skills.index_title

skills.page_title

skills.page_sub

skills.all_skills →
386 skills.open_roles · 0.3% skills.of_panel · Median $112,500/yr as of 2026-10-18

skills.quotable_label

skills.quote_paid

n=386, skills.as_of_short 2026-10-18 · skills.geo_answer_method

386
skills.stat_open_roles
0.3%
skills.stat_share
skills.of_panel
139
skills.stat_rated_ranges
$112,500
skills.stat_median
P25 $57,390 · P75 $167,500

skills.by_family_title

skills.by_family_caption

Marketing55.4% (214)Engineering15.3% (59)Data & ML6.7% (26)Design4.9% (19)Sales4.9% (19)Other3.9% (15)Product3.4% (13)Consulting2.6% (10)

skills.by_family_table

skills.job_family skills.open_roles_col skills.share_of_skill
Marketing 214 55.4%
Engineering 59 15.3%
Data & ML 26 6.7%
Design 19 4.9%
Sales 19 4.9%
Other 15 3.9%
Product 13 3.4%
Consulting 10 2.6%
Operations 5 1.3%
Support 4 1.0%
Finance 1 0.3%
Retail & Hospitality 1 0.3%

skills.by_country_table

skills.country skills.open_roles_col skills.share_of_skill
United States 105 27.2%
PH 29 7.5%
Germany 23 6.0%
Canada 22 5.7%
India 22 5.7%
United Kingdom 19 4.9%
Spain 13 3.4%
France 13 3.4%
Italy 8 2.1%
Netherlands 8 2.1%
Portugal 8 2.1%
ZA 7 1.8%
Australia 5 1.3%
EG 5 1.3%
Greece 5 1.3%
SA 5 1.3%
Japan 4 1.0%
MY 4 1.0%
AR 3 0.8%
Brazil 3 0.8%
Switzerland 3 0.8%
Finland 3 0.8%
Ireland 3 0.8%
Mexico 3 0.8%
Sweden 3 0.8%
Denmark 2 0.5%
NG 2 0.5%
Singapore 2 0.5%
TH 2 0.5%
UA 2 0.5%
United Arab Emirates 1 0.3%
Bulgaria 1 0.3%
ID 1 0.3%
Israel 1 0.3%
KE 1 0.3%
South Korea 1 0.3%
Lithuania 1 0.3%
PE 1 0.3%
Poland 1 0.3%
Romania 1 0.3%
RS 1 0.3%
Taiwan 1 0.3%
VN 1 0.3%

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

CRM n=3,908 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

skills.method_note salaries.geo_answer_method →