skills.index_title

skills.page_title

skills.page_sub

skills.all_skills →
773 skills.open_roles · 0.6% skills.of_panel · Median $157,500/yr as of 2026-10-18

skills.quotable_label

skills.quote_paid

n=773, skills.as_of_short 2026-10-18 · skills.geo_answer_method

773
skills.stat_open_roles
0.6%
skills.stat_share
skills.of_panel
377
skills.stat_rated_ranges
$157,500
skills.stat_median
P25 $115,500 · P75 $200,000

skills.by_family_title

skills.by_family_caption

Finance67.3% (520)Sales11.3% (87)Data & ML5.4% (42)Engineering3.5% (27)Other2.5% (19)Consulting2.3% (18)Operations1.9% (15)Product1.9% (15)

skills.by_family_table

skills.job_family skills.open_roles_col skills.share_of_skill
Finance 520 67.3%
Sales 87 11.3%
Data & ML 42 5.4%
Engineering 27 3.5%
Other 19 2.5%
Consulting 18 2.3%
Operations 15 1.9%
Product 15 1.9%
Marketing 13 1.7%
People & HR 9 1.2%
Support 3 0.4%
Legal 2 0.3%
Retail & Hospitality 2 0.3%
Design 1 0.1%

skills.by_country_table

skills.country skills.open_roles_col skills.share_of_skill
United States 435 56.3%
Canada 50 6.5%
United Kingdom 42 5.4%
India 37 4.8%
Germany 24 3.1%
United Arab Emirates 10 1.3%
Brazil 8 1.0%
France 8 1.0%
Ireland 8 1.0%
Netherlands 8 1.0%
Australia 7 0.9%
Spain 7 0.9%
Mexico 7 0.9%
PH 7 0.9%
Sweden 5 0.6%
Singapore 5 0.6%
EG 4 0.5%
ID 4 0.5%
South Korea 4 0.5%
Poland 4 0.5%
AR 3 0.4%
Belgium 3 0.4%
Bulgaria 3 0.4%
Czechia 3 0.4%
TH 3 0.4%
China 2 0.3%
CO 2 0.3%
Greece 2 0.3%
Hong Kong 2 0.3%
Italy 2 0.3%
Portugal 2 0.3%
Slovakia 2 0.3%
Austria 1 0.1%
Switzerland 1 0.1%
CY 1 0.1%
Finland 1 0.1%
Japan 1 0.1%
New Zealand 1 0.1%
Romania 1 0.1%
SA 1 0.1%

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 →