skills.index_title

skills.page_title

skills.page_sub

skills.all_skills →
3,914 skills.open_roles · 2.9% skills.of_panel · Median $166,500/yr as of 2026-10-18

skills.quotable_label

skills.quote_paid

n=3,914, skills.as_of_short 2026-10-18 · skills.geo_answer_method

3,914
skills.stat_open_roles
2.9%
skills.stat_share
skills.of_panel
1,451
skills.stat_rated_ranges
$166,500
skills.stat_median
P25 $123,582 · P75 $214,700

skills.by_family_title

skills.by_family_caption

Engineering53.9% (2,109)Data & ML20.4% (798)Consulting11.3% (442)Sales3.9% (153)Other3.3% (131)Operations2.5% (99)Support1.5% (57)Product1.4% (53)

skills.by_family_table

skills.job_family skills.open_roles_col skills.share_of_skill
Engineering 2,109 53.9%
Data & ML 798 20.4%
Consulting 442 11.3%
Sales 153 3.9%
Other 131 3.3%
Operations 99 2.5%
Support 57 1.5%
Product 53 1.4%
Finance 26 0.7%
Marketing 18 0.5%
People & HR 13 0.3%
Legal 9 0.2%
Design 4 0.1%
Retail & Hospitality 2 0.1%

skills.by_country_table

skills.country skills.open_roles_col skills.share_of_skill
United States 1,409 36.0%
India 388 9.9%
United Kingdom 267 6.8%
Canada 172 4.4%
Germany 144 3.7%
France 141 3.6%
Brazil 103 2.6%
Spain 79 2.0%
Singapore 77 2.0%
Australia 65 1.7%
Poland 62 1.6%
Ireland 59 1.5%
Netherlands 55 1.4%
Mexico 53 1.4%
Portugal 51 1.3%
New Zealand 37 0.9%
Greece 36 0.9%
Japan 33 0.8%
Italy 30 0.8%
Sweden 29 0.7%
Slovakia 28 0.7%
EG 27 0.7%
United Arab Emirates 22 0.6%
PH 19 0.5%
Belgium 18 0.5%
Bulgaria 17 0.4%
Switzerland 15 0.4%
Austria 13 0.3%
China 13 0.3%
Denmark 13 0.3%
Hungary 13 0.3%
SA 13 0.3%
South Korea 12 0.3%
VN 12 0.3%
Czechia 11 0.3%
MA 11 0.3%
Israel 10 0.3%
Luxembourg 10 0.3%
CR 9 0.2%
TH 9 0.2%
AR 8 0.2%
RS 8 0.2%
UA 8 0.2%
CL 7 0.2%
Lithuania 7 0.2%
MY 7 0.2%
CO 6 0.2%
Finland 6 0.2%
Hong Kong 6 0.2%
UY 6 0.2%
ZA 6 0.2%
Romania 5 0.1%
QA 4 0.1%
MT 3 0.1%
Norway 3 0.1%
Estonia 2 0.1%
ID 2 0.1%
KE 2 0.1%
Taiwan 2 0.1%
CY 1 0.0%
Latvia 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 Procurement n=3,909 CRM n=3,908

skills.related_title

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 Linux n=2,350

skills.method_note salaries.geo_answer_method →