skills.index_title

skills.page_title

skills.page_sub

skills.all_skills →
3,908 skills.open_roles · 2.9% skills.of_panel · Median $109,458/yr as of 2026-10-18

skills.quotable_label

skills.quote_paid

n=3,908, skills.as_of_short 2026-10-18 · skills.geo_answer_method

3,908
skills.stat_open_roles
2.9%
skills.stat_share
skills.of_panel
1,428
skills.stat_rated_ranges
$109,458
skills.stat_median
P25 $70,000 · P75 $160,000

skills.by_family_title

skills.by_family_caption

Sales54.9% (2,146)Marketing8.8% (344)Consulting5.6% (218)Engineering5.6% (217)Operations4.8% (187)Other4.7% (182)Support4.6% (178)Data & ML4.4% (173)

skills.by_family_table

skills.job_family skills.open_roles_col skills.share_of_skill
Sales 2,146 54.9%
Marketing 344 8.8%
Consulting 218 5.6%
Engineering 217 5.6%
Operations 187 4.8%
Other 182 4.7%
Support 178 4.6%
Data & ML 173 4.4%
Product 86 2.2%
Finance 60 1.5%
People & HR 46 1.2%
Retail & Hospitality 46 1.2%
Legal 12 0.3%
Design 9 0.2%
Skilled Trades 4 0.1%

skills.by_country_table

skills.country skills.open_roles_col skills.share_of_skill
United States 1,636 41.9%
United Kingdom 265 6.8%
Germany 159 4.1%
PH 131 3.4%
India 130 3.3%
Canada 129 3.3%
France 110 2.8%
Spain 69 1.8%
Singapore 69 1.8%
Australia 67 1.7%
Mexico 56 1.4%
United Arab Emirates 54 1.4%
ZA 46 1.2%
Brazil 45 1.2%
Poland 45 1.2%
Ireland 42 1.1%
Italy 40 1.0%
Japan 40 1.0%
Netherlands 36 0.9%
Portugal 35 0.9%
SA 35 0.9%
EG 33 0.8%
China 27 0.7%
MY 24 0.6%
South Korea 21 0.5%
Hong Kong 18 0.5%
New Zealand 18 0.5%
CO 17 0.4%
Greece 17 0.4%
Switzerland 16 0.4%
Bulgaria 15 0.4%
Belgium 14 0.4%
Hungary 14 0.4%
Sweden 14 0.4%
AR 13 0.3%
ID 13 0.3%
Czechia 12 0.3%
TH 10 0.3%
Denmark 9 0.2%
CR 8 0.2%
UA 8 0.2%
Taiwan 7 0.2%
CL 6 0.2%
MT 6 0.2%
NG 6 0.2%
TR 6 0.2%
VN 6 0.2%
MA 5 0.1%
Austria 4 0.1%
Croatia 4 0.1%
KE 4 0.1%
Lithuania 4 0.1%
PE 4 0.1%
RS 4 0.1%
Slovakia 4 0.1%
CY 3 0.1%
Finland 3 0.1%
Romania 3 0.1%
Israel 2 0.1%
Luxembourg 2 0.1%
Latvia 2 0.1%
Norway 2 0.1%
TN 2 0.1%
UY 2 0.1%
Slovenia 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

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 →