Data Analyst
Data analyst ATS keywords that prove you own dashboards and metric truth
Hiring teams screening Data Analyst resumes look for BI operations proof: Looker or Tableau dashboard ownership, SQL that survives a finance close, documented metric dictionaries, and ticket-to-report triage — not ML notebooks. Mirror the posting's warehouse and BI stack only where you ran it. Clusters below are illustrative.
Example output
Illustrative examples only — not real candidate achievements or testimonials.
BI screeners: Looker explores · governed looks · freshness SLA · row-level access.
Looker · dashboard ops
Reporting screeners: Tableau extracts · scheduled refresh · executive pack · annotated variance.
Tableau · exec reporting
Warehouse screeners: Snowflake marts · certified views · dbt tests · finance close join keys.
Snowflake · metric truth
Request triage screeners: Mode reports · saved SQL templates · Slack intake · repeat-ask reduction.
Mode · ticket triage
Spreadsheet screeners: Excel reconciliation · pivot controls · close checklist · source-of-truth notes.
Excel · close support
Governance screeners: metric dictionary · owner field · deprecated alias · change log.
dbt · definitions
Access screeners: Google Sheets controlled share · audit trail · named ranges for GTM inputs.
Google Sheets · controlled inputs
Dashboard ownership and freshness SLAs
Parsers and sourcers reward language about who keeps Looker, Tableau, or Mode boards trustworthy. Name refresh cadence, row-level access, and the stakeholders who depend on the board each Monday.
Skip vague "built dashboards." Prefer "owned the weekly ops Looker suite with a documented freshness SLA and self-serve filters for GTM." Hiring managers also scan for downtime communication — who got paged when an extract failed, and how fast the board recovered.
If you inherited a messy folder of unowned workbooks, say that you retired duplicates and named an owner field. That operational story is more credible than listing every chart type you can draw.
Metric dictionaries and finance-close support
Data Analyst postings often screen for metric governance: definitions agreed with finance, dbt-tested marts, and close calendars. Keywords that help when true include metric dictionary, variance recon, close checklist, and certified dataset.
If you only queried ad hoc, do not claim dictionary ownership. HireConcierge will align phrasing to a posting from experience you provide — it will not invent a certified mart you never maintained.
Close support language should name the cadence (weekly flash, monthly close) and the join keys finance trusts. "Helped finance" without a deliverable reads as filler on analyst screens.
Stakeholder ticket triage into reusable SQL
BI teams live in Slack and Jira. Verbs that belong here: triage, templatize, publish self-serve SQL, retire duplicate extracts, and cut repeat asks.
Place those terms inside bullets with a count of tickets or hours saved, and keep a short Skills line for Looker, Tableau, Excel, SQL, Snowflake or BigQuery.
Strong analyst resumes also show intake rules — which requests become a one-off, which become a governed explore, and which get declined because the metric is undefined. That triage judgment is what separates a report factory from a BI partner.
Frequently asked questions
Should a Data Analyst list every visualization library?
List the BI tools you operated in production — Looker, Tableau, Mode, Power BI — not every charting package from a course. Interviewers will ask how you kept a board trustworthy.
Where do metric dictionary keywords go?
In impact bullets that name the dictionary or certified dataset, plus a short Skills line. A keyword dump at the bottom rarely helps humans.
Do I need machine learning keywords for analyst roles?
Only if the posting is hybrid and you truly did that work. Pure BI analyst screens usually prefer SQL, dashboards, and stakeholder delivery over model training language.
How does HireConcierge use these keywords?
Aria reads the posting and aligns your phrasing to the employer's language using experience you provided. You approve what is submitted unless you enable automatic apply.
Canonical page · Updated September 9, 2026