Career Atlas

Skill

data quality

134
résumés have it
42
roles span it
0.1%
of all résumés

data quality appears in 134 U.S. résumés — 0.1% of all résumés — and spans 42 different roles. People who list it most often also carry Data Architecture, Data Governance, Standardization.

Based on Futureful's analysis of 102,822 U.S. résumés (2026).

Commonly paired with

The skills that people who have data quality most often also carry, ranked by how strongly they co-occur. Great for planning what to learn next.

data architecture
N=12data governance
N=30standardization
N=10data transformation
N=18etl development
N=9data cleansing
N=13functional requirements
N=9data integration
N=28data integrity
N=30data mining
N=15data security
N=16data warehousing
N=15data modeling
N=27data management
N=21data analysis
N=48

Roles that use Data Quality

The roles where this skill shows up most, ranked by how many people in the role have it. Tap one to see its full skill fingerprint and career paths.

database specialistN=3associate it project managerN=3

Co-occurrence is measured across 134 real résumés that list this skill. Every pairing shows N, the count of real résumés behind it. How we count

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