Skills: pay and hiring demand
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R jobs and pay
How many open roles ask for R, what employers state they pay for it, and where that demand sits.
Citable summary
R appears in 1,085 open roles (0.8% of postings) with an employer-stated median of 103,037 (P25 46,269 – P75 182,214), as of 2026-10-18.
n=1,085, as of 2026-10-18 · How these skill figures are calculated
1,085
Open roles
0.8%
Share of all postings
574
Postings with a salary range
$103,037
Median stated pay
Which job families hire for this skill
Where roles naming this skill are concentrated across job families.
Demand by job family
| Job family | Open roles | Share of skill's roles |
|---|---|---|
| Data & ML | 229 | 21.1% |
| Engineering | 152 | 14.0% |
| Other | 141 | 13.0% |
| Sales | 127 | 11.7% |
| Operations | 92 | 8.5% |
| Consulting | 67 | 6.2% |
| Retail & Hospitality | 56 | 5.2% |
| Support | 54 | 5.0% |
| Product | 48 | 4.4% |
| Skilled Trades | 30 | 2.8% |
| People & HR | 29 | 2.7% |
| Finance | 24 | 2.2% |
| Marketing | 18 | 1.7% |
| Design | 13 | 1.2% |
| Legal | 5 | 0.5% |
Skill demand by country
| Country | Open roles | Share of skill's roles |
|---|---|---|
| United States | 477 | 44.0% |
| United Kingdom | 113 | 10.4% |
| Canada | 82 | 7.6% |
| France | 49 | 4.5% |
| Germany | 40 | 3.7% |
| Belgium | 29 | 2.7% |
| India | 29 | 2.7% |
| Portugal | 26 | 2.4% |
| Singapore | 19 | 1.8% |
| Brazil | 15 | 1.4% |
| Spain | 13 | 1.2% |
| Australia | 11 | 1.0% |
| PH | 11 | 1.0% |
| Netherlands | 10 | 0.9% |
| Japan | 8 | 0.7% |
| Austria | 6 | 0.6% |
| Bulgaria | 6 | 0.6% |
| Greece | 5 | 0.5% |
| Ireland | 5 | 0.5% |
| EG | 4 | 0.4% |
| Italy | 4 | 0.4% |
| Mexico | 4 | 0.4% |
| Switzerland | 3 | 0.3% |
| CY | 3 | 0.3% |
| Poland | 3 | 0.3% |
| Sweden | 3 | 0.3% |
| United Arab Emirates | 2 | 0.2% |
| China | 2 | 0.2% |
| Czechia | 2 | 0.2% |
| Denmark | 2 | 0.2% |
| MT | 2 | 0.2% |
| Norway | 2 | 0.2% |
| New Zealand | 2 | 0.2% |
| Romania | 2 | 0.2% |
| SA | 2 | 0.2% |
| VN | 2 | 0.2% |
| ZA | 2 | 0.2% |
| AR | 1 | 0.1% |
| CO | 1 | 0.1% |
| Estonia | 1 | 0.1% |
| Finland | 1 | 0.1% |
| Hong Kong | 1 | 0.1% |
| Hungary | 1 | 0.1% |
| ID | 1 | 0.1% |
| KE | 1 | 0.1% |
| Lithuania | 1 | 0.1% |
| Latvia | 1 | 0.1% |
| MY | 1 | 0.1% |
| NG | 1 | 0.1% |
| PE | 1 | 0.1% |
| Slovakia | 1 | 0.1% |
| Taiwan | 1 | 0.1% |
| UY | 1 | 0.1% |
Skills that appear alongside
Skills most often requested in the same job postings as R.
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 →