skills.index_title

skills.page_title

skills.page_sub

skills.all_skills →
263 skills.open_roles · 0.2% skills.of_panel · Median $162,000/yr as of 2026-10-18

skills.quotable_label

skills.quote_paid

n=263, skills.as_of_short 2026-10-18 · skills.geo_answer_method

263
skills.stat_open_roles
0.2%
skills.stat_share
skills.of_panel
131
skills.stat_rated_ranges
$162,000
skills.stat_median
P25 $135,000 · P75 $194,000

skills.by_family_title

skills.by_family_caption

Engineering84.4% (222)Consulting5.7% (15)Data & ML3.8% (10)Operations2.3% (6)Other2.3% (6)Sales0.8% (2)Finance0.4% (1)Marketing0.4% (1)

skills.by_family_table

skills.job_family skills.open_roles_col skills.share_of_skill
Engineering 222 84.4%
Consulting 15 5.7%
Data & ML 10 3.8%
Operations 6 2.3%
Other 6 2.3%
Sales 2 0.8%
Finance 1 0.4%
Marketing 1 0.4%

skills.by_country_table

skills.country skills.open_roles_col skills.share_of_skill
United States 130 49.4%
India 17 6.5%
United Kingdom 15 5.7%
Canada 11 4.2%
Poland 11 4.2%
Germany 6 2.3%
Greece 6 2.3%
Singapore 6 2.3%
Spain 5 1.9%
France 5 1.9%
United Arab Emirates 4 1.5%
Australia 4 1.5%
Brazil 3 1.1%
Mexico 3 1.1%
Netherlands 3 1.1%
Portugal 3 1.1%
Czechia 2 0.8%
Hungary 2 0.8%
ID 2 0.8%
Ireland 2 0.8%
Israel 2 0.8%
PH 2 0.8%
Romania 2 0.8%
Belgium 1 0.4%
Denmark 1 0.4%
EG 1 0.4%
Japan 1 0.4%
Luxembourg 1 0.4%
MT 1 0.4%
SA 1 0.4%
Sweden 1 0.4%
UA 1 0.4%

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 →