R Job Trends

R
UK

The table below provides summary statistics and salary benchmarking for jobs requiring R skills. It covers permanent job vacancies from the 6 months leading up to 12 February 2026, with comparisons to the same periods in the previous two years.

6 months to
12 Feb 2026
Same period 2025 Same period 2024
Rank 399 384 355
Rank change year-on-year -15 -29 -76
Permanent jobs citing R 287 350 580
As % of all permanent jobs in the UK 0.43% 0.70% 0.79%
As % of the Programming Languages category 2.30% 2.05% 2.11%
Number of salaries quoted 218 151 417
10th Percentile £27,500 £37,500 £38,750
25th Percentile £28,250 £46,875 £47,500
Median annual salary (50th Percentile) £30,500 £62,000 £62,500
Median % change year-on-year -50.81% -0.80% -1.57%
75th Percentile £49,875 £85,625 £95,000
90th Percentile £66,490 £102,500 £122,500
UK excluding London median annual salary £30,500 £60,000 £55,000
% change year-on-year -49.17% +9.09% +0.22%

All Programming Languages
UK

R falls under the Programming Languages category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring coding skills.

Permanent vacancies with a requirement for coding skills 12,488 17,049 27,463
As % of all permanent jobs advertised in the UK 18.77% 34.20% 37.21%
Number of salaries quoted 8,924 10,172 22,653
10th Percentile £33,750 £38,000 £36,250
25th Percentile £46,250 £48,867 £45,000
Median annual salary (50th Percentile) £62,500 £65,000 £60,000
Median % change year-on-year -3.85% +8.33% -7.69%
75th Percentile £83,500 £85,000 £80,000
90th Percentile £100,000 £110,000 £100,000
UK excluding London median annual salary £55,000 £57,500 £55,000
% change year-on-year -4.35% +4.55% -

R
Job Vacancy Trend

Historical trend showing the proportion of permanent IT job postings citing R relative to all permanent IT jobs advertised.

R job vacancy trend in the UK

R
Salary Trend

Salary distribution trend for jobs in the UK citing R.

Salary distribution trend for jobs in the UK citing R

R
Salary Histogram

Salary distribution for jobs citing R over the 6 months to 12 February 2026.

Salary histogram for R in the UK

R
Top 16 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing R within the UK over the 6 months to 12 February 2026. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Jobs
England -24 247 £30,500 -51.20% 211
UK excluding London +34 197 £30,500 -49.17% 199
North of England +4 79 £30,500 -50.20% 51
London -37 73 £42,266 -39.62% 67
Work from Home -56 64 £60,000 - 60
North West +30 36 £30,500 -48.09% 25
Yorkshire -37 34 £30,500 -51.20% 19
Midlands -17 32 £30,500 -43.19% 28
South West +5 28 £45,000 -32.08% 21
West Midlands +7 22 £30,500 -32.22% 11
South East -16 22 £50,000 -12.66% 58
Scotland +2 16 £30,500 -53.08% 12
East of England +15 11 £30,000 -70.00% 22
Wales +7 10 £30,500 -40.20% 6
East Midlands -18 10 £47,195 -42.79% 17
North East -5 9 £30,500 -23.49% 8

R
Co-Occurring Skills & Capabilities by Category

The following tables expand on the one above by listing co-occurrences grouped by category. They cover the same employment type, locality and period, with up to 20 co-occurrences shown in each category:

Application Platforms
1 29 (10.10%) WordPress
2 9 (3.14%) SAS
3 8 (2.79%) Apache Spark
4 6 (2.09%) SharePoint
5 5 (1.74%) IIS
5 5 (1.74%) Microsoft Exchange
6 4 (1.39%) Oracle SOA Suite
7 1 (0.35%) Apache
7 1 (0.35%) Apache Airflow
7 1 (0.35%) ArcGIS
7 1 (0.35%) Jupyter
Applications
1 22 (7.67%) Microsoft Excel
2 6 (2.09%) Microsoft Office
3 5 (1.74%) Microsoft PowerPoint
4 2 (0.70%) SPSS
5 1 (0.35%) Chatbot
5 1 (0.35%) Spreadsheet
5 1 (0.35%) Stata
Business Applications
1 1 (0.35%) Dynamics CRM
1 1 (0.35%) Dynamics GP
1 1 (0.35%) SAP ERP
Cloud Services
1 198 (68.99%) Azure
2 184 (64.11%) AWS
3 146 (50.87%) GitHub
4 53 (18.47%) Power Platform
5 12 (4.18%) GCP
6 8 (2.79%) Snowflake
7 7 (2.44%) Azure Data Factory
8 6 (2.09%) Azure AI
8 6 (2.09%) SaaS
8 6 (2.09%) Serverless
9 5 (1.74%) Entra ID
9 5 (1.74%) Microsoft 365
9 5 (1.74%) Mimecast
10 4 (1.39%) Azure Machine Learning
10 4 (1.39%) Azure Synapse Analytics
10 4 (1.39%) Google Analytics
10 4 (1.39%) Google Workspace
10 4 (1.39%) SurveyMonkey
11 2 (0.70%) Azure Logic Apps
11 2 (0.70%) Microsoft Copilot
Communications & Networking
1 145 (50.52%) Internet
2 4 (1.39%) Bluetooth
2 4 (1.39%) Firewall
2 4 (1.39%) Intrusion Detection
2 4 (1.39%) Modbus
2 4 (1.39%) Network Security
2 4 (1.39%) TCP/IP
2 4 (1.39%) VLAN
2 4 (1.39%) Wireshark
2 4 (1.39%) ZigBee
3 2 (0.70%) Broadband
4 1 (0.35%) TCAP
Database & Business Intelligence
1 53 (18.47%) Power BI
2 36 (12.54%) Tableau
3 18 (6.27%) Data Warehouse
4 17 (5.92%) SQL Server
5 15 (5.23%) Hadoop
6 14 (4.88%) Big Data
7 12 (4.18%) Data Mining
8 11 (3.83%) NoSQL
9 5 (1.74%) Looker
10 4 (1.39%) Apache Hive
10 4 (1.39%) GIS
10 4 (1.39%) Metadata
10 4 (1.39%) MySQL
10 4 (1.39%) Relational Database
10 4 (1.39%) SQL Server Integration Services
11 3 (1.05%) QlikView
12 2 (0.70%) Data Vault
12 2 (0.70%) Impala
12 2 (0.70%) Power Query
12 2 (0.70%) SQL Server Reporting Services
Development Applications
1 154 (53.66%) Git
2 7 (2.44%) JIRA
2 7 (2.44%) MLflow
3 4 (1.39%) Burp Suite
3 4 (1.39%) JUnit
3 4 (1.39%) Maven
3 4 (1.39%) Metasploit
3 4 (1.39%) Mockito
4 2 (0.70%) CircleCI
4 2 (0.70%) Cypress.io
4 2 (0.70%) Mocha
4 2 (0.70%) webpack
5 1 (0.35%) ER Studio
5 1 (0.35%) Postman
General
1 146 (50.87%) Multimedia
2 60 (20.91%) Analytical Skills
3 47 (16.38%) Social Skills
4 44 (15.33%) Finance
5 19 (6.62%) Marketing
6 14 (4.88%) Public Sector
7 13 (4.53%) Inclusion and Diversity
8 11 (3.83%) Manufacturing
9 9 (3.14%) Legal
10 8 (2.79%) Banking
10 8 (2.79%) Retail
11 6 (2.09%) Pharmaceutical
12 5 (1.74%) Law
12 5 (1.74%) Organisational Skills
13 4 (1.39%) Aerospace
14 3 (1.05%) Electronics
14 3 (1.05%) Financial Institution
14 3 (1.05%) Investment Banking
14 3 (1.05%) Telecoms
15 2 (0.70%) Local Government
Job Titles
1 144 (50.17%) Trainee
2 35 (12.20%) Analyst
3 30 (10.45%) Senior
4 29 (10.10%) Administrator
4 29 (10.10%) Trainee Administrator
4 29 (10.10%) Web Administrator
5 20 (6.97%) Developer
6 18 (6.27%) Data Scientist
7 17 (5.92%) Data Analyst
8 14 (4.88%) Data Engineer
9 7 (2.44%) Artificial Intelligence Developer
9 7 (2.44%) Consultant
9 7 (2.44%) Senior Developer
10 6 (2.09%) Auditor
10 6 (2.09%) Full-Stack Developer
10 6 (2.09%) Java Developer
10 6 (2.09%) Risk Analyst
10 6 (2.09%) Senior Analyst
10 6 (2.09%) Senior Java Developer
10 6 (2.09%) Senior Manager
Libraries, Frameworks & Software Standards
1 148 (51.57%) CSS
2 144 (50.17%) HTML
3 13 (4.53%) PyTorch
3 13 (4.53%) scikit-learn
3 13 (4.53%) TensorFlow
4 12 (4.18%) Pandas
5 9 (3.14%) PySpark
6 7 (2.44%) NumPy
7 6 (2.09%) React
8 5 (1.74%) LangChain
8 5 (1.74%) Play Framework
8 5 (1.74%) REST
8 5 (1.74%) XGBoost
9 4 (1.39%) Matplotlib
9 4 (1.39%) Seaborn
10 2 (0.70%) D3.js
10 2 (0.70%) Grails
10 2 (0.70%) Node.js
10 2 (0.70%) Redux
10 2 (0.70%) Spring Boot
Miscellaneous
1 20 (6.97%) Algorithms
2 9 (3.14%) Self-Motivation
3 8 (2.79%) Management Information System
4 6 (2.09%) Credit Risk
4 6 (2.09%) Enterprise Software
5 5 (1.74%) Data Structures
5 5 (1.74%) Distributed Systems
5 5 (1.74%) Market Risk
6 4 (1.39%) CAN bus
6 4 (1.39%) Cyber Threat
6 4 (1.39%) IoT
6 4 (1.39%) Operational Technology
6 4 (1.39%) SCADA
6 4 (1.39%) Social Media
7 3 (1.05%) AI Agents
7 3 (1.05%) Analytical Mindset
7 3 (1.05%) Product Ownership
7 3 (1.05%) Team-Oriented Environment
8 2 (0.70%) Clustering
8 2 (0.70%) Distributed Computing
Operating Systems
1 15 (5.23%) Linux
2 6 (2.09%) Unix
3 5 (1.74%) Windows
4 4 (1.39%) Android
4 4 (1.39%) Kali Linux
4 4 (1.39%) Ubuntu
Processes & Methodologies
1 130 (45.30%) Mentoring
2 129 (44.95%) Cybersecurity
3 71 (24.74%) Data Science
4 67 (23.34%) Analytics
5 65 (22.65%) Machine Learning
6 63 (21.95%) Decision-Making
7 58 (20.21%) AI
8 56 (19.51%) Visualisation
9 54 (18.82%) Business Intelligence
10 47 (16.38%) Problem-Solving
11 39 (13.59%) Data Analysis
12 36 (12.54%) Data Visualisation
13 35 (12.20%) Computer Science
14 31 (10.80%) Actionable Insight
15 29 (10.10%) Web Development
16 28 (9.76%) Data Modelling
16 28 (9.76%) Mathematics
17 27 (9.41%) Statistics
18 25 (8.71%) Agile
18 25 (8.71%) Data Analytics
Programming Languages
1 266 (92.68%) Python
2 153 (53.31%) JavaScript
3 82 (28.57%) SQL
4 26 (9.06%) Java
5 10 (3.48%) C
5 10 (3.48%) Scala
6 6 (2.09%) C++
6 6 (2.09%) Data Analysis Expressions
6 6 (2.09%) MATLAB
7 4 (1.39%) Bash
7 4 (1.39%) PL/SQL
7 4 (1.39%) PowerShell
7 4 (1.39%) Rust
8 3 (1.05%) VBA
9 1 (0.35%) C#
Qualifications
1 152 (52.96%) Microsoft Certification
2 148 (51.57%) Azure Certification
3 144 (50.17%) AWS Certification
3 144 (50.17%) AWS Certified Cloud Practitioner
4 49 (17.07%) Degree
5 19 (6.62%) Master's Degree
6 16 (5.57%) Security Cleared
7 13 (4.53%) Computer Science Degree
7 13 (4.53%) SC Cleared
8 6 (2.09%) DBS Check
8 6 (2.09%) MBA
9 4 (1.39%) ACCA
9 4 (1.39%) BPSS Clearance
9 4 (1.39%) CIMA
9 4 (1.39%) CISA
9 4 (1.39%) CISSP
10 2 (0.70%) DV Cleared
10 2 (0.70%) Numerate Degree
10 2 (0.70%) PhD
11 1 (0.35%) CFA
Quality Assurance & Compliance
1 25 (8.71%) Data Quality
2 9 (3.14%) ISO/IEC 27001
3 6 (2.09%) Actionable Recommendations
4 5 (1.74%) QA
5 4 (1.39%) IFRS
5 4 (1.39%) PMO
6 3 (1.05%) GDPR
6 3 (1.05%) IFRS 9
7 1 (0.35%) Accessibility
7 1 (0.35%) Basel III
7 1 (0.35%) Disclosure Scotland
7 1 (0.35%) FINRA
7 1 (0.35%) IFRS 17
7 1 (0.35%) Solvency II
System Software
1 11 (3.83%) Docker
2 5 (1.74%) Active Directory
Systems Management
1 10 (3.48%) Kubernetes
2 5 (1.74%) Microsoft Intune
3 4 (1.39%) Nessus
3 4 (1.39%) Nmap
Vendors
1 180 (62.72%) Microsoft
2 22 (7.67%) Databricks
3 19 (6.62%) Google
4 12 (4.18%) Oracle
5 9 (3.14%) CrowdStrike
6 6 (2.09%) Cisco
6 6 (2.09%) OpenAI
7 5 (1.74%) BT
7 5 (1.74%) Foundry
8 4 (1.39%) Alteryx
8 4 (1.39%) Fortinet
8 4 (1.39%) Palo Alto
8 4 (1.39%) Qualtrics
8 4 (1.39%) Red Hat
8 4 (1.39%) SAP
8 4 (1.39%) Splunk
9 3 (1.05%) Informatica
10 2 (0.70%) Civica
10 2 (0.70%) MicroStrategy
10 2 (0.70%) Northgate