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Confidentiality

As explained in Effective Data Analysis

Confidentiality is the protection of information from unauthorized access, use, or disclosure.

Confidentiality protects participant information from unauthorized access, use, or disclosure. In analytics research, it requires explaining what personal information will be collected and stored, how anonymity will be maintained, and which security practices protect it. section 8.1.2

A practical confidentiality disclosure should describe:

  • Data anonymization practices used during analysis. section 8.1.2
  • Storage and security measures used by the responsible team or organization. section 8.1.2
  • The personal information collected and retained from participants. section 8.1.2

Survey consent document

A product analytics survey can include a readable confidentiality statement explaining collected information, anonymization during analysis, and storage and security practices before participation begins. section 8.1.2

Figure 8.2 An informed consent document for a survey conducted by a product analytics team
figure

Use the consent-document example to inspect how confidentiality information is communicated to survey participants. section 8.1.2

How Effective Data Analysis covers it

How deep it goes
Details participant-facing disclosures and organizational safeguards but stops short of specifying technical security implementations.
Examples
Uses a product analytics survey consent document as its concrete example.
What it assumes
Assumes awareness of participant research and teaches the required confidentiality disclosures within informed consent.
What you can do after
Apply it by documenting data collection, anonymization, storage, and security practices before research participation begins.
How it connects
Connects confidentiality with informed consent, data anonymization, storage, security, anonymity, and voluntary participation.

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This explainer was generated by Manning's knowledge graph from the text of Effective Data Analysis. The section links point to the parts of the book it draws on.