Career Atlas

Skill

data transformation

86
résumés have it
27
roles span it
0.1%
of all résumés

data transformation appears in 86 U.S. résumés — 0.1% of all résumés — and spans 27 different roles. People who list it most often also carry Data Cleansing, Data Cleaning, Data Quality.

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

Commonly paired with

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

data cleansing
N=15data cleaning
N=12data quality
N=18data extraction
N=18data manipulation
N=9ssis packages
N=9data mining
N=18database architecture
N=10data visualization
N=12data modeling
N=21ssrs
N=27ssis
N=25tableau
N=21etl
N=24data analysis
N=37

Co-occurrence is measured across 86 real résumés that list this skill. Every pairing shows N, the count of real résumés behind it. How we count

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