IDEAS home Printed from https://ideas.repec.org/p/nbr/nberwo/20088.html
   My bibliography  Save this paper

Banning Foreign Pharmacies from Sponsored Search: The Online Consumer Response

Author

Listed:
  • Matthew Chesnes
  • Weijia (Daisy) Dai
  • Ginger Zhe Jin

Abstract

Increased competition from the internet has raised concerns about the quality of prescription drugs sold online. Given the pressure from the Department of Justice, Google agreed to ban pharmacies not certified by the National Association of Boards of Pharmacy (NABP) from sponsored search listings. Using comScore click-through data originated from health-related queries, we study how the ban affects consumer search and click behavior in a difference-in-differences framework using the synthetic control method. We find that non-NABP-certified pharmacies receive fewer clicks after the ban and this effect is heterogeneous. In particular, pharmacies not certified by the NABP, but certified by other sources (other-certified websites), experience an increase in organic clicks that partially offsets the loss in paid clicks after the ban. In contrast, pharmacies not certified by any certification agencies experience much lower rates of substitution in organic clicks. These results suggest that the ban has increased the search cost for other-certified websites, but at least some consumers overcome the search cost by switching from sponsored to organic links. The lower substitution for uncertified websites may be explained by the rising consumer concerns about the quality of drugs sold on uncertified websites after the ban.

Suggested Citation

  • Matthew Chesnes & Weijia (Daisy) Dai & Ginger Zhe Jin, 2014. "Banning Foreign Pharmacies from Sponsored Search: The Online Consumer Response," NBER Working Papers 20088, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:20088
    Note: IO
    as

    Download full text from publisher

    File URL: http://www.nber.org/papers/w20088.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Joel Waldfogel & Lu Chen, 2006. "Does Information Undermine Brand? Information Intermediary Use And Preference For Branded Web Retailers," Journal of Industrial Economics, Wiley Blackwell, vol. 54(4), pages 425-449, December.
    2. Thomas Blake & Chris Nosko & Steven Tadelis, 2015. "Consumer Heterogeneity and Paid Search Effectiveness: A Large‐Scale Field Experiment," Econometrica, Econometric Society, vol. 83, pages 155-174, January.
    3. Roger Bate & Ginger Zhe Jin & Aparna Mathur, 2012. "In Whom We Trust: The Role of Certification Agencies in Online Drug Markets," NBER Working Papers 17955, National Bureau of Economic Research, Inc.
    4. Law, Marc T. & Kim, Sukkoo, 2005. "Specialization and Regulation: The Rise of Professionals and the Emergence of Occupational Licensing Regulation," The Journal of Economic History, Cambridge University Press, vol. 65(3), pages 723-756, September.
    5. Marc T. Law & Mindy S. Marks, 2009. "Effects of Occupational Licensing Laws on Minorities: Evidence from the Progressive Era," Journal of Law and Economics, University of Chicago Press, vol. 52(2), pages 351-366, May.
    6. A. Frank Adams III & Robert B. Ekelund Jr. & John D. Jackson, 2003. "Occupational Licensing of a Credence Good: The Regulation of Midwifery," Southern Economic Journal, John Wiley & Sons, vol. 69(3), pages 659-675, January.
    7. Panle Jia & Pinelopi K. Goldberg & Shubham Chaudhuri, 2006. "Estimating the Effects of Global Patent Protection in Pharmaceuticals: A Case Study of Quinolones in India," American Economic Review, American Economic Association, vol. 96(5), pages 1477-1514, December.
    8. Pashigian, B Peter, 1979. "Occupational Licensing and the Interstate Mobility of Professionals," Journal of Law and Economics, University of Chicago Press, vol. 22(1), pages 1-25, April.
    9. Bate Roger & Jin Ginger Zhe & Mathur Aparna, 2013. "In Whom We Trust: The Role of Certification Agencies in Online Drug Markets," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 14(1), pages 111-150, December.
    10. Carl Shapiro, 1986. "Investment, Moral Hazard, and Occupational Licensing," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 53(5), pages 843-862.
    11. Shepard, Lawrence, 1978. "Licensing Restrictions and the Cost of Dental Care," Journal of Law and Economics, University of Chicago Press, vol. 21(1), pages 187-201, April.
    12. Sha Yang & Anindya Ghose, 2010. "Analyzing the Relationship Between Organic and Sponsored Search Advertising: Positive, Negative, or Zero Interdependence?," Marketing Science, INFORMS, vol. 29(4), pages 602-623, 07-08.
    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. Ginger Zhe Jin & Zhentong Lu & Xiaolu Zhou & Chunxiao Li, 2020. "The Effects of Government Licensing on E-commerce: Evidence from Alibaba," NBER Working Papers 27884, National Bureau of Economic Research, Inc.
    2. Pagliero, Mario, 2013. "The impact of potential labor supply on licensing exam difficulty," Labour Economics, Elsevier, vol. 25(C), pages 141-152.
    3. Kanazawa, Mark Tooru, 2023. "The Efficiency of Occupational Licensing during the Gilded and Progressive Eras: Evidence from Judicial Review," The Journal of Economic History, Cambridge University Press, vol. 83(4), pages 1221-1252, December.
    4. Mario Pagliero, 2007. "The Impact of Potential Labor Supply on Licensing Exam Difficulty in the US Market for Lawyers," CHILD Working Papers wp19_08, CHILD - Centre for Household, Income, Labour and Demographic economics - ITALY.
    5. D. Mark Anderson & Ryan Brown & Kerwin Kofi Charles & Daniel I. Rees, 2016. "The Effect of Occupational Licensing on Consumer Welfare: Early Midwifery Laws and Maternal Mortality," NBER Working Papers 22456, National Bureau of Economic Research, Inc.
    6. Alicia Plemmons, 2022. "Occupational licensing's effects on firm location and employment in the United States," British Journal of Industrial Relations, London School of Economics, vol. 60(4), pages 735-760, December.
    7. Xia, Xing, 2021. "Barrier to Entry or Signal of Quality? The Effects of Occupational Licensing on Minority Dental Assistants," Labour Economics, Elsevier, vol. 71(C).
    8. Marek Zapletal, 2017. "The Effects of Occupational Licensing Evidence from Detailed Business-Level Data," Working Papers 17-20, Center for Economic Studies, U.S. Census Bureau.
    9. Dustin Chambers & Colin O’Reilly, 2022. "The economic theory of regulation and inequality," Public Choice, Springer, vol. 193(1), pages 63-78, October.
    10. Morris M. Kleiner & Richard M. Todd, 2007. "Mortgage Broker Regulations That Matter: Analyzing Earnings, Employment, and Outcomes for Consumers," NBER Working Papers 13684, National Bureau of Economic Research, Inc.
    11. Petrik Runst, 2018. "The effect of occupational licensing deregulation on migrants in the German skilled crafts sector," European Journal of Law and Economics, Springer, vol. 45(3), pages 555-589, June.
    12. Giuseppe Rose & Francesco Mazzulla, 2023. "Relaxing Occupational Licensing In Italy: A Staggered Difference In Differences Analysis Using Balance-Sheet Data Of Italian Pharmacies," Working Papers 202302, Università della Calabria, Dipartimento di Economia, Statistica e Finanza "Giovanni Anania" - DESF.
    13. Daniel J. Smith & Noah J. Trudeau, 2019. "The Undertaker’s Cut: Challenging the Rational Basis for Casket Licensure," Journal of Private Enterprise, The Association of Private Enterprise Education, vol. 34(Summer 20), pages 23-41.
    14. Morris M. Kleiner & Richard M. Todd, 2009. "Mortgage Broker Regulations That Matter: Analyzing Earnings, Employment, and Outcomes for Consumers," NBER Chapters, in: Studies of Labor Market Intermediation, pages 183-231, National Bureau of Economic Research, Inc.
    15. Jason Potts, 2009. "Open Occupations – Why Work Should Be Free," Economic Affairs, Wiley Blackwell, vol. 29(1), pages 71-76, March.
    16. Kihwan Bae & Edward Timmons, 2023. "Now You Can Take It with You: Effects of Occupational Credential Recognition on Labor Market Outcomes," Working Papers 23-03, Department of Economics, West Virginia University.
    17. Matthew Chesnes & Weijia (Daisy) Dai & Ginger Zhe Jin, 2017. "Banning Foreign Pharmacies from Sponsored Search: The Online Consumer Response," Marketing Science, INFORMS, vol. 36(6), pages 879-907, November.
    18. John M. Barrios, 2022. "Occupational Licensing and Accountant Quality: Evidence from the 150‐Hour Rule," Journal of Accounting Research, Wiley Blackwell, vol. 60(1), pages 3-43, March.
    19. Sviták, Jan & Tichem, Jan & Haasbeek, Stefan, 2021. "Price effects of search advertising restrictions," International Journal of Industrial Organization, Elsevier, vol. 77(C).
    20. Kirthi Kalyanam & John McAteer & Jonathan Marek & James Hodges & Lifeng Lin, 2018. "Cross channel effects of search engine advertising on brick & mortar retail sales: Meta analysis of large scale field experiments on Google.com," Quantitative Marketing and Economics (QME), Springer, vol. 16(1), pages 1-42, March.

    More about this item

    JEL classification:

    • D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search; Learning; Information and Knowledge; Communication; Belief; Unawareness
    • I18 - Health, Education, and Welfare - - Health - - - Government Policy; Regulation; Public Health
    • K32 - Law and Economics - - Other Substantive Areas of Law - - - Energy, Environmental, Health, and Safety Law
    • L81 - Industrial Organization - - Industry Studies: Services - - - Retail and Wholesale Trade; e-Commerce

    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:nbr:nberwo:20088. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/nberrus.html .

    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.