Papers
Topics
Authors
Recent
Gemini 2.5 Flash
Gemini 2.5 Flash
119 tokens/sec
GPT-4o
56 tokens/sec
Gemini 2.5 Pro Pro
43 tokens/sec
o3 Pro
6 tokens/sec
GPT-4.1 Pro
47 tokens/sec
DeepSeek R1 via Azure Pro
28 tokens/sec
2000 character limit reached

Exploring the Online Micro-targeting Practices of Small, Medium, and Large Businesses (2207.09286v2)

Published 19 Jul 2022 in cs.CY

Abstract: Facebook and other advertising platforms exploit users data for marketing purposes by allowing advertisers to select specific users and target them (the practice is being called micro-targeting). However, advertisers such as Cambridge Analytica have maliciously used these targeting features to manipulate users in the context of elections. The European Commission plans to restrict or ban some targeting functionalities in the new European Democracy Action Plan act to protect users from such harms. The difficulty is that we do not know the economic impact of these restrictions on regular advertisers. In this paper, to inform the debate, we take a first step by understanding who is advertising on Facebook and how they use the targeting functionalities. For this, we asked 890 U.S. users to install a monitoring tool on their browsers to collect the ads they receive on Facebook and information about how these ads were targeted. By matching advertisers on Facebook with their LinkedIn profiles, we could see that 71% of advertisers are small and medium-sized businesses with 200 employees or less, and they are responsible for 61% of ads and 57% of ad impressions. Regarding micro-targeting, we found that only 32% of small and medium-sized businesses and 30% of large-sized businesses micro-target at least one of their ads. These results should not be interpreted as micro-targeting not being useful as a marketing strategy, but rather that advertisers prefer to outsource the micro-targeting task to ad platforms. Indeed, Facebook is employing optimization algorithms that exploit user data to decide which users should see what ads; which means ad platforms are performing an algorithmic-driven micro-targeting. Hence, when setting restrictions, legislators should take into account both the traditional advertiser-driven micro-targeting as well as algorithmic-driven micro-targeting performed by ad platforms.

Definition Search Book Streamline Icon: https://streamlinehq.com
References (73)
  1. Discrimination through Optimization. Proceedings of the ACM on Human-Computer Interaction 3, CSCW (Nov 2019), 1–30. https://doi.org/10.1145/3359301
  2. Discrimination through Optimization: How Facebook’s Ad Delivery Can Lead to Biased Outcomes. Proc. ACM Hum.-Comput. Interact. 3, CSCW, Article 199 (nov 2019), 30 pages. https://doi.org/10.1145/3359301
  3. Ad Delivery Algorithms: The Hidden Arbiters of Political Messaging. In Proceedings of the 14th ACM International Conference on Web Search and Data Mining (Virtual Event, Israel) (WSDM ’21). Association for Computing Machinery, New York, NY, USA, 13–21. https://doi.org/10.1145/3437963.3441801
  4. Chris Anderson. 2006. The long tail: Why the future of business is selling less of more. Hachette Books.
  5. Measuring the Facebook advertising ecosystem. In NDSS 2019-Proceedings of the Network and Distributed System Security Symposium. 1–15.
  6. Investigating ad transparency mechanisms in social media: A case study of Facebook’s explanations. In NDSS 2018-Network and Distributed System Security Symposium. 1–15.
  7. Susan Athey and Joshua S Gans. 2010. The impact of targeting technology on advertising markets and media competition. American Economic Review 100, 2 (2010), 608–13.
  8. Kyle Bagwell. 2007. The economic analysis of advertising. Handbook of industrial organization 3 (2007), 1701–1844.
  9. Dirk Bergemann and Alessandro Bonatti. 2011. Targeting in advertising markets: implications for offline versus online media. The RAND Journal of Economics 42, 3 (2011), 417–443.
  10. What drives advertising success on Facebook? An advertising-effectiveness model: Measuring the effects on sales of “Likes” and other social-network stimuli. Journal of Advertising Research 55, 2 (2015), 162–175.
  11. Consumer surplus in the digital economy: Estimating the value of increased product variety at online booksellers. Management science 49, 11 (2003), 1580–1596.
  12. Facebook Business. 2021. Small businesses deserve to be heard. Retrieved August 28, 2022 from https://en-gb.facebook.com/business/apple-ios-14-speak-up-for-small-business
  13. Facebook Business. 2022. Ad Principles. Retrieved August 28, 2022 from https://en-gb.facebook.com/business/about/ad-principles
  14. Does Facebook use sensitive data for advertising purposes? Commun. ACM 64, 1 (Jan 2021), 62–69. https://doi.org/10.1145/3426361
  15. Facebook Business Help Center. 2022a. About Ad Delivery. Retrieved August 28, 2022 from https://en-gb.facebook.com/business/help/1000688343301256?id=561906377587030
  16. Facebook Business Help Center. 2022b. About detailed Targeting. Retrieved August 28, 2022 from https://en-gb.facebook.com/business/help/182371508761821?id=176276233019487
  17. Facebook Business Help Center. 2022c. About Facebook pixel. Retrieved August 28, 2022 from https://en-gb.facebook.com/business/help/742478679120153
  18. Facebook Business Help Center. 2022d. Facebook Ad Relevance Score. Retrieved August 28, 2022 from https://en-gb.facebook.com/business/help/436113280262012
  19. Facebook Business Help Center. 2022e. How to choose the right Meta Ads Manager objective. Retrieved August 28, 2022 from https://en-gb.facebook.com/business/help/1438417719786914
  20. Facebook Business Help Center. 2022f. How to Create a Meta Pixel in Business Manager. Retrieved August 28, 2022 from https://en-gb.facebook.com/business/help/314143995668266?id=1205376682832142
  21. European Commission. 2020a. Digital Services Act. Retrieved August 28, 2022 from https://ec.europa.eu/digital-single-market/en/digital-services-act-package
  22. European Commission. 2020b. European Democracy Action Plan. Retrieved August 28, 2022 from https://ec.europa.eu/commission/presscorner/detail/en/IP_20_2250
  23. Nicholas Confessore. 2018. Cambridge Analytica and Facebook: The scandal and the fallout so far. Retrieved August 28, 2022 from https://www.nytimes.com/2018/04/04/us/politics/cambridge-analytica-scandal-fallout.html
  24. Norwegian Consumer Council. 2021. Time to ban surveillance-based advertising. Retrieved August 28, 2022 from https://www.forbrukerradet.no/side/new-report-details-threats-to-consumers-from-surveillance-based-advertising/
  25. Regression under Human Assistance. Proceedings of the AAAI Conference on Artificial Intelligence 34 (04 2020), 2611–2620. https://doi.org/10.1609/aaai.v34i03.5645
  26. Milad Dehghani and Mustafa Tümer. 2015. A research on effectiveness of Facebook advertising on enhancing purchase intention of consumers. Computers in Human Behavior 49 (08 2015), 597–600. https://doi.org/10.1016/j.chb.2015.03.051
  27. Consumer price search and platform design in internet commerce. American Economic Review 108, 7 (2018), 1820–59.
  28. The impacts of facebook ads on brand image, brand awareness, and brand equity. In Handbook of Research on Entrepreneurship and Marketing for Global Reach in the Digital Economy. IGI Global, 442–462.
  29. Facebook. 2022a. About ad relevance diagnostics. Retrieved August 28, 2022 from https://en-gb.facebook.com/business/help/403110480493160
  30. Facebook. 2022b. Conversion Tracking - Facebook Pixel - Documentation. Retrieved August 28, 2022 from https://developers.facebook.com/docs/facebook-pixel/implementation/conversion-tracking/
  31. Facebook. 2022c. Facebook advertising targeting options. Retrieved August 28, 2022 from https://en-gb.facebook.com/business/ads/ad-targeting
  32. Facebook. 2022d. Facebook Pixel - Documentation. Retrieved August 28, 2022 from https://developers.facebook.com/docs/facebook-pixel/
  33. Facebook. 2022e. Why am I seeing ads from an advertiser on Facebook? | Facebook Help Centre. Retrieved August 28, 2022 from https://www.facebook.com/help/794535777607370
  34. Analyzing political advertisers’ use of Facebook’s targeting features. In IEEE workshop on technology and consumer protection (ConPro’19).
  35. Avi Goldfarb. 2014. What is different about online advertising? Review of Industrial Organization 44, 2 (2014), 115–129.
  36. Avi Goldfarb and Catherine Tucker. 2011a. Advertising bans and the substitutability of online and offline advertising. Journal of Marketing Research 48, 2 (2011), 207–227.
  37. Avi Goldfarb and Catherine Tucker. 2011b. Online display advertising: Targeting and obtrusiveness. Marketing Science 30, 3 (2011), 389–404.
  38. Avi Goldfarb and Catherine Tucker. 2019. Digital economics. Journal of Economic Literature 57, 1 (2019), 3–43.
  39. Anthony Ha. 2020. Facebook highlights small businesses as it ramps up Apple criticism. Retrieved August 28, 2022 from https://techcrunch.com/2020/12/16/facebook-apple-small-business
  40. Prolific Researcher Help. 2022. Study Details. Retrieved August 28, 2022 from https://researcher-help.prolific.co/hc/en-gb/articles/4407456015250-Study-details
  41. Elisabeth Honka. 2014. Quantifying search and switching costs in the US auto insurance industry. The RAND Journal of Economics 45, 4 (2014), 847–884.
  42. Andrew Hutchinson. 2019. Facebook’s Updating it’s ’Why Am I Seeing This?’ Ad Info with More Specific Detail. Retrieved August 28, 2022 from https://www.socialmediatoday.com/news/facebooks-updating-its-why-am-i-seeing-this-ad-info-with-more-specific/547859/
  43. The impact of user interactions in social media on brand awareness and purchase intention: the case of MINI on Facebook. Journal of Product & Brand Management (2013).
  44. Facebook legal terms. 2020. Facebook Business Tools Terms. Retrieved August 28, 2022 from https://en-gb.facebook.com/legal/technology_terms
  45. Targeted Online: An industry broken by design and by default. Retrieved August 28, 2022 from https://edri.org/wp-content/uploads/2021/03/Targeted-online-An-industry-broken-by-design-and-by-default.pdf
  46. Daniel Liberto. 2018. Facebook, Google Digital Ad Market Share Drops as Amazon Climbs. Investopedia, March 20 (2018). https://www.investopedia.com/news/facebook-google-digital-ad-market-share-drops-amazon-climbs/
  47. Facebook Ad Library. 2022. Retrieved August 28, 2022 from https://en-gb.facebook.com/ads/library/
  48. Natasha Lomas. 2020. Europe to put forward rules for political ads transparency and beef up its disinformation code next year. Retrieved August 28, 2022 from https://techcrunch.com/2020/12/03/europe-to-put-forward-rules-for-political-ads-transparency-and-beef-up-its-disinformation-code-next-year/?guccounter=1
  49. Too close for comfort: A study of the effectiveness and acceptability of rich-media personalized advertising. In Proceedings of the SIGCHI conference on human factors in computing systems. 579–588.
  50. Facebook Ads Manager. 2022. Ads management for Facebook, Instagram. Retrieved August 28, 2022 from https://en-gb.facebook.com/business/tools/ads-manager
  51. Jonathan R. Mayer and John C. Mitchell. 2012. Third-Party Web Tracking: Policy and Technology. In 2012 IEEE Symposium on Security and Privacy. 413–427. https://doi.org/10.1109/SP.2012.47
  52. Jeremy Merrill and Hanna Kozlowska. 2019. How Facebook fueled a precious-metal scheme targeting older conservatives. Retrieved August 28, 2022 from https://qz.com/1751030/facebook-ads-lured-seniors-into-giving-savings-to-metals-com/
  53. Facebook news. 2019. Why Am I Seeing This? We Have an Answer for You. Retrieved August 28, 2022 from https://about.fb.com/news/2019/03/why-am-i-seeing-this/
  54. Facebook Business News. 2017. Deliver Relevance and Discover Growth with Facebook. Retrieved August 28, 2022 from https://en-gb.facebook.com/business/news/deliver-relevance-and-discover-growth-with-facebook
  55. Mark Penn. 2017. You Can’t Buy the Presidency for $100,000. Retrieved August 28, 2022 from https://www.wsj.com/articles/you-cant-buy-the-presidency-for-100-000-1508104629
  56. An Audit of Facebook’s Political Ad Policy Enforcement. In 31st USENIX Security Symposium (USENIX Security 22). USENIX Association, Boston, MA, 607–624. https://www.usenix.org/conference/usenixsecurity22/presentation/lepochat
  57. Facebook Ad Preferences. 2022. Advertisers. Retrieved August 28, 2022 from https://en-gb.facebook.com/adpreferences/advertisers
  58. On Microtargeting Socially Divisive Ads. Proceedings of the Conference on Fairness, Accountability, and Transparency (Jan 2019). https://doi.org/10.1145/3287560.3287580
  59. Technology and Democracy: Understanding the influence of online technologies on political behaviour and decision-making. Other KJ-NA-30422-EN-N (online),KJ-NA-30422-EN-C (print),KJ-NA-30422-EN-E. Luxembourg (Luxembourg). https://doi.org/10.2760/709177(online),10.2760/593478(print),10.2760/322964
  60. Scott Shane. 2017. These Are the Ads Russia Bought on Facebook in 2016. Retrieved August 28, 2022 from https://www.nytimes.com/2017/11/01/us/politics/russia-2016-election-facebook.html
  61. Facebook Ads Monitor: An Independent Auditing System for Political Ads on Facebook. In Proceedings of The Web Conference 2020 (Taipei, Taiwan) (WWW ’20). Association for Computing Machinery, New York, NY, USA, 224?234. https://doi.org/10.1145/3366423.3380109
  62. Vera Sosnovik and Oana Goga. 2021. Understanding the Complexity of Detecting Political Ads. Proceedings of the Web Conference 2021 (Apr 2021). https://doi.org/10.1145/3442381.3450049
  63. Potential for Discrimination in Online Targeted Advertising. In Conference on Fairness, Accountability and Transparency (2018-01-21). PMLR, 5–19. http://proceedings.mlr.press/v81/speicher18a.html ISSN: 2640-3498.
  64. Statista. 2022a. Advertising spending on offline marketing in the United States from 2018 to 2022. Retrieved August 28, 2022 from https://www.statista.com/statistics/1028853/offline-media-ad-spend-us/
  65. Statista. 2022b. U.S. digital advertising industry - statistics & facts. Retrieved August 28, 2022 from https://www.statista.com/topics/1176/online-advertising/
  66. Chrome Web Store. 2020. Facebook Pixel Helper. Retrieved August 28, 2022 from https://chrome.google.com/webstore/detail/facebook-pixel-helper/fdgfkebogiimcoedlicjlajpkdmockpc
  67. Technology, autonomy, and manipulation. Internet Policy Review 8, 2 (2019).
  68. Heini Maarit Taiminen and Heikki Karjaluoto. 2015. The usage of digital marketing channels in SMEs. Journal of Small Business and Enterprise Development (11 2015), 633–651. https://doi.org/10.1108/JSBED-05-2013-0073
  69. The effect of online privacy information on purchasing behavior: An experimental study. Information systems research 22, 2 (2011), 254–268.
  70. Americans Reject Tailored Advertising and Three Activities That Enable It. SSRN Electronic Journal (09 2009). https://doi.org/10.2139/ssrn.1478214
  71. Julia Carrie Wong. 2019. The Cambridge Analytica scandal changed the world–but it didn’t change Facebook. Retrieved August 28, 2022 from https://www.theguardian.com/technology/2019/mar/17/the-cambridge-analytica-scandal-changed-the-world-but-it-didnt-change-facebook
  72. Huanxing Yang. 2013. Targeted search and the long tail effect. The RAND Journal of Economics 44, 4 (2013), 733–756.
  73. Understanding Discourse Acts: Political Campaign Messages Classification on Facebook and Twitter. In Social, Cultural, and Behavioral Modeling, Dongwon Lee, Yu-Ru Lin, Nathaniel Osgood, and Robert Thomson (Eds.). Springer International Publishing, Cham, 242–247.
User Edit Pencil Streamline Icon: https://streamlinehq.com
Authors (4)
  1. Salim Chouaki (2 papers)
  2. Islem Bouzenia (7 papers)
  3. Oana Goga (10 papers)
  4. Beatrice Roussillon (1 paper)
Citations (4)

Summary

We haven't generated a summary for this paper yet.