skills.index_title

skills.page_title

skills.page_sub

skills.all_skills →
545 skills.open_roles · 0.4% skills.of_panel · Median $180,000/yr as of 2026-10-18

skills.quotable_label

skills.quote_paid

n=545, skills.as_of_short 2026-10-18 · skills.geo_answer_method

545
skills.stat_open_roles
0.4%
skills.stat_share
skills.of_panel
261
skills.stat_rated_ranges
$180,000
skills.stat_median
P25 $120,000 · P75 $228,950

skills.by_family_title

skills.by_family_caption

Engineering83.3% (454)Data & ML11.9% (65)Other1.8% (10)People & HR0.9% (5)Consulting0.7% (4)Product0.7% (4)Operations0.4% (2)Finance0.2% (1)

skills.by_family_table

skills.job_family skills.open_roles_col skills.share_of_skill
Engineering 454 83.3%
Data & ML 65 11.9%
Other 10 1.8%
People & HR 5 0.9%
Consulting 4 0.7%
Product 4 0.7%
Operations 2 0.4%
Finance 1 0.2%

skills.by_country_table

skills.country skills.open_roles_col skills.share_of_skill
United States 191 35.0%
India 43 7.9%
Japan 33 6.1%
Germany 30 5.5%
Canada 29 5.3%
United Kingdom 25 4.6%
Poland 15 2.8%
Spain 9 1.7%
Portugal 9 1.7%
VN 8 1.5%
Singapore 7 1.3%
Brazil 6 1.1%
Finland 5 0.9%
France 5 0.9%
Italy 5 0.9%
Mexico 5 0.9%
EG 4 0.7%
South Korea 4 0.7%
Netherlands 4 0.7%
Australia 3 0.6%
Ireland 3 0.6%
Romania 3 0.6%
AR 2 0.4%
Switzerland 2 0.4%
China 2 0.4%
Greece 2 0.4%
ID 2 0.4%
Lithuania 2 0.4%
Luxembourg 2 0.4%
Sweden 2 0.4%
Taiwan 2 0.4%
Austria 1 0.2%
Belgium 1 0.2%
Bulgaria 1 0.2%
CL 1 0.2%
CO 1 0.2%
CR 1 0.2%
Denmark 1 0.2%
Latvia 1 0.2%
PH 1 0.2%
RS 1 0.2%
TH 1 0.2%
UA 1 0.2%

skills.cooccur_title

skills.cooccur_caption

Python n=9,587 Excel n=9,003 SQL n=7,324 Roadmapping n=7,151 AWS n=6,210 LLM n=5,045 Agile n=4,513 CI/CD n=4,455 iOS n=4,411 Salesforce n=4,044 CRM n=3,905 Azure n=3,894

skills.related_title

Procurement n=3,893 Supply Chain n=3,812 GCP n=3,515 Kubernetes n=3,343 Negotiation n=3,223 React n=3,097 Java n=3,014 Git n=2,902 Account Management n=2,710 A/B Testing n=2,658 TypeScript n=2,591 Payroll n=2,517

skills.method_note salaries.geo_answer_method →