skills.index_title

skills.page_title

skills.page_sub

skills.all_skills →
266 skills.open_roles · 0.2% skills.of_panel · Median $171,000/yr as of 2026-10-18

skills.quotable_label

skills.quote_paid

n=266, skills.as_of_short 2026-10-18 · skills.geo_answer_method

266
skills.stat_open_roles
0.2%
skills.stat_share
skills.of_panel
155
skills.stat_rated_ranges
$171,000
skills.stat_median
P25 $135,500 · P75 $237,000

skills.by_family_title

skills.by_family_caption

Data & ML51.1% (136)Engineering24.1% (64)Sales11.3% (30)Consulting4.1% (11)Product4.1% (11)Finance1.1% (3)Marketing1.1% (3)Other1.1% (3)

skills.by_family_table

skills.job_family skills.open_roles_col skills.share_of_skill
Data & ML 136 51.1%
Engineering 64 24.1%
Sales 30 11.3%
Consulting 11 4.1%
Product 11 4.1%
Finance 3 1.1%
Marketing 3 1.1%
Other 3 1.1%
Support 3 1.1%
Design 1 0.4%
Legal 1 0.4%

skills.by_country_table

skills.country skills.open_roles_col skills.share_of_skill
United States 106 39.8%
Canada 56 21.1%
India 22 8.3%
United Kingdom 21 7.9%
Poland 8 3.0%
Germany 5 1.9%
Israel 3 1.1%
United Arab Emirates 2 0.8%
Australia 2 0.8%
Switzerland 2 0.8%
CR 2 0.8%
Czechia 2 0.8%
Denmark 2 0.8%
Spain 2 0.8%
Greece 2 0.8%
Italy 2 0.8%
South Korea 2 0.8%
AR 1 0.4%
Brazil 1 0.4%
EG 1 0.4%
Finland 1 0.4%
France 1 0.4%
Hungary 1 0.4%
Ireland 1 0.4%
Japan 1 0.4%
Luxembourg 1 0.4%
Mexico 1 0.4%
Portugal 1 0.4%
SA 1 0.4%
Sweden 1 0.4%
Singapore 1 0.4%

skills.cooccur_title

skills.cooccur_caption

Python n=9,603 Excel n=9,063 SQL n=7,353 Roadmapping n=7,188 AWS n=6,225 LLM n=5,073 Agile n=4,532 CI/CD n=4,484 iOS n=4,430 Salesforce n=4,049 Azure n=3,914 Procurement n=3,909

skills.related_title

CRM n=3,908 Supply Chain n=3,883 GCP n=3,535 Kubernetes n=3,368 Negotiation n=3,231 React n=3,116 Java n=3,040 Git n=2,908 Account Management n=2,711 A/B Testing n=2,662 TypeScript n=2,597 Payroll n=2,517

skills.method_note salaries.geo_answer_method →