Career Atlas

Skill

data manipulation

100
résumés have it
31
roles span it
0.1%
of all résumés

data manipulation appears in 100 U.S. résumés — 0.1% of all résumés — and spans 31 different roles. People who list it most often also carry Data Cleansing, Report Creation, Data Extraction.

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

Commonly paired with

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

data cleansing
N=18report creation
N=9data extraction
N=15data transformation
N=9data validation
N=15bug fixing
N=9data mapping
N=9data visualization
N=21data processing
N=12report generation
N=9data collection
N=12data analysis
N=42ssis
N=21database design
N=21database administration
N=30

Roles that use Data Manipulation

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.

data analyst data analyst data analystN=6

Co-occurrence is measured across 100 real résumés that list this skill. Every pairing shows N, the count of real résumés behind it. How we count

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