IDEAS home Printed from https://ideas.repec.org/p/net/wpaper/1302.html
   My bibliography  Save this paper

The Internet and Hate Crime: Offline Spillovers from Online Access

Author

Listed:
  • Jason Chan

    (New York University, Stern School of Business, IOMS Department)

  • Anindya Ghose

    (New York University, Stern School of Business, IOMS Department)

  • Robert Seamans

    (New York University, Stern School of Business, Management Department)

Abstract

The Internet has had profound effects on society, both positive and negative. In this paper we examine the effect of the Internet on a negative spillover: hate crime. In order to better understand the link, we study the extent to which broadband availability affects racial hatecrimes in the US from 1999 – 2008. To address measurement error, we instrument for broadband availability using slope of terrain. We find strong evidence that broadband availability increases racial hate crimes. The results are stronger in areas with greater racial segregation and with more online searches for racist words, suggesting that the direct effect of the Internet on hate crime is primarily due to a heightening of pre-existing propensities to engage in hate activity. We find no evidence that the Internet has affected crime reporting. The results are robust to alternative specifications and falsification tests. These results shed light on one of the many offline spillovers from increased online access, and suggest that governmental and private regulation of online content may help reduce hate crime.

Suggested Citation

  • Jason Chan & Anindya Ghose & Robert Seamans, 2013. "The Internet and Hate Crime: Offline Spillovers from Online Access," Working Papers 13-02, NET Institute.
    • Handle: RePEc:net:wpaper:1302
    as

    Download full text from publisher

    File URL: http://www.netinst.org/Chan_Ghose_13-02.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Erik Brynjolfsson & Yu (Jeffrey) Hu & Michael D. Smith, 2003. "Consumer Surplus in the Digital Economy: Estimating the Value of Increased Product Variety at Online Booksellers," Management Science, INFORMS, vol. 49(11), pages 1580-1596, November.
    2. Menzie D. Chinn & Robert W. Fairlie, 2007. "The determinants of the global digital divide: a cross-country analysis of computer and internet penetration," Oxford Economic Papers, Oxford University Press, vol. 59(1), pages 16-44, January.
    3. Anindya Ghose & Michael D. Smith & Rahul Telang, 2006. "Internet Exchanges for Used Books: An Empirical Analysis of Product Cannibalization and Welfare Impact," Information Systems Research, INFORMS, vol. 17(1), pages 3-19, March.
    4. Rob, Rafael & Waldfogel, Joel, 2006. "Piracy on the High C's: Music Downloading, Sales Displacement, and Social Welfare in a Sample of College Students," Journal of Law and Economics, University of Chicago Press, vol. 49(1), pages 29-62, April.
    5. David M. Cutler & Edward L. Glaeser & Jacob L. Vigdor, 1999. "The Rise and Decline of the American Ghetto," Journal of Political Economy, University of Chicago Press, vol. 107(3), pages 455-506, June.
    6. Anca M. Cotet & Kevin K. Tsui, 2013. "Oil and Conflict: What Does the Cross Country Evidence Really Show?," American Economic Journal: Macroeconomics, American Economic Association, vol. 5(1), pages 49-80, January.
    7. Mikael Lindahl & Alan B. Krueger, 2001. "Education for Growth: Why and for Whom?," Journal of Economic Literature, American Economic Association, vol. 39(4), pages 1101-1136, December.
    8. Roland G. Fryer & Steven D. Levitt, 2012. "Hatred and Profits: Under the Hood of the Ku Klux Klan," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(4), pages 1883-1925.
    9. Esther Duflo, 2001. "Schooling and Labor Market Consequences of School Construction in Indonesia: Evidence from an Unusual Policy Experiment," American Economic Review, American Economic Association, vol. 91(4), pages 795-813, September.
    10. Shane Greenstein & Michael Mazzeo, 2006. "The Role Of Differentiation Strategy In Local Telecommunication Entry And Market Evolution: 1999–2002," Journal of Industrial Economics, Wiley Blackwell, vol. 54(3), pages 323-350, September.
    11. Li Gan & Roberton C. Williams Iii & Thomas Wiseman, 2011. "A Simple Model Of Optimal Hate Crime Legislation," Economic Inquiry, Western Economic Association International, vol. 49(3), pages 674-684, July.
    12. H. Naci Mocan & Hope Corman, 2000. "A Time-Series Analysis of Crime, Deterrence, and Drug Abuse in New York City," American Economic Review, American Economic Association, vol. 90(3), pages 584-604, June.
    13. Hitt, Lorin & Tambe, Prasanna, 2007. "Broadband adoption and content consumption," Information Economics and Policy, Elsevier, vol. 19(3-4), pages 362-378, October.
    14. Manudeep Bhuller & Tarjei Havnes & Edwin Leuven & Magne Mogstad, 2013. "Broadband Internet: An Information Superhighway to Sex Crime?," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 80(4), pages 1237-1266.
    15. Xiao, Mo & Orazem, Peter F., 2011. "Does the fourth entrant make any difference?: Entry and competition in the early U.S. broadband market," International Journal of Industrial Organization, Elsevier, vol. 29(5), pages 547-561, September.
    16. Erik Brynjolfsson & Lorin M. Hitt, 2000. "Beyond Computation: Information Technology, Organizational Transformation and Business Performance," Journal of Economic Perspectives, American Economic Association, vol. 14(4), pages 23-48, Fall.
    17. Matthew Gentzkow & Jesse M. Shapiro, 2011. "Ideological Segregation Online and Offline," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(4), pages 1799-1839.
    18. Lance Lochner & Enrico Moretti, 2004. "The Effect of Education on Crime: Evidence from Prison Inmates, Arrests, and Self-Reports," American Economic Review, American Economic Association, vol. 94(1), pages 155-189, March.
    19. Levitt, Steven D, 1997. "Using Electoral Cycles in Police Hiring to Estimate the Effect of Police on Crime," American Economic Review, American Economic Association, vol. 87(3), pages 270-290, June.
    20. Kolko, Jed, 2012. "Broadband and local growth," Journal of Urban Economics, Elsevier, vol. 71(1), pages 100-113.
    21. Andrews,Donald W. K. & Stock,James H. (ed.), 2005. "Identification and Inference for Econometric Models," Cambridge Books, Cambridge University Press, number 9780521844413, January.
    22. John J. DiIulio, 1996. "Help Wanted: Economists, Crime and Public Policy," Journal of Economic Perspectives, American Economic Association, vol. 10(1), pages 3-24, Winter.
    23. Zentner, Alejandro, 2006. "Measuring the Effect of File Sharing on Music Purchases," Journal of Law and Economics, University of Chicago Press, vol. 49(1), pages 63-90, April.
    24. Ding, Waverly W. & Levin, Sharon G. & Stephan, Paula E. & Winkler, Ann E., 2009. "The Impact of Information Technology on Scientists’ Productivity, Quality and Collaboration Patterns," Institute for Research on Labor and Employment, Working Paper Series qt80n3512q, Institute of Industrial Relations, UC Berkeley.
    25. Jeffrey R. Brown & Austan Goolsbee, 2002. "Does the Internet Make Markets More Competitive? Evidence from the Life Insurance Industry," Journal of Political Economy, University of Chicago Press, vol. 110(3), pages 481-507, June.
    26. Edward L. Glaeser, 2005. "The Political Economy of Hatred," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(1), pages 45-86.
    27. Alan B. Krueger & Jörn-Steffen Pischke, 1997. "A Statistical Analysis of Crime against Foreigners in Unified Germany," Journal of Human Resources, University of Wisconsin Press, vol. 32(1), pages 182-209.
    28. J. Yannis Bakos, 1997. "Reducing Buyer Search Costs: Implications for Electronic Marketplaces," Management Science, INFORMS, vol. 43(12), pages 1676-1692, December.
    29. David H. Autor, 2001. "Wiring the Labor Market," Journal of Economic Perspectives, American Economic Association, vol. 15(1), pages 25-40, Winter.
    30. Gunter J. Hitsch & Ali Hortaçsu & Dan Ariely, 2010. "Matching and Sorting in Online Dating," American Economic Review, American Economic Association, vol. 100(1), pages 130-163, March.
    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. Stock, James H & Wright, Jonathan H & Yogo, Motohiro, 2002. "A Survey of Weak Instruments and Weak Identification in Generalized Method of Moments," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(4), pages 518-529, October.
    33. Lewis R. Gale & Will Carrington Heath & Rand W. Ressler, 2002. "An Economic Analysis of Hate Crime," Eastern Economic Journal, Eastern Economic Association, vol. 28(2), pages 203-216, Spring.
    34. Chris Forman & Nicolas van Zeebroeck, 2012. "From Wires to Partners: How the Internet Has Fostered R&D Collaborations Within Firms," Management Science, INFORMS, vol. 58(8), pages 1549-1568, August.
    35. Edward L. Glaeser & Bruce Sacerdote, 1999. "Why Is There More Crime in Cities?," Journal of Political Economy, University of Chicago Press, vol. 107(S6), pages 225-258, December.
    36. Kolko, Jed, 2010. "How broadband changes online and offline behaviors," Information Economics and Policy, Elsevier, vol. 22(2), pages 144-152, May.
    37. Marshall Van Alstyne & Erik Brynjolfsson, 2005. "Global Village or Cyber-Balkans? Modeling and Measuring the Integration of Electronic Communities," Management Science, INFORMS, vol. 51(6), pages 851-868, June.
    38. James E. Prieger, 2003. "The Supply Side of the Digital Divide: Is There Equal Availability in the Broadband Internet Access Market?," Economic Inquiry, Western Economic Association International, vol. 41(2), pages 346-363, April.
    39. Felix Oberholzer-Gee & Koleman Strumpf, 2007. "The Effect of File Sharing on Record Sales: An Empirical Analysis," Journal of Political Economy, University of Chicago Press, vol. 115(1), pages 1-42.
    40. James E. Prieger, 2003. "The Supply Side of the Digital Divide: Is There Equal Availability in the Broadband Internet Access Market?," Economic Inquiry, Western Economic Association International, vol. 41(2), pages 346-363, April.
    41. Edward Miguel & Shanker Satyanath & Ernest Sergenti, 2004. "Economic Shocks and Civil Conflict: An Instrumental Variables Approach," Journal of Political Economy, University of Chicago Press, vol. 112(4), pages 725-753, August.
    42. Betsey Stevenson, 2009. "The Internet and Job Search," NBER Chapters, in: Studies of Labor Market Intermediation, pages 67-86, National Bureau of Economic Research, Inc.
    43. Goldfarb, Avi & Prince, Jeff, 2008. "Internet adoption and usage patterns are different: Implications for the digital divide," Information Economics and Policy, Elsevier, vol. 20(1), pages 2-15, March.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Abdallah Salami & Robert Seamans, 2014. "The Effect of the Internet on Newspaper Readability," Working Papers 14-13, NET Institute.

    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. Jiao Xu & Chris Forman & Yu Jeffrey Hu, 2019. "Battle of the Internet Channels: How Do Mobile and Fixed-Line Quality Drive Internet Use?," Service Science, INFORMS, vol. 30(1), pages 65-80, March.
    2. Andriana Bellou, 2015. "The impact of Internet diffusion on marriage rates: evidence from the broadband market," Journal of Population Economics, Springer;European Society for Population Economics, vol. 28(2), pages 265-297, April.
    3. Nadine Fabritz, 2015. "Investment in ICT: Determinants and Economic Implications," ifo Beiträge zur Wirtschaftsforschung, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, number 60.
    4. Gürtzgen, Nicole & (né Nolte), André Diegmann & Pohlan, Laura & van den Berg, Gerard J., 2021. "Do digital information technologies help unemployed job seekers find a job? Evidence from the broadband internet expansion in Germany," European Economic Review, Elsevier, vol. 132(C).
    5. Christophe Bellégo & Joeffrey Drouard, 2019. "Does It Pay to Fight Crime? Evidence From the Pacification of Slums in Rio de Janeiro," Working Papers 2019-08, Center for Research in Economics and Statistics.
    6. Kolko, Jed, 2010. "How broadband changes online and offline behaviors," Information Economics and Policy, Elsevier, vol. 22(2), pages 144-152, May.
    7. Abdallah Salami & Robert Seamans, 2014. "The Effect of the Internet on Newspaper Readability," Working Papers 14-13, NET Institute.
    8. Anindya Ghose & Avi Goldfarb & Sang Pil Han, 2013. "How Is the Mobile Internet Different? Search Costs and Local Activities," Information Systems Research, INFORMS, vol. 24(3), pages 613-631, September.
    9. Entorf, Horst & Spengler, Hannes, 2000. "Socioeconomic and demographic factors of crime in Germany: Evidence from panel data of the German states," International Review of Law and Economics, Elsevier, vol. 20(1), pages 75-106, March.
    10. Czernich, Nina, 2014. "Does broadband internet reduce the unemployment rate? Evidence for Germany," Information Economics and Policy, Elsevier, vol. 29(C), pages 32-45.
    11. Alcalá, Francisco & González-Maestre, Miguel, 2010. "Copying, superstars, and artistic creation," Information Economics and Policy, Elsevier, vol. 22(4), pages 365-378, December.
    12. Christophe Bellégo & Romain De Nijs, 2020. "The Unintended Consequences of Antipiracy Laws on Markets with Asymmetric Piracy: The Case of the French Movie Industry," Information Systems Research, INFORMS, vol. 31(4), pages 1064-1086, December.
    13. Stefan Buehler & Daniel Halbheer & Michael Lechner, 2017. "Payment Evasion," Journal of Industrial Economics, Wiley Blackwell, vol. 65(4), pages 804-832, December.
    14. Joel Waldfogel, 2017. "How Digitization Has Created a Golden Age of Music, Movies, Books, and Television," Journal of Economic Perspectives, American Economic Association, vol. 31(3), pages 195-214, Summer.
    15. Chris Forman, 2013. "How has information technology use shaped the geography of economic activity?," Chapters, in: Frank Giarratani & Geoffrey J.D. Hewings & Philip McCann (ed.), Handbook of Industry Studies and Economic Geography, chapter 10, pages 253-270, Edward Elgar Publishing.
    16. Briglauer, Wolfgang & Dürr, Niklas S. & Falck, Oliver & Hüschelrath, Kai, 2019. "Does state aid for broadband deployment in rural areas close the digital and economic divide?," Information Economics and Policy, Elsevier, vol. 46(C), pages 68-85.
    17. Hitt, Lorin & Tambe, Prasanna, 2007. "Broadband adoption and content consumption," Information Economics and Policy, Elsevier, vol. 19(3-4), pages 362-378, October.
    18. Connolly Michelle & Prieger James E., 2013. "A Basic Analysis of Entry and Exit in the US Broadband Market, 2005–2008," Review of Network Economics, De Gruyter, vol. 12(3), pages 229-270, September.
    19. Olena Ivus & Matthew Boland, 2015. "The employment and wage impact of broadband deployment in Canada," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 48(5), pages 1803-1830, December.
    20. Liang, Che-Yuan & Nordin, Mattias, 2012. "The Internet, News Consumption, and Political Attitudes," Working Paper Series 2012:14, Uppsala University, Department of Economics.

    More about this item

    Keywords

    Internet; broadband; online-offline interaction; hate crime; race;
    All these keywords.

    JEL classification:

    • C26 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Instrumental Variables (IV) Estimation
    • J15 - Labor and Demographic Economics - - Demographic Economics - - - Economics of Minorities, Races, Indigenous Peoples, and Immigrants; Non-labor Discrimination
    • K49 - Law and Economics - - Legal Procedure, the Legal System, and Illegal Behavior - - - Other
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    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:net:wpaper:1302. 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: Nicholas Economides (email available below). General contact details of provider: http://www.NETinst.org/ .

    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.