skills.index_title

skills.page_title

skills.page_sub

skills.all_skills →
613 skills.open_roles · 0.5% skills.of_panel · Median $183,500/yr as of 2026-10-18

skills.quotable_label

skills.quote_paid

n=613, skills.as_of_short 2026-10-18 · skills.geo_answer_method

613
skills.stat_open_roles
0.5%
skills.stat_share
skills.of_panel
176
skills.stat_rated_ranges
$183,500
skills.stat_median
P25 $150,000 · P75 $222,500

skills.by_family_title

skills.by_family_caption

Data & ML59.7% (366)Engineering28.5% (175)Product7.8% (48)Operations1.0% (6)Sales1.0% (6)Other0.8% (5)Consulting0.5% (3)Finance0.3% (2)

skills.by_family_table

skills.job_family skills.open_roles_col skills.share_of_skill
Data & ML 366 59.7%
Engineering 175 28.5%
Product 48 7.8%
Operations 6 1.0%
Sales 6 1.0%
Other 5 0.8%
Consulting 3 0.5%
Finance 2 0.3%
Marketing 1 0.2%
People & HR 1 0.2%

skills.by_country_table

skills.country skills.open_roles_col skills.share_of_skill
United States 170 27.7%
United Kingdom 30 4.9%
Canada 24 3.9%
Singapore 21 3.4%
Germany 20 3.3%
Ireland 20 3.3%
Poland 20 3.3%
Australia 19 3.1%
Spain 18 2.9%
Portugal 18 2.9%
ID 17 2.8%
Netherlands 17 2.8%
PH 17 2.8%
VN 17 2.8%
Austria 16 2.6%
Japan 16 2.6%
South Korea 16 2.6%
MY 16 2.6%
Sweden 16 2.6%
TH 16 2.6%
Taiwan 16 2.6%
Hong Kong 15 2.4%
India 11 1.8%
China 9 1.5%
Brazil 7 1.1%
CO 2 0.3%
Czechia 2 0.3%
France 2 0.3%
Mexico 2 0.3%
RS 2 0.3%
AR 1 0.2%
EG 1 0.2%
Italy 1 0.2%
Latvia 1 0.2%
New Zealand 1 0.2%

skills.cooccur_title

skills.cooccur_caption

skills.related_title

skills.method_note salaries.geo_answer_method →