What do the skill rankings on Datamata Trends mean?

The demand percentage shows how often a skill appears across active job listings in each category. Rankings and 7-day movers reflect real shifts in what employers are hiring for right now.

How often is Skill Trends updated?

Rankings update every few days as new market data comes in. The page always shows the date of the most recent refresh.

Where can I read deep dives on individual skills?

Skill Spotlights are long-form guides that connect market demand to career context. Browse them at datamatastudios.com/skill-spotlights and pair with live rankings to see which skills are moving.

Popular destinations

Skill trends, comparisons, salary context, resume help and long-form guides — jump straight to what brings people back.

Live RankingsFree

Tech Skills Trends & Rankings

Know exactly which skills are rising and which are fading — before you decide what to learn or how to position your resume. Drawn from 29,297 live roles across 100+ companies. Want the full story behind a skill? Read a Skill Spotlight.

Updated regularly

How this data works Download the dataset

At a glance

Rankings reflect how often a skill appears in active listings across six categories — updated regularly.
Seven-day movers compare the latest snapshot to the nearest prior window; they are directional, not forecasts.
Pair rankings with Skill Comparisons, Spotlights or the salary hub when you need context beyond demand share.

Indexed listings

29,297

Companies tracked

—

Fastest Rising

7-day change / move

Databricks article

6.1% of listings

+0.3 pts2

Snowflake article

5.3% of listings

+0.3 pts2

Data Visualization

1.7% of listings

+0.2 pts1

Agile / Scrum

2.9% of listings

+0.1 pts2

Excel article

2.3% of listings

+0.1 pts—

Cooling Off

7-day change / move

SQL article

18.4% of listings

-1.2 pts—

Python article

15.3% of listings

-0.8 pts—

Stakeholder Mgmt article

7.7% of listings

-0.8 pts—

Statistical Analysis

4.7% of listings

-0.6 pts2

Machine Learning article

8.5% of listings

-0.4 pts—

Skills Power Rankings — DataFree

RankSkillDemand share7d ΔMove

SQL article

18.4% · ~1254 listings

18.4%

-1.2 pts

—

Python article

15.3% · ~1043 listings

15.3%

-0.8 pts

—

Machine Learning article

8.5% · ~579 listings

8.5%

-0.4 pts

—

Stakeholder Mgmt article

7.7% · ~525 listings

7.7%

-0.8 pts

—

AWS article

6.6% · ~450 listings

6.6%

0.0 pts

—

Databricks article

6.1% · ~416 listings

6.1%

+0.3 pts

Azure article

5.9% · ~402 listings

5.9%

-0.1 pts

ETL article

5.8% · ~395 listings

5.8%

-0.1 pts

Data Modeling article

5.4% · ~368 listings

5.4%

-0.3 pts

—

Snowflake article

5.3% · ~361 listings

5.3%

+0.3 pts

Spark article

4.8% · ~327 listings

4.8%

-0.4 pts

—

Statistical Analysis

4.7% · ~320 listings

4.7%

-0.6 pts

Llms / Genai

4.7% · ~320 listings

4.7%

0.0 pts

Dbt article

4.6% · ~313 listings

4.6%

-0.3 pts

Power BI article

4.3% · ~293 listings

4.3%

-0.2 pts

—

Showing 15 of 30 skills

Top Roles — DataFree

Data Engineer

2,405 listings35.3%

Data Analyst

2,088 listings30.6%

Data Scientist

1,478 listings21.7%

Analytics Engineer

273 listings4.0%

Data Architect

272 listings4.0%

Data Governance

167 listings2.5%

BI Engineer

70 listings1.0%

BI Developer

61 listings0.9%

Market Composition — DataFree

Work Arrangement

Remote42.2% · 961

Hybrid43.8% · 997

On-site14.0% · 318

Seniority Mix

Entry level3.0% · 217

Mid level58.7% · 4,195

Senior38.3% · 2,734

Share among Data listings that disclose each attribute, from the latest market snapshot.

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How We Calculate Rankings

Skill rankings are computed from active job listings across multiple applicant tracking systems. Demand percentage represents the share of active listings in each category that mention a given skill. The 7-day change shows the shift in points compared to the most recent prior snapshot. Rankings update whenever new scrape data is available — typically every few days. Read our full methodology or browse Skill Spotlights for deep dives on individual technologies.

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Go deeper

Methodology and long-form skill guides complement the live rankings above.

Skill trends Salary intelligence Career guides Market statistics Skill spotlights Skill comparisons Methodology