skills.index_title

skills.page_title

skills.page_sub

skills.all_skills →
550 skills.open_roles · 0.4% skills.of_panel · Median $175,000/yr as of 2026-10-18

skills.quotable_label

skills.quote_paid

n=550, skills.as_of_short 2026-10-18 · skills.geo_answer_method

550
skills.stat_open_roles
0.4%
skills.stat_share
skills.of_panel
232
skills.stat_rated_ranges
$175,000
skills.stat_median
P25 $135,000 · P75 $236,500

skills.by_family_title

skills.by_family_caption

Data & ML39.3% (216)Engineering38.9% (214)Operations6.2% (34)Sales4.9% (27)Other2.5% (14)Product2.2% (12)People & HR1.8% (10)Consulting1.6% (9)

skills.by_family_table

skills.job_family skills.open_roles_col skills.share_of_skill
Data & ML 216 39.3%
Engineering 214 38.9%
Operations 34 6.2%
Sales 27 4.9%
Other 14 2.5%
Product 12 2.2%
People & HR 10 1.8%
Consulting 9 1.6%
Skilled Trades 9 1.6%
Finance 2 0.4%
Support 2 0.4%
Marketing 1 0.2%

skills.by_country_table

skills.country skills.open_roles_col skills.share_of_skill
United States 351 63.8%
Germany 21 3.8%
United Kingdom 17 3.1%
Canada 16 2.9%
Ireland 11 2.0%
India 11 2.0%
Singapore 8 1.5%
Australia 7 1.3%
France 6 1.1%
Israel 6 1.1%
Japan 6 1.1%
South Korea 6 1.1%
Switzerland 5 0.9%
Italy 5 0.9%
UA 5 0.9%
Spain 4 0.7%
Hungary 4 0.7%
Netherlands 4 0.7%
AR 3 0.5%
Portugal 3 0.5%
Austria 2 0.4%
Brazil 2 0.4%
China 2 0.4%
CR 2 0.4%
Denmark 2 0.4%
Finland 2 0.4%
Sweden 2 0.4%
United Arab Emirates 1 0.2%
Greece 1 0.2%
Croatia 1 0.2%
Mexico 1 0.2%
PH 1 0.2%
VN 1 0.2%
ZA 1 0.2%

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 →