ATS Keywords
Data Analyst ATS Keywords: What Gets Your CV Past the Filter
Applicant tracking systems scan data analyst CVs for a specific mix of tools, techniques, and outcome language before a human ever opens the file. Miss the right combination of SQL, BI platform, and statistical terms, and a genuinely qualified candidate can be auto-rejected. This guide lists the exact terms and phrasing that consistently score well for this role.
Optimize Your CVATS Optimisation
Must-Have Keywords
Include these keywords in your CV to improve your ATS score.
Strengthen Your CV
Power Phrases
Use these multi-word phrases to strengthen your CV.
Avoid These
Words to Avoid
Remove these overused or weak words from your CV.
ATS Score
Before & After ATS Optimization
Before
Missing Keywords
After
Added Keywords
Formatting
ATS-Friendly Format Tips
List tools such as SQL, Power BI, Tableau, Excel, and Python in a dedicated skills section near the top, not buried only in job descriptions, so ATS parsers register them as standalone keywords.
Use standard section headers such as Experience, Skills, and Education instead of creative labels like 'My Toolkit', since many ATS parsers fail to categorize content under nonstandard headers.
Avoid tables, text boxes, and multi-column layouts for your experience section, since several ATS parsers scramble or drop content placed inside them.
Spell out both the acronym and full term at least once, such as 'Business Intelligence (BI)', so the CV matches regardless of which form the job posting used.
Save and submit as a .docx file or a text-selectable PDF, never an image-based or scanned PDF, or the ATS will parse zero text from the file.
Mirror the exact tool names and version-level detail from the job posting, such as 'Power BI' not 'BI software' and 'PostgreSQL' not just 'databases', since many ATS matches are literal string matches.
FAQ
Frequently Asked Questions
No. List the tools you can genuinely discuss in an interview, but make sure the ones named in the specific job posting appear in your CV if you have real experience with them, since that is what the ATS is matching against.
It can raise an automated score temporarily, but recruiters and hiring managers read the CVs that pass, and unnatural keyword lists get flagged and rejected manually, so keep keywords embedded in real accomplishment statements.
Yes. Swap in the specific tools and terms from each posting, such as Power BI versus Tableau or SQL Server versus PostgreSQL, since ATS keyword matching is largely literal and generic CVs score lower against specific postings.
Yes, certification names such as 'Google Data Analytics Certificate' or 'Microsoft PL-300' are commonly scanned for and can offset limited work experience on a junior CV.
Two to four natural mentions across your skills section and at least one accomplishment bullet is enough; beyond that you are padding rather than adding signal.
A text-based, non-scanned PDF is parsed correctly by nearly all modern ATS platforms, so the format matters less than making sure it is not an image or a heavily designed template with columns and graphics.
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