skills.index_title

skills.page_title

skills.page_sub

skills.all_skills →
9,603 skills.open_roles · 7.2% skills.of_panel · Median $172,292/yr as of 2026-10-18

skills.quotable_label

skills.quote_paid

n=9,603, skills.as_of_short 2026-10-18 · skills.geo_answer_method

9,603
skills.stat_open_roles
7.2%
skills.stat_share
skills.of_panel
4,182
skills.stat_rated_ranges
$172,292
skills.stat_median
P25 $121,750 · P75 $219,000

skills.by_family_title

skills.by_family_caption

Engineering53.0% (5,088)Data & ML31.6% (3,039)Consulting6.3% (605)Other3.6% (343)Operations1.9% (179)Finance0.9% (84)Product0.8% (79)Sales0.6% (58)

skills.by_family_table

skills.job_family skills.open_roles_col skills.share_of_skill
Engineering 5,088 53.0%
Data & ML 3,039 31.6%
Consulting 605 6.3%
Other 343 3.6%
Operations 179 1.9%
Finance 84 0.9%
Product 79 0.8%
Sales 58 0.6%
Support 29 0.3%
Marketing 27 0.3%
People & HR 21 0.2%
Design 20 0.2%
Legal 17 0.2%
Retail & Hospitality 11 0.1%
Skilled Trades 3 0.0%

skills.by_country_table

skills.country skills.open_roles_col skills.share_of_skill
United States 4,119 42.9%
India 619 6.4%
United Kingdom 591 6.2%
Canada 466 4.9%
Germany 352 3.7%
Singapore 251 2.6%
Brazil 199 2.1%
France 199 2.1%
Spain 172 1.8%
Poland 158 1.6%
Mexico 152 1.6%
Portugal 112 1.2%
Ireland 111 1.2%
Netherlands 87 0.9%
Australia 85 0.9%
Switzerland 82 0.9%
Japan 72 0.7%
China 62 0.6%
AR 58 0.6%
Sweden 55 0.6%
South Korea 52 0.5%
CO 41 0.4%
Italy 41 0.4%
Slovakia 41 0.4%
Israel 38 0.4%
Greece 35 0.4%
PE 33 0.3%
UA 33 0.3%
United Arab Emirates 31 0.3%
EG 30 0.3%
Czechia 28 0.3%
Taiwan 28 0.3%
CL 27 0.3%
Belgium 25 0.3%
Hungary 23 0.2%
PH 22 0.2%
UY 22 0.2%
Austria 21 0.2%
New Zealand 21 0.2%
Bulgaria 20 0.2%
CR 18 0.2%
MY 18 0.2%
SA 18 0.2%
Denmark 16 0.2%
VN 16 0.2%
RS 15 0.2%
Finland 14 0.1%
Hong Kong 14 0.1%
ID 14 0.1%
Romania 14 0.1%
TH 14 0.1%
Lithuania 11 0.1%
Luxembourg 9 0.1%
Latvia 9 0.1%
MA 7 0.1%
CY 6 0.1%
Estonia 6 0.1%
MT 6 0.1%
TR 6 0.1%
QA 5 0.1%
ZA 5 0.1%
Norway 3 0.0%
Croatia 2 0.0%
NG 2 0.0%
Slovenia 2 0.0%
KE 1 0.0%
TN 1 0.0%

skills.cooccur_title

skills.cooccur_caption

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 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 →