skills.index_title

skills.page_title

skills.page_sub

skills.all_skills →
3,040 skills.open_roles · 2.3% skills.of_panel · Median $152,495/yr as of 2026-10-18

skills.quotable_label

skills.quote_paid

n=3,040, skills.as_of_short 2026-10-18 · skills.geo_answer_method

3,040
skills.stat_open_roles
2.3%
skills.stat_share
skills.of_panel
1,091
skills.stat_rated_ranges
$152,495
skills.stat_median
P25 $107,000 · P75 $207,000

skills.by_family_title

skills.by_family_caption

Engineering72.1% (2,191)Data & ML14.5% (440)Consulting6.9% (210)Other3.3% (101)Operations0.7% (20)Sales0.6% (18)Retail & Hospitality0.5% (15)Support0.5% (15)

skills.by_family_table

skills.job_family skills.open_roles_col skills.share_of_skill
Engineering 2,191 72.1%
Data & ML 440 14.5%
Consulting 210 6.9%
Other 101 3.3%
Operations 20 0.7%
Sales 18 0.6%
Retail & Hospitality 15 0.5%
Support 15 0.5%
People & HR 13 0.4%
Product 10 0.3%
Finance 5 0.2%
Design 2 0.1%

skills.by_country_table

skills.country skills.open_roles_col skills.share_of_skill
United States 869 28.6%
India 298 9.8%
France 209 6.9%
Canada 150 4.9%
United Kingdom 148 4.9%
Germany 119 3.9%
Singapore 92 3.0%
Brazil 80 2.6%
Poland 80 2.6%
Spain 76 2.5%
Portugal 65 2.1%
ID 56 1.8%
Ireland 51 1.7%
Greece 36 1.2%
Netherlands 36 1.2%
Romania 29 1.0%
Belgium 27 0.9%
Italy 27 0.9%
Mexico 27 0.9%
Slovakia 26 0.9%
Australia 22 0.7%
Switzerland 22 0.7%
Japan 21 0.7%
AR 19 0.6%
China 19 0.6%
UA 19 0.6%
Bulgaria 18 0.6%
EG 18 0.6%
MA 17 0.6%
Sweden 17 0.6%
CO 14 0.5%
Luxembourg 13 0.4%
Denmark 12 0.4%
South Korea 12 0.4%
RS 12 0.4%
Hungary 11 0.4%
Lithuania 11 0.4%
Norway 11 0.4%
Israel 10 0.3%
Czechia 9 0.3%
UY 8 0.3%
VN 8 0.3%
PH 7 0.2%
United Arab Emirates 6 0.2%
Austria 6 0.2%
Estonia 6 0.2%
TN 6 0.2%
Taiwan 6 0.2%
Finland 5 0.2%
PE 5 0.2%
TR 5 0.2%
CL 4 0.1%
MT 4 0.1%
Hong Kong 3 0.1%
New Zealand 3 0.1%
SA 3 0.1%
Latvia 2 0.1%
TH 2 0.1%
ZA 2 0.1%
CR 1 0.0%
CY 1 0.0%
KE 1 0.0%
MY 1 0.0%
NG 1 0.0%

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 Git n=2,908 Account Management n=2,711 A/B Testing n=2,662 TypeScript n=2,597 Payroll n=2,517 Linux n=2,350

skills.method_note salaries.geo_answer_method →