skills.index_title

skills.page_title

skills.page_sub

skills.all_skills →
1,886 skills.open_roles · 1.4% skills.of_panel · Median $95,000/yr as of 2026-10-18

skills.quotable_label

skills.quote_paid

n=1,886, skills.as_of_short 2026-10-18 · skills.geo_answer_method

1,886
skills.stat_open_roles
1.4%
skills.stat_share
skills.of_panel
672
skills.stat_rated_ranges
$95,000
skills.stat_median
P25 $72,222 · P75 $160,000

skills.by_family_title

skills.by_family_caption

Other64.1% (1,209)Operations9.5% (180)People & HR6.2% (117)Support4.9% (93)Sales4.8% (91)Engineering4.5% (84)Data & ML2.3% (43)Product1.4% (27)

skills.by_family_table

skills.job_family skills.open_roles_col skills.share_of_skill
Other 1,209 64.1%
Operations 180 9.5%
People & HR 117 6.2%
Support 93 4.9%
Sales 91 4.8%
Engineering 84 4.5%
Data & ML 43 2.3%
Product 27 1.4%
Marketing 13 0.7%
Finance 10 0.5%
Consulting 7 0.4%
Retail & Hospitality 6 0.3%
Design 3 0.2%
Legal 3 0.2%

skills.by_country_table

skills.country skills.open_roles_col skills.share_of_skill
United States 1,241 65.8%
Germany 96 5.1%
Canada 73 3.9%
Sweden 36 1.9%
Australia 34 1.8%
NG 26 1.4%
United Kingdom 18 1.0%
New Zealand 18 1.0%
India 15 0.8%
ID 14 0.7%
France 9 0.5%
EG 6 0.3%
Italy 6 0.3%
PH 5 0.3%
Switzerland 4 0.2%
Greece 4 0.2%
Belgium 3 0.2%
Spain 3 0.2%
Finland 3 0.2%
Hong Kong 3 0.2%
Hungary 3 0.2%
Mexico 3 0.2%
Netherlands 3 0.2%
Bulgaria 2 0.1%
Denmark 2 0.1%
Poland 2 0.1%
Romania 2 0.1%
Czechia 1 0.1%
Ireland 1 0.1%
Israel 1 0.1%
Norway 1 0.1%
QA 1 0.1%
RS 1 0.1%
SA 1 0.1%
Singapore 1 0.1%
Slovenia 1 0.1%
Slovakia 1 0.1%
TN 1 0.1%
VN 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 →