skills.index_title

skills.page_title

skills.page_sub

skills.all_skills →
335 skills.open_roles · 0.3% skills.of_panel · Median $180,500/yr as of 2026-10-18

skills.quotable_label

skills.quote_paid

n=335, skills.as_of_short 2026-10-18 · skills.geo_answer_method

335
skills.stat_open_roles
0.3%
skills.stat_share
skills.of_panel
155
skills.stat_rated_ranges
$180,500
skills.stat_median
P25 $116,017 · P75 $250,000

skills.by_family_title

skills.by_family_caption

Sales19.7% (66)Data & ML13.4% (45)Operations11.9% (40)Engineering11.0% (37)Finance10.7% (36)Product9.9% (33)Other9.0% (30)Consulting5.4% (18)

skills.by_family_table

skills.job_family skills.open_roles_col skills.share_of_skill
Sales 66 19.7%
Data & ML 45 13.4%
Operations 40 11.9%
Engineering 37 11.0%
Finance 36 10.7%
Product 33 9.9%
Other 30 9.0%
Consulting 18 5.4%
Support 11 3.3%
Legal 7 2.1%
Retail & Hospitality 5 1.5%
People & HR 4 1.2%
Marketing 3 0.9%

skills.by_country_table

skills.country skills.open_roles_col skills.share_of_skill
United States 168 50.1%
India 29 8.7%
United Kingdom 21 6.3%
Canada 12 3.6%
France 9 2.7%
Brazil 8 2.4%
Poland 7 2.1%
China 6 1.8%
Ireland 5 1.5%
Mexico 5 1.5%
AR 3 0.9%
ID 3 0.9%
PH 3 0.9%
Portugal 3 0.9%
Singapore 3 0.9%
Belgium 2 0.6%
Germany 2 0.6%
EG 2 0.6%
Netherlands 2 0.6%
New Zealand 2 0.6%
Slovakia 2 0.6%
UY 2 0.6%
ZA 2 0.6%
Spain 1 0.3%
Greece 1 0.3%
Israel 1 0.3%
Italy 1 0.3%
Japan 1 0.3%
South Korea 1 0.3%
MY 1 0.3%
Taiwan 1 0.3%
VN 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 →