Data analyst requirements, with the quote you would need

Data analyst postings mix a tool list with a business task: pull a number, explain it, and say what changed. The tool alone is a weak quote. “Used SQL” does not show that you changed a decision.

Examples on this page are fictional composites, not customers and not testimonials.

Often required

SQL against real tables
Name the kind of question, not only the product. Joins, a warehouse, or a recurring report are the usual proof.
Spreadsheets
Excel or Google Sheets still appears beside SQL. A quote should say what the sheet did, such as a close, a forecast, or a reconciliation.
A metric you moved or explained
Postings ask for impact. If the resume has no number, do not invent one. Describe the decision the report supported.
A stakeholder who used the work
Finance, support, or operations is more specific than “cross-functional.” Quote the audience that was actually named.
Cleaning or defining a metric
Many roles want someone who noticed a broken definition. That is different from building a chart.

Often preferred, and easy to fake

A dashboard tool you have actually shipped
Python or R for a repeated analysis
An experiment or A/B readout

What a citation looks like

SQL reporting

“Built a weekly SQL extract of refund reasons for the billing team.”

The sentence names SQL, the cadence, and the user. That is enough to cite. It does not prove Tableau.

Python

“No sentence.”

If Python is absent, the row stays unsupported. Taking a course without a work bullet is still a gap until you write the work you did.

The gap people paper over

The usual invented line is a dashboard tool or a percentage lift. If the resume says you exported a CSV, do not upgrade that to a warehouse migration.

Questions

Does “proficient in SQL” on a skills line count?

It can be cited, and it is weaker than a bullet that shows a question you answered. ApplyHonest will not turn the skills line into a story.

Should I list every library?

List libraries you used on a task you can describe. A keyword block that copies the posting is how unsupported tools sneak in.

Check your resume against a real posting