skills.index_title

skills.page_title

skills.page_sub

skills.all_skills →
7,353 skills.open_roles · 5.5% skills.of_panel · Median $157,500/yr as of 2026-10-18

skills.quotable_label

skills.quote_paid

n=7,353, skills.as_of_short 2026-10-18 · skills.geo_answer_method

7,353
skills.stat_open_roles
5.5%
skills.stat_share
skills.of_panel
2,801
skills.stat_rated_ranges
$157,500
skills.stat_median
P25 $107,500 · P75 $209,000

skills.by_family_title

skills.by_family_caption

Engineering43.4% (3,188)Data & ML27.5% (2,025)Consulting7.9% (581)Operations4.8% (351)Sales3.6% (266)Other3.2% (233)Product3.0% (217)Finance2.9% (216)

skills.by_family_table

skills.job_family skills.open_roles_col skills.share_of_skill
Engineering 3,188 43.4%
Data & ML 2,025 27.5%
Consulting 581 7.9%
Operations 351 4.8%
Sales 266 3.6%
Other 233 3.2%
Product 217 3.0%
Finance 216 2.9%
Marketing 132 1.8%
Support 72 1.0%
People & HR 25 0.3%
Legal 22 0.3%
Retail & Hospitality 13 0.2%
Design 12 0.2%

skills.by_country_table

skills.country skills.open_roles_col skills.share_of_skill
United States 2,590 35.2%
India 522 7.1%
United Kingdom 384 5.2%
Canada 368 5.0%
Germany 269 3.7%
Brazil 222 3.0%
Mexico 181 2.5%
France 174 2.4%
Poland 164 2.2%
Spain 143 1.9%
Singapore 141 1.9%
Portugal 103 1.4%
Japan 75 1.0%
AR 72 1.0%
Netherlands 72 1.0%
Ireland 70 1.0%
Australia 59 0.8%
CO 59 0.8%
Greece 49 0.7%
PE 48 0.7%
United Arab Emirates 43 0.6%
Sweden 38 0.5%
Switzerland 37 0.5%
PH 37 0.5%
China 35 0.5%
Italy 34 0.5%
EG 33 0.4%
Bulgaria 30 0.4%
Slovakia 30 0.4%
UA 29 0.4%
South Korea 28 0.4%
CR 27 0.4%
CL 26 0.4%
MY 26 0.4%
Luxembourg 25 0.3%
Belgium 23 0.3%
SA 22 0.3%
UY 22 0.3%
VN 22 0.3%
Austria 21 0.3%
Czechia 20 0.3%
ID 20 0.3%
TH 20 0.3%
Taiwan 20 0.3%
Romania 19 0.3%
RS 19 0.3%
Hong Kong 16 0.2%
Hungary 16 0.2%
Israel 15 0.2%
Lithuania 15 0.2%
New Zealand 14 0.2%
ZA 14 0.2%
Denmark 11 0.1%
Estonia 10 0.1%
MT 10 0.1%
CY 9 0.1%
Latvia 9 0.1%
Finland 7 0.1%
MA 7 0.1%
NG 4 0.1%
Norway 4 0.1%
TR 3 0.0%
KE 2 0.0%
QA 2 0.0%
Croatia 1 0.0%

skills.cooccur_title

skills.cooccur_caption

Python n=9,603 Excel n=9,063 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 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 →