When working with your data, it’s important to comply with your organization’s data management policies. In practice, this means that personally identifiable data needs to be anonymized as soon as possible in your data preparation.
Tilburg University has prepared specific guidelines for students. Also check out the suggestions offered by Tilburg’s legal department.