkCrossRef
Zurück zum Zitat Czernich N, Falck O, Kretschmer T, Woessmann L (2011) Broadband infrastructure and economic growth. Econ J 121(552):505–532CrossRef Czernich N, Falck O, Kretschmer T, Woessmann L (2011) Broadband infrastructure and economic growth. Econ J 121(552):505–532CrossRef
Zurück zum Zitat Duranton G, Puga D (2004) Micro-foundations of urban agglomeration economies. In: Henderson JV, Thisse JF (eds) Handbook of regional and urban economics. Elsevier, Amsterdam Duranton G, Puga D (2004) Micro-foundations of urban agglomeration economies. In: Henderson JV, Thisse JF (eds) Handbook of regional and urban economics. Elsevier, Amsterdam
Zurück zum Zitat Duvivier C (2019) Broadband and firm location: some answers to relevant policy and research issues using a meta-analysis. Can J Reg Sci 42(1):25–45 Duvivier C (2019) Broadband and firm location: some answers to relevant policy and research issues using a meta-analysis. Can J Reg Sci 42(1):25–45
Zurück zum Zitat Fogel RW (1964) Railroads and the American economic growth: essays in economic history. Johns Hopkins Press, Baltimore Fogel RW (1964) Railroads and the American economic growth: essays in economic history. Johns Hopkins Press, Baltimore
Zurück zum Zitat Ford GS (2018) Is faster better? Quantifying the relationship between broadband speed and economic growth. Telecommun Policy 42(9):766–777CrossRef Ford GS (2018) Is faster better? Quantifying the relationship between broadband speed and economic growth. Telecommun Policy 42(9):766–777CrossRef
Zurück zum Zitat Grimes A, Ren C, Stevens P (2012) The need for speed: impacts of internet connectivity on firm productivity. J Prod Anal 37:187–201CrossRef Grimes A, Ren C, Stevens P (2012) The need for speed: impacts of internet connectivity on firm productivity. J Prod Anal 37:187–201CrossRef
Zurück zum Zitat Grubesic TH (2011) The U.S. national broadband map: data limitations and implications. Telecommun Policy 36:113–126CrossRef Grubesic TH (2011) The U.S. national broadband map: data limitations and implications. Telecommun Policy 36:113–126CrossRef
Zurück zum Zitat Grubesic TH, Mack EA (2016) Broadband telecommunications and regional development. Routledge, New York Grubesic TH, Mack EA (2016) Broadband telecommunications and regional development. Routledge, New York
Zurück zum Zitat Hansen NM (1965) The structure and determinants of local public investment expenditures. Rev Econ Stat 47(2):150–162CrossRef Hansen NM (1965) The structure and determinants of local public investment expenditures. Rev Econ Stat 47(2):150–162CrossRef
Zurück zum Zitat Holmgren J, Merkel A (2017) Much ado about nothing? - A meta-analysis of the relationship between infrastructure and economic growth. Research in Transportation Economics 63:13–26CrossRef Holmgren J, Merkel A (2017) Much ado about nothing? - A meta-analysis of the relationship between infrastructure and economic growth. Research in Transportation Economics 63:13–26CrossRef
Zurück zum Zitat Holt L, Jamison M (2009) Broadband and contributions to economic growth: lessons from the US experience. Telecommun Policy 33(10–11):575–581CrossRef Holt L, Jamison M (2009) Broadband and contributions to economic growth: lessons from the US experience. Telecommun Policy 33(10–11):575–581CrossRef
Zurück zum Zitat Iacus SM, King G, Porro G (2012) Causal inference without balance checking: coarsened exact matching. Polit Anal 20(1):1–24CrossRef Iacus SM, King G, Porro G (2012) Causal inference without balance checking: coarsened exact matching. Polit Anal 20(1):1–24CrossRef
Zurück zum Zitat Jayakar K, Park E-A (2013) Broadband availability and employment: an analysis of county-level data from the national broadband map. J Inform Policy 3:181–200CrossRef Jayakar K, Park E-A (2013) Broadband availability and employment: an analysis of county-level data from the national broadband map. J Inform Policy 3:181–200CrossRef
Zurück zum Zitat Kelejian H, Prucha I (1998) A generalized spatial two-stage least squares procedure for estimating a spatial autoregressive model with autoregressive disturbances. J Real Estate Financ Econ 17:99–121CrossRef Kelejian H, Prucha I (1998) A generalized spatial two-stage least squares procedure for estimating a spatial autoregressive model with autoregressive disturbances. J Real Estate Financ Econ 17:99–121CrossRef
Zurück zum Zitat Kim Y, Orazem PF (2017) Broadband internet and new firm location decisions in rural areas. Am J Agric Econ 99(1):285–302CrossRef Kim Y, Orazem PF (2017) Broadband internet and new firm location decisions in rural areas. Am J Agric Econ 99(1):285–302CrossRef
Zurück zum Zitat Kolko J (2012) Broadband and local growth. J Urban Econ 71(1):100–113CrossRef Kolko J (2012) Broadband and local growth. J Urban Econ 71(1):100–113CrossRef
Zurück zum Zitat Koutroumpis P (2009) The economic impact of broadband on growth: a simultaneous approach. Telecommun Policy 33(9):471–485CrossRef Koutroumpis P (2009) The economic impact of broadband on growth: a simultaneous approach. Telecommun Policy 33(9):471–485CrossRef
Zurück zum Zitat Latif Z, Mengke Y, Danish LS, Ximei L, Pathan Z, Salam S, Jianqiu Z (2018) The dynamics of ICT, foreign direct investment, globalization and economic growth: panel estimation robust to heterogeneity and cross-sectional dependence. Telemat Inform 35:318–328CrossRef Latif Z, Mengke Y, Danish LS, Ximei L, Pathan Z, Salam S, Jianqiu Z (2018) The dynamics of ICT, foreign direct investment, globalization and economic growth: panel estimation robust to heterogeneity and cross-sectional dependence. Telemat Inform 35:318–328CrossRef
Zurück zum Zitat Mack EA (2014b) Businesses and the need for speed: the impact of broadband speed on business presence. Telemat Inform 31(4):617–627CrossRef Mack EA (2014b) Businesses and the need for speed: the impact of broadband speed on business presence. Telemat Inform 31(4):617–627CrossRef
Zurück zum Zitat Mack EA, Rey SJ (2014) An econometric approach for evaluating the linkages between broadband and knowledge intensive firms. Telecommun Policy 38(1):105–118CrossRef Mack EA, Rey SJ (2014) An econometric approach for evaluating the linkages between broadband and knowledge intensive firms. Telecommun Policy 38(1):105–118CrossRef
Zurück zum Zitat Mahasuweerachai P, Whitacre BE, Shideler DW (2010) Does broadband access impact migration in America? Examining differences between rural and urban areas. Rev Reg Stud 40(1):5–26 Mahasuweerachai P, Whitacre BE, Shideler DW (2010) Does broadband access impact migration in America? Examining differences between rural and urban areas. Rev Reg Stud 40(1):5–26
Zurück zum Zitat Manlove J, Whitacre B (2019) An evaluation of the connected nation broadband adoption program. Telecommun Policy 43(7):101809CrossRef Manlove J, Whitacre B (2019) An evaluation of the connected nation broadband adoption program. Telecommun Policy 43(7):101809CrossRef
Zurück zum Zitat Melo PC, Graham DJ, Brage-Ardao R (2013) The productivity of transport infrastructure investment: a meta-analysis of empirical evidence. Reg Sci Urban Econ 43:695–706CrossRef Melo PC, Graham DJ, Brage-Ardao R (2013) The productivity of transport infrastructure investment: a meta-analysis of empirical evidence. Reg Sci Urban Econ 43:695–706CrossRef
Zurück zum Zitat Mossberger K, Tolbert CJ, Hamilton A (2012) Broadband adoption|measuring digital citizenship: mobile access and broadband. Int J Commun 6:2492–2528 Mossberger K, Tolbert CJ, Hamilton A (2012) Broadband adoption|measuring digital citizenship: mobile access and broadband. Int J Commun 6:2492–2528
Zurück zum Zitat Pradhan R, Arvin M, Nair M, Mittal J, Norman N (2017) Telecommunications Infrastructure and Usage and the FDI-growth Nexus: evidence from Asian-21 countries. Inform Technol Dev 23:235–260CrossRef Pradhan R, Arvin M, Nair M, Mittal J, Norman N (2017) Telecommunications Infrastructure and Usage and the FDI-growth Nexus: evidence from Asian-21 countries. Inform Technol Dev 23:235–260CrossRef
Zurück zum Zitat Romer P (1990) Endogenous technological change. J Polit Econ 98:71–100CrossRef Romer P (1990) Endogenous technological change. J Polit Econ 98:71–100CrossRef
Zurück zum Zitat Venables AJ (2007) Evaluating urban transport improvements: cost-benefit analytics in the presence of agglomeration and income taxation. J Transp Econ Policy 41(2):173–188 Venables AJ (2007) Evaluating urban transport improvements: cost-benefit analytics in the presence of agglomeration and income taxation. J Transp Econ Policy 41(2):173–188
Zurück zum Zitat Whitacre B, Rhinesmith C (2016) Broadband un-adopters. Telecommun Policy 40(1):1–13CrossRef Whitacre B, Rhinesmith C (2016) Broadband un-adopters. Telecommun Policy 40(1):1–13CrossRef
Zurück zum Zitat Whitacre B, Gallardo R, Stover S (2014a) Broadband’s contribution to economic growth in rural areas: moving towards a causal relationship. Telecommun Policy 38(11):1011–1023CrossRef Whitacre B, Gallardo R, Stover S (2014a) Broadband’s contribution to economic growth in rural areas: moving towards a causal relationship. Telecommun Policy 38(11):1011–1023CrossRef
Metadaten
Titel
Broadband metrics and job productivity: a look at county-level data
verfasst von
Roberto Gallardo
Brian Whitacre
Indraneel Kumar
Sreedhar Upendram
Publikationsdatum
30.07.2020
Verlag
Springer Berlin Heidelberg
Erschienen in
The Annals of Regional Science / Ausgabe 1/2021
Print ISSN: 0570-1864
Elektronische ISSN: 1432-0592
DOI
https://doi.org/10.1007/s00168-020-01015-0

Weitere Artikel der Ausgabe 1/2021

The Annals of Regional Science 1/2021 Zur Ausgabe