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Data Governance

What does a Data Quality Analyst do?

Detects and tracks broken, late, or wrong data before users notice.

Steady demand Team: Data Quality & Observability Reports into: Data Governance & Quality

What they actually do

Hiring demand

Steady demand. Regular postings, but fewer than the busiest roles. Expect a longer search or more specialization.

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Who they work with

Data engineeringAnalytics engineeringStewards

Typical tools

dbt testsGreat ExpectationsMonte CarloSQL

Skills to get there

Title ladder

Common titles for this role at each level. Companies vary; see Role titles decoded.

LevelTypical titles
EntryJunior / Associate Data Quality Analyst · Data Quality Analyst I
MidData Quality Analyst · Data Quality Analyst II
SeniorSenior Data Quality Analyst · Lead Data Quality Analyst
Expert (IC track)Staff / Principal Data Quality Analyst
Management trackManager, Data Quality & Observability → Director of Data Quality & Observability → VP
See the free training path →

See current openings

Searching for: Data Quality Analyst · anywhere in the US · change

Also try:

Opens the job board's own search; results and counts are theirs.

How to get here

Salary (US) as of 2026-11

Median$84K
Typical range$60K–$101K
Senior / manager$132K

Sources:

Wide spread: Payscale captures junior QA-style roles; engineering-flavored 'data observability' roles at tech companies pay at the BLS analyst level or above. Glassdoor DQ page not available.

Experience to get here

Entry level0-2 years
Typical title2-5 years

Bachelor's in information systems, statistics, CS or business is typical; senior contract postings skip the degree and ask for tool depth (Informatica, SQL).

Typical prior roles

Data AnalystQA / ETL Test AnalystReporting AnalystData StewardAnalytics Engineer

Must have

Milestones people hit first

Certifications

Nice to havein postings: rarely
Exam feenot published
Trainingcourses included in package
Renewalnot published
Typical total$2,095 package; $3,155 for CIMP Ex Data Quality

Time: 3-6 months self-paced
Prerequisites: none

The main course-based data-quality credential; IQCP (same provider) is named as preferred in some senior governance postings.

Preferredin postings: sometimes
Exam fee$311
TrainingDAMA-DMBOK2 self-study (book price not published by the vendor)
Renewalannual maintenance fee (amount not published) + attestation; 3-year initial validity
Typical total$311 (Associate); ~$933 for Practitioner (3 exams incl. Data Quality)

Time: 2-4 months per exam
Prerequisites: none for Associate; 70% on specialist exams for Practitioner

Data Quality is one of CDMP's seven specialist exams; CDMP is the credential governance postings name most.

Nice to havein postings: sometimes
Exam feenot published
TrainingInformatica University
Renewalnot published for Professional level
Typical totalpricing on request

Time: 4-8 weeks
Prerequisites: none stated

Informatica Data Quality is explicitly required in several DQ analyst postings reviewed.

Nice to havein postings: rarely
Exam feenot published
TrainingCollibra University free courses
Renewalnot published
Typical totalpricing on request

Time: a few weeks
Prerequisites: customers, partners and employees

Relevant where Collibra Data Quality & Observability is the monitoring tool.

Training & learning

Sources & notes

No cert is 'often' required: the Droisys DQ posting lists none. IQCP's own eLearningCurve page was not available, so the CIMP Data Quality track (same provider, published prices) is listed instead. Informatica and Collibra exam fees are not published. Salary sources diverge widely ($56k Payscale vs $84k Salary.com vs $106k BLS analyst proxy).

Figures are US, from the sources listed, and change often; verify before deciding.

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