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6 - Data Analysis

Published online by Cambridge University Press:  24 March 2022

Isabel Wagner
Affiliation:
De Montfort University, Leicester
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Summary

This chapter explains how the collected data can be processed with the aim of extracting meaningful measures, and how statistical analysis can be used to support significant conclusions. This chapter first introduces common quantitative measures for transparency research, including measures for tracking, privacy, fairness, and similarity. To compute most of these measures, data need to be preprocessed to extract the response variables of interest from the raw collected data, for example using simple transformations or heuristics, machine learning classifiers or natural language processing, or static and dynamic analysis methods for mobile apps. Finally, the chapter explains statistical methods that allow to make meaningful and statistically significant statements about the behavior of the response variables in the experiment.

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Chapter
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Auditing Corporate Surveillance Systems
Research Methods for Greater Transparency
, pp. 125 - 174
Publisher: Cambridge University Press
Print publication year: 2022

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  • Data Analysis
  • Isabel Wagner, De Montfort University, Leicester
  • Book: Auditing Corporate Surveillance Systems
  • Online publication: 24 March 2022
  • Chapter DOI: https://doi.org/10.1017/9781108946940.009
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  • Data Analysis
  • Isabel Wagner, De Montfort University, Leicester
  • Book: Auditing Corporate Surveillance Systems
  • Online publication: 24 March 2022
  • Chapter DOI: https://doi.org/10.1017/9781108946940.009
Available formats
×

Save book to Google Drive

To save content items to your account, please confirm that you agree to abide by our usage policies. If this is the first time you use this feature, you will be asked to authorise Cambridge Core to connect with your account. Find out more about saving content to Google Drive.

  • Data Analysis
  • Isabel Wagner, De Montfort University, Leicester
  • Book: Auditing Corporate Surveillance Systems
  • Online publication: 24 March 2022
  • Chapter DOI: https://doi.org/10.1017/9781108946940.009
Available formats
×