Skills: pay and hiring demand

RAG jobs and pay

How many open roles ask for RAG, what employers state they pay for it, and where that demand sits.

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601 open roles · 0.4% of postings · Median $190,000/yr as of 2026-10-18

Citable summary

RAG appears in 601 open roles (0.4% of postings) with an employer-stated median of 190,000 (P25 141,236 – P75 233,500), as of 2026-10-18.

n=601, as of 2026-10-18 · How these skill figures are calculated

601
Open roles
0.4%
Share of all postings
of postings
229
Postings with a salary range
$190,000
Median stated pay
P25 $141,236 · P75 $233,500

Which job families hire for this skill

Where roles naming this skill are concentrated across job families.

Data & ML55.9% (336)Engineering30.1% (181)Consulting9.7% (58)Other1.8% (11)Product1.0% (6)Sales0.7% (4)Operations0.3% (2)Marketing0.2% (1)

Demand by job family

Job family Open roles Share of skill's roles
Data & ML 336 55.9%
Engineering 181 30.1%
Consulting 58 9.7%
Other 11 1.8%
Product 6 1.0%
Sales 4 0.7%
Operations 2 0.3%
Marketing 1 0.2%
Retail & Hospitality 1 0.2%
Skilled Trades 1 0.2%

Skill demand by country

Country Open roles Share of skill's roles
United States 200 33.3%
India 67 11.1%
United Kingdom 40 6.7%
Canada 27 4.5%
Singapore 22 3.7%
Germany 18 3.0%
Brazil 16 2.7%
Spain 15 2.5%
France 13 2.2%
China 8 1.3%
Ireland 8 1.3%
Poland 8 1.3%
Netherlands 7 1.2%
Australia 6 1.0%
Mexico 6 1.0%
South Korea 5 0.8%
Austria 4 0.7%
Sweden 4 0.7%
Switzerland 3 0.5%
EG 3 0.5%
Israel 3 0.5%
PH 3 0.5%
Portugal 3 0.5%
United Arab Emirates 2 0.3%
AR 2 0.3%
Greece 2 0.3%
Hong Kong 2 0.3%
Hungary 2 0.3%
Italy 2 0.3%
Japan 2 0.3%
MY 2 0.3%
New Zealand 2 0.3%
Slovakia 2 0.3%
TH 2 0.3%
Taiwan 2 0.3%
UY 2 0.3%
VN 2 0.3%
Bulgaria 1 0.2%
CO 1 0.2%
Czechia 1 0.2%
ID 1 0.2%
Luxembourg 1 0.2%
Latvia 1 0.2%
Norway 1 0.2%
PE 1 0.2%
QA 1 0.2%
SA 1 0.2%

Skills that appear alongside

Skills most often requested in the same job postings as RAG.

Python n=9,576 Excel n=8,931 SQL n=7,308 Roadmapping n=7,143 AWS n=6,206 LLM n=5,041 Agile n=4,498 CI/CD n=4,442 iOS n=4,366 Salesforce n=4,057 CRM n=3,908 Procurement n=3,886

Related skills

Azure n=3,876 Supply Chain n=3,807 GCP n=3,510 Kubernetes n=3,331 Negotiation n=3,217 React n=3,196 Java n=3,007 Git n=2,894 Account Management n=2,711 A/B Testing n=2,652 TypeScript n=2,590 Payroll n=2,497

Method: counts come from public job postings; pay figures use only postings with an employer-stated salary range. salaries.geo_answer_method →