How are you actually doing the anonymization and aggregation?

Zenefits take the following steps to anonymize and aggregate data:

  • We remove any company or individual identifiers.

  • We standardize job titles, experience levels, salaries, industry mapping, and geography mapping

  • If there are less than 5 data points (or if they are all from the same company), then we move to a higher level of abstraction

  • No benchmark data is displayed until an appropriate threshold is reached

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