DigitalDUAL-USE

Retargeting Pursuit

What it is

Following a person across websites and apps with advertisements for the exact product, page, or cause they looked at, for days or weeks, so that the abandoned decision is never allowed to close.

How it works

Retargeting starts with a tracking pixel or SDK that records a visit, then buys ad slots wherever that browser or device shows up next. Three effects are being purchased. Mere exposure: Zajonc showed that repeated exposure to a stimulus raises liking of it, and every retargeted impression is another exposure. The unfinished task: an abandoned cart is an open loop, and the ad reopens it at moments when the original reasons for abandoning — price, doubt, a better option — are not in front of the person. Availability: when the decision does come round again, the followed product is the one that comes to mind. Lambrecht and Tucker's field experiment found that highly specific retargeting (the exact item) underperformed generic brand ads until the consumer's preferences had narrowed, and that it can backfire when it reads as surveillance. That is the dual nature: a reminder is useful to someone who meant to return, and a pursuit to someone who decided against. The excess is in frequency, duration, sensitive contexts, and the ads that follow a purchase already made. Apple's App Tracking Transparency (2021), the GDPR and ePrivacy consent rules, and the Digital Services Act's ban on profiling-based ads to minors all constrain the underlying tracking.

Real-world examples

  • The shoes that follow you: a pair viewed once appears on news sites, in apps, and in social feeds for weeks — and often continues after the purchase, because the pixel recorded the view but not the sale.
  • Political fundraising: campaigns and committees of both major US parties place tracking pixels on donation pages and retarget visitors with escalating “we noticed you didn't finish” appeals through the campaign and beyond.
  • Sensitive categories: people who searched for fertility treatment, bankruptcy advice, or addiction help have described being followed by related ads on shared screens; Google added controls in 2020 to limit ads in categories such as pregnancy and parenting, dating, weight loss, alcohol, and gambling.
  • Apple's 2021 App Tracking Transparency prompt, which made cross-app tracking opt-in on iOS, cut the identifiers retargeting depends on and was blamed by Meta for a reported $10 billion revenue impact in 2022.

Ethical guidelines

Where the line is

A brief reminder to someone who visited and may want to return, with an easy opt-out and no sensitive data, is ordinary advertising; it becomes pursuit when frequency and duration are uncapped, when it follows a completed purchase or an explicit refusal, when it touches health or other sensitive categories, or when it targets children.

  • Cap frequency and duration: a reminder is a few impressions over a few days, not weeks of pursuit.
  • Suppress retargeting after purchase and after an explicit “not interested”; the person has closed the loop and the ad reopens it for nothing.
  • Exclude sensitive categories — health, pregnancy and loss, debt, sexuality, religion, addiction — outright; in the EU these are special-category data requiring explicit consent.
  • Never retarget minors, and honor the platform and browser signals (App Tracking Transparency, Global Privacy Control) that say no.

How to defend against it

  • Cut the tracking at the source: on iOS choose “Ask App Not to Track” and on Android delete or reset the advertising ID; in the browser turn on enhanced tracking protection (Firefox, Safari) or install uBlock Origin.
  • Use the ad controls the platforms already provide: Google's My Ad Center and Meta's ad preferences let you hide topics and turn off ads based on partner data; the “Why this ad?” link on any retargeted ad leads to the off switch.
  • Read the pursuit as a bargaining signal: retailers often send an abandoned-cart discount within 24 to 72 hours. Leave the cart, wait, and decide on the total after the offer arrives or does not.
  • Keep sensitive browsing in a private window or a separate browser profile so it never joins the advertising profile; log out of the platform whose feed you least want it to reach.
  • Apply the 24-hour rule when the ad reappears: it is a reminder of the product, not of the reasons you had for not buying. Write those down before you close the tab the first time.

References

  1. Lambrecht, A., & Tucker, C. (2013). When Does Retargeting Work? Information Specificity in Online Advertising. Journal of Marketing Research, 50(5), 561-576
    The field experiment showing that product-specific retargeting underperforms generic ads until preferences narrow, and the mechanism of specificity.
  2. Zajonc, R. B. (1968). Attitudinal Effects of Mere Exposure. Journal of Personality and Social Psychology, 9(2, Pt. 2), 1-27
    The mere-exposure effect that repeated impressions purchase.
  3. European Parliament and Council (2022). Regulation (EU) 2022/2065 on a Single Market for Digital Services (Digital Services Act), Articles 26 and 28. Official Journal of the European Union
    Ad-transparency obligations and the prohibition on presenting profiling-based advertising to minors on online platforms.
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