skills.index_title

skills.page_title

skills.page_sub

skills.all_skills →
212 skills.open_roles · 0.2% skills.of_panel · Median $145,000/yr as of 2026-10-18

skills.quotable_label

skills.quote_paid

n=212, skills.as_of_short 2026-10-18 · skills.geo_answer_method

212
skills.stat_open_roles
0.2%
skills.stat_share
skills.of_panel
128
skills.stat_rated_ranges
$145,000
skills.stat_median
P25 $112,500 · P75 $182,750

skills.by_family_title

skills.by_family_caption

Marketing56.1% (119)Data & ML15.1% (32)Sales9.9% (21)Engineering7.5% (16)Other3.8% (8)Operations2.8% (6)Product2.4% (5)Consulting1.9% (4)

skills.by_family_table

skills.job_family skills.open_roles_col skills.share_of_skill
Marketing 119 56.1%
Data & ML 32 15.1%
Sales 21 9.9%
Engineering 16 7.5%
Other 8 3.8%
Operations 6 2.8%
Product 5 2.4%
Consulting 4 1.9%
Support 1 0.5%

skills.by_country_table

skills.country skills.open_roles_col skills.share_of_skill
United States 110 51.9%
Canada 28 13.2%
India 11 5.2%
United Kingdom 8 3.8%
Ireland 5 2.4%
Singapore 5 2.4%
Australia 4 1.9%
Germany 4 1.9%
Spain 4 1.9%
Bulgaria 3 1.4%
France 3 1.4%
Brazil 2 0.9%
Mexico 2 0.9%
Netherlands 2 0.9%
PH 2 0.9%
ZA 2 0.9%
Switzerland 1 0.5%
China 1 0.5%
Italy 1 0.5%
MY 1 0.5%
Poland 1 0.5%
Portugal 1 0.5%
Sweden 1 0.5%

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 →