IDEAS home Printed from https://ideas.repec.org/a/eee/telpol/v48y2024i7s030859612400106x.html
   My bibliography  Save this article

Learning from the neighbors: The diffusion of state broadband policies in the United States

Author

Listed:
  • Wang, Ryan Yang
  • Jayakar, Krishna

Abstract

This project examines how state broadband policies diffused among the states in the United States over the last 30-year period utilizing a network approach and the State Broadband Explorer dataset curated by the Pew Charitable Trusts’ Broadband Access Initiate. The 621 valid state broadband policies in the U.S. (until January 2021) have been categorized into six main themes: broadband programs, competition and regulation, definitions, funding and financing, infrastructure access, and legislative intent. Our analytical strategy follows a two-step process: (1) to identify the latent network of broadband policy diffusion across the states using the NetInf algorithm; (2) to identify the nodal and dyadic variables that predict the observed diffusion flows. Our objective for the second step is to test out two competing hypotheses: the geographic learning model and the (co-)partisan learning model, which privilege geographic proximity and ideological affiliation respectively as the primary drivers of policy diffusion. The results show that geographic contiguity is the most significant factor predicting broadband policy diffusion. However, the results also identify the low salience of political factors in predicting broadband policy diffusion. Among nodal factors, only one namely divided government (of sender states) is a significant predictor of a diffusion tie. Among dyadic factors, there is one variable that supported political homophily as a significant predictor of diffusion flows (i.e., both states sharing the same type of legislative control). Partisanship appears to be much less of a driver of broadband policy in the U.S. context.

Suggested Citation

  • Wang, Ryan Yang & Jayakar, Krishna, 2024. "Learning from the neighbors: The diffusion of state broadband policies in the United States," Telecommunications Policy, Elsevier, vol. 48(7).
  • Handle: RePEc:eee:telpol:v:48:y:2024:i:7:s030859612400106x
    DOI: 10.1016/j.telpol.2024.102809
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S030859612400106X
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.telpol.2024.102809?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Whitacre, Brian & Gallardo, Roberto, 2020. "State broadband policy: Impacts on availability," Telecommunications Policy, Elsevier, vol. 44(9).
    2. Stefano DellaVigna & Woojin Kim, 2022. "Policy Diffusion and Polarization across U.S. States," NBER Working Papers 30142, National Bureau of Economic Research, Inc.
    3. Bates, Douglas & Mächler, Martin & Bolker, Ben & Walker, Steve, 2015. "Fitting Linear Mixed-Effects Models Using lme4," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 67(i01).
    4. Giovanni Agostinis, 2019. "Regional Intergovernmental Organizations as Catalysts for Transnational Policy Diffusion: The Case of UNASUR Health," Journal of Common Market Studies, Wiley Blackwell, vol. 57(5), pages 1111-1129, September.
    5. Vuong, Quang H, 1989. "Likelihood Ratio Tests for Model Selection and Non-nested Hypotheses," Econometrica, Econometric Society, vol. 57(2), pages 307-333, March.
    6. Fadly, Dalia & Fontes, Francisco, 2019. "Geographical proximity and renewable energy diffusion: An empirical approach," Energy Policy, Elsevier, vol. 129(C), pages 422-435.
    7. Gray, Virginia, 1973. "Innovation in the States: A Diffusion Study," American Political Science Review, Cambridge University Press, vol. 67(4), pages 1174-1185, December.
    8. Brian Y. An & Adam Butz & Min-Kyeong Cha & Joshua L. Mitchell, 2023. "Following neighbors or regional leaders? Unpacking the effect of geographic proximity in local climate policy diffusion," Policy Sciences, Springer;Society of Policy Sciences, vol. 56(4), pages 825-868, December.
    9. Daniel M. Butler & Craig Volden & Adam M. Dynes & Boris Shor, 2017. "Ideology, Learning, and Policy Diffusion: Experimental Evidence," American Journal of Political Science, John Wiley & Sons, vol. 61(1), pages 37-49, January.
    10. Böhmelt, Tobias & Ezrow, Lawrence & Lehrer, Roni & Ward, Hugh, 2016. "Party Policy Diffusion," American Political Science Review, Cambridge University Press, vol. 110(2), pages 397-410, May.
    11. Thomas Malang & Philip Leifeld, 2021. "The Latent Diffusion Network among National Parliaments in the Early Warning System of the European Union," Journal of Common Market Studies, Wiley Blackwell, vol. 59(4), pages 873-890, July.
    12. Walker, Jack L., 1969. "The Diffusion of Innovations among the American States," American Political Science Review, Cambridge University Press, vol. 63(3), pages 880-899, November.
    13. 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.
    14. Desmarais, Bruce A. & Harden, Jeffrey J. & Boehmke, Frederick J., 2015. "Persistent Policy Pathways: Inferring Diffusion Networks in the American States," American Political Science Review, Cambridge University Press, vol. 109(2), pages 392-406, May.
    15. Walker, Jack L., 1969. "The Diffusion of Innovations among the American States," American Political Science Review, Cambridge University Press, vol. 63(3), pages 880-899, November.
    16. Charles R. Shipan & Craig Volden, 2008. "The Mechanisms of Policy Diffusion," American Journal of Political Science, John Wiley & Sons, vol. 52(4), pages 840-857, October.
    17. Chang, Jieun, 2021. "Broadband technology opportunities program public computer center grants and residential broadband adoption," Telecommunications Policy, Elsevier, vol. 45(8).
    18. Graham, Erin R. & Shipan, Charles R. & Volden, Craig, 2013. "The Diffusion of Policy Diffusion Research in Political Science," British Journal of Political Science, Cambridge University Press, vol. 43(3), pages 673-701, July.
    19. Ron Boschma, 2005. "Proximity and Innovation: A Critical Assessment," Regional Studies, Taylor & Francis Journals, vol. 39(1), pages 61-74.
    20. Maggetti, Martino & Gilardi, Fabrizio, 2016. "Problems (and solutions) in the measurement of policy diffusion mechanisms," Journal of Public Policy, Cambridge University Press, vol. 36(1), pages 87-107, March.
    21. Berry, Frances Stokes & Berry, William D., 1990. "State Lottery Adoptions as Policy Innovations: An Event History Analysis," American Political Science Review, Cambridge University Press, vol. 84(2), pages 395-415, June.
    22. Tang, Chenghui & Qiu, Peng & Dou, Jianmin, 2022. "The impact of borders and distance on knowledge spillovers — Evidence from cross-regional scientific and technological collaboration," Technology in Society, Elsevier, vol. 70(C).
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Hassan Danaeefard & Fatemeh Mahdizadeh, 2022. "Public Policy Diffusion: A Scoping Review," Public Organization Review, Springer, vol. 22(2), pages 455-477, June.
    2. Xiaohan Li & Yang Lv & Md Nazirul Islam Sarker & Xun Zeng, 2022. "Assessment of Critical Diffusion Factors of Public–Private Partnership and Social Policy: Evidence from Mainland Prefecture-Level Cities in China," Land, MDPI, vol. 11(3), pages 1-15, February.
    3. Armin Mertens & Christine Trampusch & Florian Fastenrath & Rebecca Wangemann, 2021. "The political economy of local government financialization and the role of policy diffusion," Regulation & Governance, John Wiley & Sons, vol. 15(2), pages 370-387, April.
    4. Pranpreya Sriwannawit & Ulf Sandström, 2015. "Large-scale bibliometric review of diffusion research," Scientometrics, Springer;Akadémiai Kiadó, vol. 102(2), pages 1615-1645, February.
    5. Derek Glasgow & Shuang Zhao & Saatvika Rai, 2021. "Rethinking Climate Change Leadership: An Analysis of the Ambitiousness of State GHG Targets," Review of Policy Research, Policy Studies Organization, vol. 38(4), pages 398-426, July.
    6. Yunxiang Zhang & Shichen Wang, 2021. "How does policy innovation diffuse among Chinese local governments? A qualitative comparative analysis of River Chief Innovation," Public Administration & Development, Blackwell Publishing, vol. 41(1), pages 34-47, February.
    7. Brian Y. An & Adam Butz & Min-Kyeong Cha & Joshua L. Mitchell, 2023. "Following neighbors or regional leaders? Unpacking the effect of geographic proximity in local climate policy diffusion," Policy Sciences, Springer;Society of Policy Sciences, vol. 56(4), pages 825-868, December.
    8. Felix Strebel & Thomas Widmer, 2012. "Visibility and facticity in policy diffusion: going beyond the prevailing binarity," Policy Sciences, Springer;Society of Policy Sciences, vol. 45(4), pages 385-398, December.
    9. Weixing Liu & Hongtao Yi, 2020. "What Affects the Diffusion of New Energy Vehicles Financial Subsidy Policy? Evidence from Chinese Cities," IJERPH, MDPI, vol. 17(3), pages 1-15, January.
    10. Strebel, Felix, 2011. "Inter-governmental institutions as promoters of energy policy diffusion in a federal setting," Energy Policy, Elsevier, vol. 39(1), pages 467-476, January.
    11. Côme Billard & Anna Creti & Antoine Mandel, 2020. "How Environmental Policies Spread? A Network Approach to Diffusion in the U.S," Working Papers 2020.12, FAERE - French Association of Environmental and Resource Economists.
    12. Youlang Zhang & Hongshan Yang, 2023. "Bureaucratic politics, innovation compatibility, and the dynamic diffusion of subnational decentralization reforms in China," Review of Policy Research, Policy Studies Organization, vol. 40(4), pages 553-572, July.
    13. Fabrizio Gilardi, 2010. "Who Learns from What in Policy Diffusion Processes?," American Journal of Political Science, John Wiley & Sons, vol. 54(3), pages 650-666, July.
    14. Jolley, G. Jason, 2023. "The Political Economy of Local Government Enterprise Zone Designation," Journal of Regional Analysis and Policy, Mid-Continent Regional Science Association, vol. 53(2), September.
    15. Suk Joon Hwang & Frances Berry, 2019. "Deterring Drunk Driving: Why Some States Go Further Than Others in Policy Innovation," IJERPH, MDPI, vol. 16(10), pages 1-18, May.
    16. Ploegmakers, Huub & Lagendijk, Arnoud, 2024. "Explaining the diffusion of Dutch express bikeways through QCA: The importance of pilots, collaboration and external funding," Journal of Transport Geography, Elsevier, vol. 115(C).
    17. Fadly, Dalia & Fontes, Francisco, 2019. "Geographical proximity and renewable energy diffusion: An empirical approach," Energy Policy, Elsevier, vol. 129(C), pages 422-435.
    18. Fix Michael P. & Mitchell Joshua L., 2017. "Examining the Policy Learning Dynamics of Atypical Policies with an Application to State Preemption of Local Dog Laws," Statistics, Politics and Policy, De Gruyter, vol. 8(2), pages 223-247, December.
    19. Nico Heiden & Felix Strebel, 2012. "What about non-diffusion? The effect of competitiveness in policy-comparative diffusion research," Policy Sciences, Springer;Society of Policy Sciences, vol. 45(4), pages 345-358, December.
    20. Amy Y. Li, 2017. "Covet Thy Neighbor or “Reverse Policy Diffusion”? State Adoption of Performance Funding 2.0," Research in Higher Education, Springer;Association for Institutional Research, vol. 58(7), pages 746-771, November.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:telpol:v:48:y:2024:i:7:s030859612400106x. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/30471/description#description .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.