skills.index_title

skills.page_title

skills.page_sub

skills.all_skills →
327 skills.open_roles · 0.2% skills.of_panel · Median $100,000/yr as of 2026-10-18

skills.quotable_label

skills.quote_paid

n=327, skills.as_of_short 2026-10-18 · skills.geo_answer_method

327
skills.stat_open_roles
0.2%
skills.stat_share
skills.of_panel
62
skills.stat_rated_ranges
$100,000
skills.stat_median
P25 $60,025 · P75 $162,500

skills.by_family_title

skills.by_family_caption

Finance62.1% (203)Consulting15.6% (51)Other6.1% (20)Sales4.3% (14)Engineering4.0% (13)Operations2.4% (8)Product1.8% (6)Data & ML1.5% (5)

skills.by_family_table

skills.job_family skills.open_roles_col skills.share_of_skill
Finance 203 62.1%
Consulting 51 15.6%
Other 20 6.1%
Sales 14 4.3%
Engineering 13 4.0%
Operations 8 2.4%
Product 6 1.8%
Data & ML 5 1.5%
Support 3 0.9%
Legal 2 0.6%
People & HR 2 0.6%

skills.by_country_table

skills.country skills.open_roles_col skills.share_of_skill
United Kingdom 41 12.5%
United States 41 12.5%
Germany 25 7.6%
France 23 7.0%
India 21 6.4%
Canada 19 5.8%
New Zealand 14 4.3%
Austria 13 4.0%
Poland 7 2.1%
Netherlands 6 1.8%
Bulgaria 5 1.5%
Ireland 5 1.5%
Mexico 5 1.5%
Portugal 5 1.5%
SA 5 1.5%
EG 4 1.2%
Luxembourg 4 1.2%
MY 4 1.2%
United Arab Emirates 3 0.9%
Belgium 3 0.9%
Brazil 3 0.9%
Spain 3 0.9%
Greece 3 0.9%
ID 3 0.9%
Italy 3 0.9%
PH 3 0.9%
Romania 3 0.9%
TR 3 0.9%
Australia 2 0.6%
China 2 0.6%
NG 2 0.6%
Singapore 2 0.6%
ZA 2 0.6%
Switzerland 1 0.3%
CO 1 0.3%
CY 1 0.3%
Czechia 1 0.3%
Hungary 1 0.3%
Japan 1 0.3%
KE 1 0.3%
MT 1 0.3%
Slovakia 1 0.3%
TH 1 0.3%
UA 1 0.3%

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 →