Data Analyst jobs in 2026 — required skills, demand trends, and top hiring cities

As of 2026-10-18, Skillenai has indexed 3,845 job postings with the title “Data Analyst” over the past 90 days. The skill mentioned most often is SQL, with demand share up 0.8% vs the prior 4 weeks.

Last updated · 90d ending 2026-10-18

Postings · last 90 days
3,845
Demand vs prior month
up 0.8% vs the prior 4 weeks
Most-required skill
Top hiring metro
New York City

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Frequently asked questions about Data Analyst jobs

+How many Data Analyst jobs are being posted in 2026?

Skillenai has indexed 3,845 job postings with the title “Data Analyst” over the 90 days ending 2026-10-18.

+What skills do Data Analyst jobs require?

Across Data Analyst postings indexed by Skillenai over the 90 days ending 2026-10-18, the skills mentioned most often are SQL, Python, Tableau, Power BI, data visualization.

+Which cities are hiring the most Data Analyst?

As of 2026-10-18, Data Analyst postings indexed by Skillenai are concentrated in New York City, London, Washington, Toronto, Madrid.

+Is Data Analyst a good career path right now?

Skillenai indexes 3,845 Data Analyst postings over the 90 days ending 2026-10-18. The skill mentioned most often in Data Analyst postings is SQL, so building it gives the strongest signal that an applicant matches the role.

+How can I track new Data Analyst job postings as they’re indexed?

Skillenai sends a daily email digest of new Data Analyst postings indexed across the open web. Subscribe from your account dashboard after creating a free Skillenai account.

+What roles do people move into and out of Data Analyst?

The career-flow chart shows roles before and after observed employer changes across all locations. Counts are moves, not distinct people or promotion probabilities. Same-role moves to another employer are included. The incoming and outgoing sides are separate groups of observations, not a matched three-stage journey.

Weekly indexed Data Analyst postings — last 90 days

Salary distribution

Box = 25th–75th percentile · tick = median · whisker = 10th–90th · USD, annualized

Career paths through Data Analyst

Different-role employer moves. Each side is scaled independently.

Historical career profiles · all locations

10,690 employer moves kept the same role.

Roles before Data Analyst

Before Data AnalystSoftware Engineer → Data Analyst: 1,569 observed employer movesData Scientist → Data Analyst: 1,421 observed employer movesBusiness Analyst → Data Analyst: 1,207 observed employer movesResearch Assistant → Data Analyst: 851 observed employer movesData Engineer → Data Analyst: 473 observed employer movesTeaching Assistant → Data Analyst: 429 observed employer movesProject Manager → Data Analyst: 319 observed employer movesData AnalystSoftware Engineer: 1,569 movesSoftware Engineer1,569 movesData Scientist: 1,421 movesData Scientist1,421 movesBusiness Analyst: 1,207 movesBusiness Analyst1,207 movesResearch Assistant: 851 movesResearch Assistant851 movesData Engineer: 473 movesData Engineer473 movesTeaching Assistant: 429 movesTeaching Assistant429 movesProject Manager: 319 movesProject Manager319 moves

Roles after Data Analyst

After Data AnalystData Analyst → Data Scientist: 2,222 observed employer movesData Analyst → Software Engineer: 1,703 observed employer movesData Analyst → Data Engineer: 1,257 observed employer movesData Analyst → Business Analyst: 1,145 observed employer movesData Analyst → Research Assistant: 458 observed employer movesData Analyst → Business Intelligence Analyst: 396 observed employer movesData Analyst → Teaching Assistant: 310 observed employer movesData AnalystData Scientist: 2,222 movesData Scientist2,222 movesSoftware Engineer: 1,703 movesSoftware Engineer1,703 movesData Engineer: 1,257 movesData Engineer1,257 movesBusiness Analyst: 1,145 movesBusiness Analyst1,145 movesResearch Assistant: 458 movesResearch Assistant458 movesBusiness Intelligence Analyst: 396 movesBusinessIntelligenceAnalyst396 movesTeaching Assistant: 310 movesTeaching Assistant310 moves
How to read this chart · view counts

Each side is an independent set of observed employer moves, not the same people followed through three stages. Ribbon widths compare move counts within that side. Internal moves are not included.

Same role means a change of employer while keeping the same role. Counts are moves, not distinct people, promotions, or your chances of making a particular move.

Source: Skillenai talent graph, historical career profiles. Historical descriptions and coverage can change. Only the leading published connections are shown.

Observed connections and move counts
ConnectionMoves
Before: Data Analyst (different employer)10,690
Before: Software Engineer1,569
Before: Data Scientist1,421
Before: Business Analyst1,207
Before: Research Assistant851
Before: Data Engineer473
Before: Teaching Assistant429
Before: Project Manager319
After: Data Analyst (different employer)10,690
After: Data Scientist2,222
After: Software Engineer1,703
After: Data Engineer1,257
After: Business Analyst1,145
After: Research Assistant458
After: Business Intelligence Analyst396
After: Teaching Assistant310

Skills most often required for Data Analyst

NamePostingsShare
SQL2,29959.8%
Python1,68243.7%
Tableau1,06127.6%
Power BI1,05927.5%
data visualization98425.6%
data modeling66617.3%
R62616.3%
Data analysis59615.5%
Excel55014.3%
dashboards51713.4%
Looker42010.9%
data validation40210.5%
data governance40110.4%
DBT39610.3%
Snowflake3739.7%

Top companies posting Data Analyst jobs

Employers ranked by indexed job postings in the last 90 days.

Top companies posting Data Analyst jobs
CompanyPostings · 90 days
Wise46
Haystack38
Guidehouse35
Delivery Hero35
Capital One34
Barclays34
Stripe34
Evaratech31
ING31
Ebury30

Job postings indexed over the past 90 days, grouped by resolved employer. Counts are postings, not hires. Companies without a published page appear without a link.

Top metros hiring Data Analyst

NamePostingsShare
New York City1072.8%
London711.8%
Washington691.8%
Toronto591.5%
Madrid451.2%
Chicago431.1%
Singapore431.1%
Atlanta391.0%
Paris381.0%

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How this was computed

Counts derive from the Skillenai jobs index over the 90 days ending 2026-10-18, matching postings whose canonical role is “Data Analyst”. Pages refresh weekly (or daily for the top-50 most-posted roles). Adjusted posting share: 1.4% to 1.4%. Demand share change is the relative percentage change between these adjusted shares. Each employer-and-ATS group has at least 10 postings in each 90-day window; its earlier posting count supplies the same weight in both windows. The panel includes 2,613 identified employers and covers 71% of earlier and 72% of latest indexed postings. Windows: 2026-06-16 to 2026-09-14 and 2026-07-14 to 2026-10-12 (UTC; end dates excluded). The windows overlap by 62 days. Dates reflect indexing, not the employer’s posting date. This measures posting mix, not total hiring or market-wide demand. Matching excludes entrants and exits; changes in crawl completeness within an employer or ATS can still affect the result.

role
Data Analyst
source
Skillenai jobs index, deduplicated daily
data_as_of
2026-10-18
window_days
90
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The demand, skills, and geo numbers on this page come from the same Skillenai labor market index that powers our API. Use it for compensation benchmarking, hiring-competition analysis, and skill-adoption tracking.

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Compiled by Jared Rand · Data sourced from the Skillenai labor market index