Experimenting with computational methods for large-scale studies of tracking technologies in web archives

@article{Nielsen2019ExperimentingWC,
  title={Experimenting with computational methods for large-scale studies of tracking technologies in web archives},
  author={Janne Nielsen},
  journal={Internet Histories},
  year={2019},
  volume={3},
  pages={293 - 315}
}
  • Janne Nielsen
  • Published 2 October 2019
  • Computer Science
  • Internet Histories
Abstract The use of tracking technologies to collect data about web users and their online behaviour has played an important role in the development of the web. Most studies of tracking examine the current extent of tracking on popular websites on the online web, while historical studies are rare. Large-scale historical studies of web tracking are important for a more comprehensive understanding of the development, spread and implications of tracking technologies across the web. Historical… 
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References

SHOWING 1-10 OF 65 REFERENCES
Internet Jones and the Raiders of the Lost Trackers: An Archaeological Study of Web Tracking from 1996 to 2016
TLDR
It is argued that an understanding of the ecosystem’s historical trends is important to any technical and policy discussions surrounding tracking and that third-party tracking on the web has increased in prevalence and complexity since the first third- party tracker was observed in 1996.
Tracking the Trackers: A Large-Scale Analysis of Embedded Web Trackers
TLDR
It is found that trackers are widespread, and that very few trackers dominate the web (Google, Facebook and Twitter), except for a few countries such as China and Russia.
On the Ubiquity of Web Tracking: Insights from a Billion-Page Web Crawl
TLDR
It is confirmed that trackers are widespread, and that a small number of trackers dominates the web (Google, Facebook and Twitter), and that Google still operates services on Chinese websites, despite its proclaimed retreat from the Chinese market.
The web is watching you: A comprehensive review of web-tracking techniques and countermeasures
TLDR
The current techniques for web-tracking as well as techniques for its detection and analysis, and countermeasures to prevent web tracking are analyzed and discussed.
A Survey on Web Tracking: Mechanisms, Implications, and Defenses
TLDR
This survey reviews the existing literature on the methods used by web services to track the users online as well as their purposes, implications, and possible user’s defenses, and presents five main groups of methods used for user tracking.
The Web Never Forgets: Persistent Tracking Mechanisms in the Wild
TLDR
The evaluation of the defensive techniques used by privacy-aware users finds that there exist subtle pitfalls --- such as failing to clear state on multiple browsers at once - in which a single lapse in judgement can shatter privacy defenses.
Detecting and Defending Against Third-Party Tracking on the Web
TLDR
This work develops a client-side method for detecting and classifying five kinds of third-party trackers based on how they manipulate browser state, and finds that no existing browser mechanisms prevent tracking by social media sites via widgets while still allowing those widgets to achieve their utility goals, which leads to a new defense.
Online Tracking: A 1-million-site Measurement and Analysis
TLDR
The largest and most detailed measurement of online tracking conducted to date, based on a crawl of the top 1 million websites, is presented, which demonstrates the OpenWPM platform's strength in enabling researchers to rapidly detect, quantify, and characterize emerging online tracking behaviors.
Web Tracking - A Literature Review on the State of Research
TLDR
This paper provides an overview over the current state of the art of web-tracking research, aiming to reveal the relevance and methodologies of this research area and creates a foundation for future work.
Historical Website Ecology: Analyzing Past States of the Web Using Archived Source Code
TLDR
A contextual approach to historical website analysis is taken by viewing the website as an environment that is inhabited and shaped by third parties such as social media platforms, advertisers, analytics companies and content-delivery networks, embedding the website in various technological and commercial relations with these actors.
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