skills.index_title

skills.page_title

skills.page_sub

skills.all_skills →
331 skills.open_roles · 0.2% skills.of_panel · Median $150,000/yr as of 2026-10-18

skills.quotable_label

skills.quote_paid

n=331, skills.as_of_short 2026-10-18 · skills.geo_answer_method

331
skills.stat_open_roles
0.2%
skills.stat_share
skills.of_panel
157
skills.stat_rated_ranges
$150,000
skills.stat_median
P25 $89,000 · P75 $212,500

skills.by_family_title

skills.by_family_caption

Other29.6% (98)Data & ML27.5% (91)Operations13.3% (44)Consulting8.8% (29)Product8.2% (27)Engineering3.0% (10)Sales3.0% (10)Legal2.4% (8)

skills.by_family_table

skills.job_family skills.open_roles_col skills.share_of_skill
Other 98 29.6%
Data & ML 91 27.5%
Operations 44 13.3%
Consulting 29 8.8%
Product 27 8.2%
Engineering 10 3.0%
Sales 10 3.0%
Legal 8 2.4%
Finance 6 1.8%
People & HR 5 1.5%
Marketing 1 0.3%
Skilled Trades 1 0.3%
Support 1 0.3%

skills.by_country_table

skills.country skills.open_roles_col skills.share_of_skill
United States 164 49.5%
United Kingdom 26 7.9%
Germany 11 3.3%
Spain 11 3.3%
Poland 10 3.0%
Romania 8 2.4%
RS 8 2.4%
Canada 7 2.1%
India 7 2.1%
China 6 1.8%
Croatia 6 1.8%
Denmark 5 1.5%
Bulgaria 4 1.2%
Switzerland 4 1.2%
Czechia 4 1.2%
Hungary 4 1.2%
Netherlands 4 1.2%
Portugal 4 1.2%
Australia 3 0.9%
France 2 0.6%
South Korea 2 0.6%
NG 2 0.6%
Belgium 1 0.3%
Brazil 1 0.3%
EG 1 0.3%
Greece 1 0.3%
Italy 1 0.3%
Japan 1 0.3%
MY 1 0.3%
Sweden 1 0.3%
Slovenia 1 0.3%
Slovakia 1 0.3%
UA 1 0.3%

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 →