Credentials that support roles needing Data cleaning (across vendors)
How this list is built (read first)
These credentials support roles that commonly require this skill. This is an association through shared roles — it does not assert that each exam's objectives directly cover the skill. Always check the official exam objectives.
We start from the roles that commonly require Data cleaning, then list the credentials that support those roles. A credential appears below because it supports at least one role that needs this skill — shown with the exact role(s) that create the link. This is the honest, role-mediated association; it is not a claim about any exam's objectives.
4 credentials across 3 vendors are associated with Data cleaning through shared roles.
Associated credentials by vendor
Cisco
- Cisco AI Technical Practitioner — certification (proctored exam), practitioner level.
- Associated through these roles that need Data cleaning: Machine Learning Engineer.
CompTIA
- CompTIA Data+ — certification (proctored exam), foundation level.
- Associated through these roles that need Data cleaning: Data Analyst, Business Intelligence Developer, Machine Learning Engineer.
- CompTIA DataAI — certification (proctored exam), advanced level.
- Associated through these roles that need Data cleaning: Business Intelligence Developer, Machine Learning Engineer.
- Google Data Analytics Professional Certificate — professional certificate (course-based, not a proctored exam), foundation level.
- Associated through these roles that need Data cleaning: Data Analyst, Business Intelligence Developer.
Sources
- U.S. Bureau of Labor Statistics — Employment Projections Skills Data: https://www.bls.gov/emp/data/skills-data.htm
- CompTIA — CompTIA Certifications Catalog: https://www.comptia.org/en-us/certifications/
- Coursera and Google — Google Data Analytics Professional Certificate: https://www.coursera.org/professional-certificates/google-data-analytics
- National Center for ONET Development — ONET Database: https://www.onetcenter.org/database.html
- Internal source: role cert curation 2026 06 13
Citation Ledger
| ID | Supports | Evidence | Source |
|---|---|---|---|
| CIT-01 | Cisco AI Technical Practitioner associated with Data cleaning via Machine Learning Engineer | Role needs the skill (role_skill_edges) + credential supports the role (role_certification_edges) | role to skill: U.S. Bureau of Labor Statistics — Employment Projections Skills Data / role to credential: Internal source: role cert curation 2026 06 13 |
| CIT-02 | CompTIA Data+ associated with Data cleaning via Data Analyst | Role needs the skill (role_skill_edges) + credential supports the role (role_certification_edges) | role to skill: Coursera and Google — Google Data Analytics Professional Certificate; National Center for ONET Development — ONET Database / role to credential: CompTIA — CompTIA Certifications Catalog |
| CIT-03 | CompTIA Data+ associated with Data cleaning via Business Intelligence Developer | Role needs the skill (role_skill_edges) + credential supports the role (role_certification_edges) | role to skill: U.S. Bureau of Labor Statistics — Employment Projections Skills Data / role to credential: Internal source: role cert curation 2026 06 13 |
| CIT-04 | CompTIA Data+ associated with Data cleaning via Machine Learning Engineer | Role needs the skill (role_skill_edges) + credential supports the role (role_certification_edges) | role to skill: U.S. Bureau of Labor Statistics — Employment Projections Skills Data / role to credential: Internal source: role cert curation 2026 06 13 |
| CIT-05 | CompTIA DataAI associated with Data cleaning via Business Intelligence Developer | Role needs the skill (role_skill_edges) + credential supports the role (role_certification_edges) | role to skill: U.S. Bureau of Labor Statistics — Employment Projections Skills Data / role to credential: Internal source: role cert curation 2026 06 13 |
| CIT-06 | CompTIA DataAI associated with Data cleaning via Machine Learning Engineer | Role needs the skill (role_skill_edges) + credential supports the role (role_certification_edges) | role to skill: U.S. Bureau of Labor Statistics — Employment Projections Skills Data / role to credential: Internal source: role cert curation 2026 06 13 |
| CIT-07 | Google Data Analytics Professional Certificate associated with Data cleaning via Data Analyst | Role needs the skill (role_skill_edges) + credential supports the role (role_certification_edges) | role to skill: Coursera and Google — Google Data Analytics Professional Certificate; National Center for ONET Development — ONET Database / role to credential: Coursera and Google — Google Data Analytics Professional Certificate |
| CIT-08 | Google Data Analytics Professional Certificate associated with Data cleaning via Business Intelligence Developer | Role needs the skill (role_skill_edges) + credential supports the role (role_certification_edges) | role to skill: U.S. Bureau of Labor Statistics — Employment Projections Skills Data / role to credential: Internal source: role cert curation 2026 06 13 |