Why ATS Matters for Data Analyst Resumes
Data analyst ATS scans look for exact tool names, SQL-specific vocabulary, statistical method names, and business domain terms. 'Analyzed data to support business decisions' contains zero ATS keywords. 'Developed SQL queries and Tableau dashboards to analyze $4M in monthly revenue trends, identifying 3 cost-reduction opportunities worth $340K annually' hits SQL, Tableau, revenue, and business impact filters.
Top ATS Keywords for Data Analyst Resumes
These are the keyword categories ATS systems scan most heavily for data analyst roles. Include relevant terms from each category in your resume, using exact strings where possible.
Hard Skills & Competencies
Soft Skills
Certifications
Tools & Software
* Always prioritise keywords that appear in the specific job description you are targeting. Use the exact strings — ATS systems match on precise phrases.
Common ATS Mistakes Data Analyst Candidates Make
These are the issues that most commonly drop data analyst resumes below the ATS threshold — and why fixing them changes your results.
Tool categories instead of tool names
'Visualization tools' scores zero. 'Tableau Desktop, Power BI, and Looker' scores on three distinct ATS keyword targets.
No SQL specificity
ATS for analyst roles filters on SQL depth: 'complex joins,' 'window functions,' 'stored procedures,' 'query optimization.' Generic 'SQL experience' misses all of these.
Impact buried or absent
'Created reports' has no ATS weight. 'Built automated weekly revenue dashboard in Tableau, reducing reporting time from 8 hours to 20 minutes for a 12-person leadership team' does.
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