Data Analyst skills for your resume
Explosive demand as Saudi organizations pursue data-driven Vision 2030 transformation. Typical range: $65,000–$110,000 (SAR 140k–320k in KSA). Below: the exact terms applicant tracking software scans for in Data Analyst resumes, and the skills recruiters actually shortlist on.
ATS keywords (12)
These are the terms hiring systems match against Data Analyst postings. Include the ones that are genuinely true of you — in your skills section AND woven into experience bullets.
Core skills recruiters look for
- ✓ SQL querying
- ✓ Data visualization (Power BI/Tableau)
- ✓ Python/pandas
- ✓ Statistical analysis
- ✓ Dashboard design
- ✓ Business acumen
- ✓ Storytelling with data
How to present them (example)
A grouped skills section parses cleanly in ATS software. Then prove your top skills inside experience bullets — like this example of the level to aim for:
Illustrative example — your bullets must use your own real numbers. Where you don't have one, our tool writes [add your real number] instead of inventing it.
Certifications worth listing
⚠ Common Data Analyst mistake
Listing tools without impact — pair each tool ('SQL', 'Power BI') with a business result it produced.
Which of these is YOUR resume missing?
Paste your resume + a real posting — see your match score and the exact missing keywords, free, in ~10 seconds.
Check my skills gap free →Frequently asked questions
How many skills should a Data Analyst resume list?
8–14, grouped by category, front-loading what the specific posting asks for. A wall of 30 skills dilutes the signal — ATS ranking favors focused matches.
Should I list skills I'm still learning?
Not in the skills section. If a posting requires something you're learning, mention it honestly in context ("currently completing X certification") — never present it as a working skill.
Do soft skills belong on a Data Analyst resume?
Show them through achievements instead of listing them. "Coordinated a 4-person team to deliver X" proves teamwork better than the word "teamwork" ever will.
How do I know which of these keywords a specific job wants?
Paste the posting into our free scanner — it extracts the exact terms that employer's system looks for and shows which ones your resume is missing.