ATS CV guide for data analysts in India — 2026
Pass ATS screening for data analyst roles in India. Role-specific ATS keywords, must-have CV sections, critical formatting rules, and common ATS failures to avoid.
ATS keywords for data analyst CVs
These are the most frequently screened keywords in data analyst job descriptions in India. Your CV should include the keywords that match your experience.
Keyword matching tip: Mirror the exact phrasing from the job description — capitalisation and spacing matter. If the JD says "ReactJS", use "ReactJS", not "React.js".
Must-have CV sections for data analyst roles
ATS systems look for these section labels. Missing sections reduce your parse score.
Skills (Technical)
Section 1 of 4
Work Experience
Section 2 of 4
Projects
Section 3 of 4
Education
Section 4 of 4
CV formatting rules to pass ATS for data analyst roles
Use single-column format — common with analyst CVs, but dual-column breaks ATS
Include a dedicated Technical Skills section listing all tools
Section headings should be unambiguous: "Work Experience", "Education", "Projects"
Avoid using tables for skills — use comma-separated lists or simple bullet points
Spell out abbreviations at least once: "Power BI (Microsoft)", "Tableau"
PDF or DOCX — check JD; Naukri typically handles DOCX better
Most common ATS failures for data analyst CVs
These mistakes cause data analyst CVs to be filtered out before a human sees them.
Burying SQL deep in a paragraph — it must appear in a searchable Skills section
Writing "Excel (Pivot Tables, VLOOKUP)" as one skill — ATS may not parse as Excel
Using a chart or pie chart to show skill proficiency — ATS cannot read images
Omitting the word "analyst" from your current job title — ATS searches for exact titles
Not including the domain (BFSI, e-commerce) — some JDs filter by domain experience
Advanced ATS keyword tips for data analysts
Tip 1
Include "SQL" explicitly — it is the most screened keyword for analyst roles
Tip 2
List specific BI tools: "Power BI", "Tableau", "Looker", "Google Data Studio"
Tip 3
Add "A/B testing" if your work involved experimentation — high-value keyword
Tip 4
Include "Python (pandas, NumPy)" not just "Python" — shows depth
Tip 5
Mention the database types: "MySQL", "PostgreSQL", "BigQuery", "Redshift"
ATS for data analyst roles — frequently asked questions
What keywords should a data analyst put on their CV to pass ATS?
The non-negotiable keywords are: SQL, Python or R, Excel, and at least one BI tool (Power BI or Tableau). Additional high-value keywords include: data visualisation, ETL, dashboard, reporting, A/B testing, statistical analysis, and KPI. Match these exactly to the job description — capitalisation and spacing matter.
Should I list each SQL query type I know on my data analyst CV?
No. List "SQL" prominently in your Skills section and use bullets that show SQL in context: "Wrote complex SQL queries joining 5+ tables to generate weekly revenue reports." Listing "JOINs, CTEs, Window Functions" as a sub-list is also acceptable. Do not list every clause — it reads as filler.
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