skills.index_title

skills.page_title

skills.page_sub

skills.all_skills →
3,097 skills.open_roles · 2.3% skills.of_panel · Median $180,500/yr Stand 2026-10-18

skills.quotable_label

skills.quote_paid

n=3,097, skills.as_of_short 2026-10-18 · skills.geo_answer_method

3,097
skills.stat_open_roles
2.3%
skills.stat_share
skills.of_panel
1,044
skills.stat_rated_ranges
$180,500
skills.stat_median
P25 $129,231 · P75 $226,000

skills.by_family_title

skills.by_family_caption

Engineering77.4% (2,396)Data & ML8.3% (258)Operations6.9% (215)Other1.9% (58)Product1.5% (45)Consulting1.4% (43)Sales1.1% (33)People & HR0.4% (12)

skills.by_family_table

skills.job_family skills.open_roles_col skills.share_of_skill
Engineering 2,396 77.4%
Data & ML 258 8.3%
Operations 215 6.9%
Other 58 1.9%
Product 45 1.5%
Consulting 43 1.4%
Sales 33 1.1%
People & HR 12 0.4%
Marketing 10 0.3%
Retail & Hospitality 8 0.3%
Design 6 0.2%
Skilled Trades 6 0.2%
Support 5 0.2%
Finance 2 0.1%

skills.by_country_table

skills.country skills.open_roles_col skills.share_of_skill
United States 862 27.8%
Mexico 187 6.0%
United Kingdom 171 5.5%
Canada 151 4.9%
India 146 4.7%
Brazil 139 4.5%
PE 81 2.6%
AR 76 2.5%
Singapore 62 2.0%
Germany 60 1.9%
France 60 1.9%
CO 59 1.9%
Poland 45 1.5%
Portugal 43 1.4%
CR 42 1.4%
Japan 38 1.2%
Spain 33 1.1%
CL 32 1.0%
Sweden 31 1.0%
UY 26 0.8%
Australia 22 0.7%
Ireland 21 0.7%
Greece 19 0.6%
Czechia 14 0.5%
United Arab Emirates 13 0.4%
EG 12 0.4%
Netherlands 12 0.4%
VN 11 0.4%
Italy 10 0.3%
Switzerland 9 0.3%
South Korea 8 0.3%
PH 8 0.3%
Slovakia 8 0.3%
China 7 0.2%
MY 7 0.2%
SA 7 0.2%
UA 7 0.2%
ZA 7 0.2%
Bulgaria 6 0.2%
CY 6 0.2%
Denmark 6 0.2%
Hungary 6 0.2%
Israel 6 0.2%
Austria 5 0.2%
Belgium 5 0.2%
MA 5 0.2%
New Zealand 5 0.2%
Finland 4 0.1%
Latvia 4 0.1%
QA 4 0.1%
Romania 4 0.1%
Hong Kong 3 0.1%
ID 3 0.1%
Luxembourg 3 0.1%
RS 3 0.1%
TH 3 0.1%
TN 3 0.1%
Taiwan 3 0.1%
Estonia 2 0.1%
KE 2 0.1%
Lithuania 2 0.1%
MT 2 0.1%
Norway 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 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 Linux n=2,347

skills.method_note salaries.geo_answer_method →