Illustrative Reference profiles for a generic digital health care organization, not official job descriptions. About this reference.

Pseudonymization and disclosure control

Protecting patient confidentiality when data is linked, analyzed, shared, or published, using pseudonymization, anonymization, small number suppression, and other statistical disclosure control methods.

Original to this reference.

Levels

1. Awareness

You can:

  • explain the difference between identifiable, pseudonymized, and anonymized data
  • follow the organization's rules for suppressing small numbers in outputs
2. Working

You can:

  • work with pseudonymized data and apply disclosure checks before releasing outputs
  • recognize when linked or detailed data could identify a patient
3. Practitioner

You can:

  • design pseudonymization and linkage methods that keep identifiers separate from analysis data
  • assess the re-identification risk of a data set or publication and choose suitable controls
  • advise teams on safe settings, such as trusted research environments
4. Expert

You can:

  • set the organization's standards for de-identification and disclosure control
  • assure high-risk data releases and linkage projects
  • lead work with partners on safe data access for research and planning

Closest ESCO skills

Contains ESCO v1.2.1 data (https://esco.ec.europa.eu/). © European Union. Reuse authorised under Commission Decision 2011/833/EU.

Role levels that expect this skill

Role levelRoleBandExpected level
Analytics engineerAnalytics engineer6Awareness
Senior analytics engineerAnalytics engineer7Working
Lead analytics engineerAnalytics engineer8aWorking
Associate data analystData analyst5Awareness
Data analystData analyst6Working
Senior data analystData analyst7Practitioner
Principal data analystData analyst8bPractitioner
Data engineerData engineer6Working
Senior data engineerData engineer7Practitioner
Lead data engineerData engineer8aPractitioner
Head of data engineeringData engineer8bPractitioner
Data governance managerData governance manager7Working
Lead data governance managerData governance manager8bPractitioner
Head of data governanceData governance manager8cExpert
Trainee data scientistData scientist4Awareness
Associate data scientistData scientist5Working
Data scientistData scientist6Working
Principal data scientistData scientist7Practitioner
Lead data scientistData scientist8aPractitioner
Performance analystPerformance analyst6Awareness
Senior performance analystPerformance analyst7Working
Lead performance analystPerformance analyst8aWorking