skills.index_title

skills.page_title

skills.page_sub

skills.all_skills →
2,347 skills.open_roles · 1.8% skills.of_panel · Median $160,000/yr as of 2026-10-18

skills.quotable_label

skills.quote_paid

n=2,347, skills.as_of_short 2026-10-18 · skills.geo_answer_method

2,347
skills.stat_open_roles
1.8%
skills.stat_share
skills.of_panel
846
skills.stat_rated_ranges
$160,000
skills.stat_median
P25 $116,387 · P75 $203,500

skills.by_family_title

skills.by_family_caption

Engineering77.1% (1,810)Data & ML8.1% (191)Other4.8% (112)Operations2.8% (65)Consulting2.6% (60)Sales2.2% (51)Support1.3% (30)Product0.6% (14)

skills.by_family_table

skills.job_family skills.open_roles_col skills.share_of_skill
Engineering 1,810 77.1%
Data & ML 191 8.1%
Other 112 4.8%
Operations 65 2.8%
Consulting 60 2.6%
Sales 51 2.2%
Support 30 1.3%
Product 14 0.6%
Skilled Trades 6 0.3%
Design 2 0.1%
Finance 2 0.1%
Marketing 2 0.1%
People & HR 2 0.1%

skills.by_country_table

skills.country skills.open_roles_col skills.share_of_skill
United States 975 41.5%
Canada 95 4.0%
India 94 4.0%
United Kingdom 92 3.9%
France 79 3.4%
Germany 76 3.2%
Singapore 50 2.1%
Spain 39 1.7%
Australia 38 1.6%
Poland 36 1.5%
Slovakia 34 1.4%
UA 31 1.3%
Ireland 29 1.2%
Mexico 27 1.2%
Portugal 22 0.9%
South Korea 21 0.9%
Netherlands 20 0.9%
Taiwan 20 0.9%
Brazil 19 0.8%
Japan 14 0.6%
China 12 0.5%
Greece 12 0.5%
Switzerland 11 0.5%
EG 11 0.5%
Belgium 9 0.4%
United Arab Emirates 8 0.3%
SA 8 0.3%
Sweden 8 0.3%
AR 7 0.3%
Austria 7 0.3%
RS 7 0.3%
Czechia 6 0.3%
Estonia 6 0.3%
Israel 6 0.3%
Italy 6 0.3%
MT 6 0.3%
MY 6 0.3%
Hong Kong 5 0.2%
Hungary 5 0.2%
PH 5 0.2%
Bulgaria 4 0.2%
New Zealand 4 0.2%
VN 4 0.2%
CO 3 0.1%
Finland 3 0.1%
Luxembourg 3 0.1%
ID 2 0.1%
Lithuania 2 0.1%
Latvia 2 0.1%
MA 2 0.1%
Norway 2 0.1%
Romania 2 0.1%
CL 1 0.0%
CR 1 0.0%
CY 1 0.0%
Denmark 1 0.0%
Croatia 1 0.0%
TN 1 0.0%

skills.cooccur_title

skills.cooccur_caption

Python n=9,587 Excel n=9,003 SQL n=7,324 Roadmapping n=7,151 AWS n=6,210 LLM n=5,045 Agile n=4,513 CI/CD n=4,455 iOS n=4,411 Salesforce n=4,044 CRM n=3,905 Azure n=3,894

skills.related_title

Procurement n=3,893 Supply Chain n=3,812 GCP n=3,515 Kubernetes n=3,343 Negotiation n=3,223 React n=3,097 Java n=3,014 Git n=2,902 Account Management n=2,710 A/B Testing n=2,658 TypeScript n=2,591 Payroll n=2,517

skills.method_note salaries.geo_answer_method →