skills.index_title

skills.page_title

skills.page_sub

skills.all_skills →
445 skills.open_roles · 0.3% skills.of_panel · Median $152,000/yr as of 2026-10-18

skills.quotable_label

skills.quote_paid

n=445, skills.as_of_short 2026-10-18 · skills.geo_answer_method

445
skills.stat_open_roles
0.3%
skills.stat_share
skills.of_panel
204
skills.stat_rated_ranges
$152,000
skills.stat_median
P25 $105,000 · P75 $187,573

skills.by_family_title

skills.by_family_caption

Finance75.1% (334)Consulting7.2% (32)Sales6.5% (29)Engineering3.4% (15)Other3.1% (14)Operations1.8% (8)Product1.1% (5)Data & ML0.9% (4)

skills.by_family_table

skills.job_family skills.open_roles_col skills.share_of_skill
Finance 334 75.1%
Consulting 32 7.2%
Sales 29 6.5%
Engineering 15 3.4%
Other 14 3.1%
Operations 8 1.8%
Product 5 1.1%
Data & ML 4 0.9%
People & HR 2 0.4%
Marketing 1 0.2%
Support 1 0.2%

skills.by_country_table

skills.country skills.open_roles_col skills.share_of_skill
United States 264 59.3%
United Kingdom 25 5.6%
Canada 18 4.0%
India 18 4.0%
Germany 16 3.6%
PH 8 1.8%
Poland 8 1.8%
France 6 1.3%
Ireland 5 1.1%
Luxembourg 5 1.1%
Brazil 4 0.9%
Mexico 4 0.9%
Belgium 3 0.7%
Bulgaria 3 0.7%
Netherlands 3 0.7%
Singapore 3 0.7%
AR 2 0.4%
China 2 0.4%
Spain 2 0.4%
Hungary 2 0.4%
Italy 2 0.4%
MY 2 0.4%
Romania 2 0.4%
United Arab Emirates 1 0.2%
Austria 1 0.2%
Australia 1 0.2%
Switzerland 1 0.2%
CO 1 0.2%
Czechia 1 0.2%
Greece 1 0.2%
NG 1 0.2%
Portugal 1 0.2%
Sweden 1 0.2%
Slovakia 1 0.2%
TR 1 0.2%
ZA 1 0.2%

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 →