R
UK

The table below provides summary statistics for permanent job vacancies requiring R skills. It includes a benchmarking guide to the annual salaries offered in vacancies that cited R over the 6 months leading up to 1 May 2025, comparing them to the same period in the previous two years.

6 months to
1 May 2025
Same period 2024 Same period 2023
Rank 356 388 282
Rank change year-on-year +32 -106 -29
Permanent jobs citing R 397 651 1,318
As % of all permanent jobs advertised in the UK 0.76% 0.66% 1.27%
As % of the Programming Languages category 2.54% 1.96% 2.92%
Number of salaries quoted 265 444 583
10th Percentile £43,500 £35,725 £40,371
25th Percentile £53,750 £45,375 £47,447
Median annual salary (50th Percentile) £62,000 £60,000 £62,500
Median % change year-on-year +3.33% -4.00% +4.17%
75th Percentile £65,000 £85,000 £89,375
90th Percentile £98,084 £122,500 £112,500
UK excluding London median annual salary £62,000 £51,528 £50,238
% change year-on-year +20.32% +2.57% +0.24%

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 15,622 33,278 45,076
As % of all permanent jobs advertised in the UK 30.02% 33.79% 43.37%
Number of salaries quoted 11,533 25,047 28,788
10th Percentile £37,500 £35,000 £38,750
25th Percentile £47,683 £45,000 £49,500
Median annual salary (50th Percentile) £60,000 £60,000 £65,000
Median % change year-on-year - -7.69% +4.00%
75th Percentile £82,500 £77,500 £86,250
90th Percentile £107,250 £100,000 £106,250
UK excluding London median annual salary £55,000 £53,635 £55,000
% change year-on-year +2.54% -2.48% +2.33%

R
Job Vacancy Trend

Job postings citing R as a proportion of all IT jobs advertised.

Job vacancy trend for R in the UK

R
Salary Trend

3-month moving average salary quoted in jobs citing R.

Salary trend for R in the UK

R
Salary Histogram

Salary distribution for jobs citing R over the 6 months to 1 May 2025.

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 1 May 2025. 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 +33 359 £62,000 +3.33% 829
UK excluding London +139 256 £62,000 +20.32% 458
South East +167 142 £62,000 +25.89% 143
London -28 127 £75,000 -6.25% 461
Work from Home +47 95 £62,500 -3.85% 448
North of England +53 35 £62,500 +21.29% 114
Midlands +55 29 £50,000 -9.09% 92
Yorkshire +79 24 £75,000 +45.55% 40
West Midlands +35 22 £45,000 -18.18% 48
South West +88 20 £52,500 -22.22% 31
Wales +58 19 £62,000 +20.32% 7
North West +1 10 £55,000 +18.92% 59
East Midlands +38 7 £82,500 +83.33% 39
Scotland +90 6 £39,000 -18.75% 33
East of England +44 5 £100,000 +45.45% 51
North East +46 1 £50,000 -9.09% 15

R
Co-occurring Skills and Capabilities by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 33 (8.31%) SAS
2 11 (2.77%) Apache Spark
3 6 (1.51%) Apache
4 3 (0.76%) Confluence
5 2 (0.50%) Apache Airflow
5 2 (0.50%) Jupyter
5 2 (0.50%) SharePoint
6 1 (0.25%) nginx
Applications
1 33 (8.31%) Microsoft Excel
2 12 (3.02%) SPSS
3 6 (1.51%) Spreadsheet
3 6 (1.51%) Stata
4 4 (1.01%) Microsoft Office
4 4 (1.01%) Microsoft PowerPoint
5 1 (0.25%) Simulink
5 1 (0.25%) SPSS Modeler
Business Applications
1 3 (0.76%) SAP S/4HANA
2 2 (0.50%) Dynamics CRM
2 2 (0.50%) SAP CO
2 2 (0.50%) SAP FI
2 2 (0.50%) SAP FI/CO
3 1 (0.25%) GoldMine
Cloud Services
1 92 (23.17%) Power Platform
2 79 (19.90%) Azure
3 54 (13.60%) AWS
4 22 (5.54%) GCP
5 15 (3.78%) Azure Synapse Analytics
6 13 (3.27%) Serverless
7 9 (2.27%) Amazon EC2
7 9 (2.27%) IBM Watson
7 9 (2.27%) Snowflake
8 8 (2.02%) Amazon S3
9 7 (1.76%) Azure Data Factory
10 6 (1.51%) Azure DevOps
10 6 (1.51%) Typeform
11 5 (1.26%) Adobe Analytics
11 5 (1.26%) AWS Lambda
12 4 (1.01%) Amazon SageMaker
12 4 (1.01%) Cloud Computing
12 4 (1.01%) GitHub
12 4 (1.01%) Microsoft Purview
13 3 (0.76%) Collibra
Communications & Networking
1 11 (2.77%) VLAN
2 9 (2.27%) Link 16
2 9 (2.27%) Tactical Data Link
3 8 (2.02%) HTTP
3 8 (2.02%) TCP/IP
4 7 (1.76%) Internet
4 7 (1.76%) RS-232
4 7 (1.76%) RS-485
5 5 (1.26%) Firewall
6 4 (1.01%) IPv4
7 3 (0.76%) Network Security
7 3 (0.76%) VPN
8 2 (0.50%) ADSL
8 2 (0.50%) OSPF
8 2 (0.50%) Wireless
9 1 (0.25%) DHCP
9 1 (0.25%) DNS
9 1 (0.25%) LAN
9 1 (0.25%) WAN
9 1 (0.25%) WLAN
Database & Business Intelligence
1 91 (22.92%) Power BI
2 49 (12.34%) Tableau
3 28 (7.05%) Data Warehouse
4 26 (6.55%) Relational Database
5 20 (5.04%) NoSQL
6 17 (4.28%) Data Lake
7 16 (4.03%) Amazon QuickSight
8 13 (3.27%) Hadoop
8 13 (3.27%) SQL Server
9 11 (2.77%) Data Mining
10 9 (2.27%) MySQL
10 9 (2.27%) QlikView
11 8 (2.02%) Big Data
11 8 (2.02%) DynamoDB
12 7 (1.76%) Amazon Redshift
12 7 (1.76%) Power Query
13 6 (1.51%) Metadata
14 5 (1.26%) Apache Hive
14 5 (1.26%) Azure SQL Data Warehouse
14 5 (1.26%) BigQuery
Development Applications
1 118 (29.72%) Rational DOORS
2 16 (4.03%) Git
3 4 (1.01%) JIRA
4 3 (0.76%) MLflow
5 2 (0.50%) Jenkins
5 2 (0.50%) Subversion
6 1 (0.25%) Babel
6 1 (0.25%) GitLab
6 1 (0.25%) gulp
6 1 (0.25%) RStudio
6 1 (0.25%) Visual Studio Code
6 1 (0.25%) webpack
General
1 127 (31.99%) Electronics
2 105 (26.45%) Social Skills
3 93 (23.43%) Analytical Skills
4 78 (19.65%) Finance
5 40 (10.08%) Telecoms
6 33 (8.31%) Marketing
7 26 (6.55%) Retail
8 24 (6.05%) Manufacturing
9 18 (4.53%) Inclusion and Diversity
10 15 (3.78%) Banking
10 15 (3.78%) Military
10 15 (3.78%) Public Sector
11 12 (3.02%) Legal
12 11 (2.77%) Influencing Skills
13 10 (2.52%) Organisational Skills
14 9 (2.27%) Presentation Skills
15 8 (2.02%) Advertising
16 6 (1.51%) Games
17 5 (1.26%) Aerospace
17 5 (1.26%) Pharmaceutical
Job Titles
1 180 (45.34%) Senior
2 127 (31.99%) Systems Engineer
3 118 (29.72%) Senior Systems Engineer
4 72 (18.14%) Analyst
5 45 (11.34%) Data Scientist
6 25 (6.30%) Lead
7 24 (6.05%) Data Engineer
7 24 (6.05%) Senior Analyst
8 21 (5.29%) Data Analyst
9 19 (4.79%) Analytics Manager
10 18 (4.53%) Data Manager
11 16 (4.03%) Risk Manager
12 15 (3.78%) Technology Risk Manager
13 14 (3.53%) Senior Data Scientist
14 12 (3.02%) Audit Manager
15 11 (2.77%) Business Intelligence Analyst
15 11 (2.77%) Data Analytics Manager
15 11 (2.77%) Power BI Analyst
15 11 (2.77%) Senior Business Intelligence Analyst
16 10 (2.52%) Automation Engineer
Libraries, Frameworks & Software Standards
1 15 (3.78%) JSON
1 15 (3.78%) TensorFlow
2 14 (3.53%) scikit-learn
3 12 (3.02%) PyTorch
4 7 (1.76%) NumPy
4 7 (1.76%) Pandas
5 6 (1.51%) CSS
5 6 (1.51%) XML
6 5 (1.26%) Shiny
7 4 (1.01%) .NET
7 4 (1.01%) HTML
7 4 (1.01%) Kafka
7 4 (1.01%) PySpark
7 4 (1.01%) React
8 3 (0.76%) Keras
8 3 (0.76%) Node.js
8 3 (0.76%) OAuth
8 3 (0.76%) Oracle Fusion
8 3 (0.76%) SciPy
8 3 (0.76%) Web Services
Miscellaneous
1 139 (35.01%) Algorithms
2 23 (5.79%) Management Information System
3 18 (4.53%) Product Ownership
4 17 (4.28%) Credit Risk
4 17 (4.28%) Robotics
5 9 (2.27%) Blockchain
6 8 (2.02%) Biopharmaceutical
6 8 (2.02%) Market Risk
6 8 (2.02%) SCADA
6 8 (2.02%) Self-Motivation
7 7 (1.76%) Distributed Systems
8 6 (1.51%) Hybrid Cloud
9 5 (1.26%) Analytical Mindset
10 4 (1.01%) Data Structures
10 4 (1.01%) Public Cloud
11 3 (0.76%) Cyber Defence
11 3 (0.76%) Onboarding
12 2 (0.50%) Autonomous Agent
12 2 (0.50%) IoT
12 2 (0.50%) Multi-touch
Operating Systems
1 24 (6.05%) Linux
2 10 (2.52%) Windows
3 3 (0.76%) Red Hat Enterprise Linux
4 2 (0.50%) VMS
5 1 (0.25%) Ubuntu
5 1 (0.25%) Windows 7
5 1 (0.25%) Windows Server
5 1 (0.25%) Windows Server 2008
Processes & Methodologies
1 160 (40.30%) Mentoring
2 132 (33.25%) Stakeholder Engagement
3 126 (31.74%) Analytics
4 119 (29.97%) Systems Engineering
4 119 (29.97%) Technical Leadership
5 118 (29.72%) Signal Processing
6 99 (24.94%) Data Science
7 93 (23.43%) Business Intelligence
8 83 (20.91%) Visualisation
9 78 (19.65%) Machine Learning
10 66 (16.62%) Data Visualisation
11 64 (16.12%) Agile
12 63 (15.87%) Artificial Intelligence
13 61 (15.37%) Actionable Insight
13 61 (15.37%) Statistics
14 53 (13.35%) Decision-Making
15 52 (13.10%) Data Analysis
16 47 (11.84%) Computer Science
16 47 (11.84%) Problem-Solving
17 45 (11.34%) Mathematics
Programming Languages
1 215 (54.16%) Python
2 163 (41.06%) SQL
3 28 (7.05%) MATLAB
4 24 (6.05%) Java
5 23 (5.79%) C
6 22 (5.54%) C++
7 13 (3.27%) Data Analysis Expressions
8 9 (2.27%) JavaScript
9 8 (2.02%) C#
9 8 (2.02%) PowerShell
10 7 (1.76%) Perl
11 6 (1.51%) Bash
11 6 (1.51%) VBA
12 5 (1.26%) Scala
13 4 (1.01%) Julia
14 3 (0.76%) PHP
15 2 (0.50%) TypeScript
16 1 (0.25%) Fortran
16 1 (0.25%) PL/SQL
16 1 (0.25%) Rust
Qualifications
1 118 (29.72%) BPSS Clearance
2 90 (22.67%) Degree
3 26 (6.55%) DBS Check
4 21 (5.29%) Security Cleared
5 18 (4.53%) Master's Degree
6 16 (4.03%) Computer Science Degree
7 15 (3.78%) Cisco Certification
8 12 (3.02%) CISM
8 12 (3.02%) Numerate Degree
9 10 (2.52%) CompTIA Security+
10 9 (2.27%) CCNP
10 9 (2.27%) CISSP
10 9 (2.27%) PhD
11 8 (2.02%) CCNA
11 8 (2.02%) SC Cleared
12 7 (1.76%) GSEC
12 7 (1.76%) SSCP
13 6 (1.51%) CCSP
13 6 (1.51%) CISA
13 6 (1.51%) CRISC
Quality Assurance & Compliance
1 118 (29.72%) ISO/IEC 15288
2 21 (5.29%) Data Quality
3 16 (4.03%) IFRS
3 16 (4.03%) IFRS 9
4 13 (3.27%) GDPR
5 10 (2.52%) ISO/IEC 27001
6 8 (2.02%) PCI DSS
6 8 (2.02%) SLA
7 7 (1.76%) Basel II
7 7 (1.76%) Basel III
7 7 (1.76%) Dodd-Frank
7 7 (1.76%) MIL-STD-1553
8 6 (1.51%) NIST
8 6 (1.51%) SOC 2
9 4 (1.01%) Actionable Recommendations
10 3 (0.76%) Cyber Essentials
10 3 (0.76%) GRC
10 3 (0.76%) QA
10 3 (0.76%) Sarbanes-Oxley
11 2 (0.50%) Accessibility
System Software
1 8 (2.02%) Docker
2 2 (0.50%) HDFS
3 1 (0.25%) Firmware
3 1 (0.25%) Virtual Machines
3 1 (0.25%) VMware Infrastructure
Systems Management
1 5 (1.26%) Kubernetes
2 4 (1.01%) Ansible
2 4 (1.01%) Puppet
3 3 (0.76%) Kubeflow
4 2 (0.50%) Kibana
4 2 (0.50%) Terraform
5 1 (0.25%) Bugsnag
5 1 (0.25%) Grafana
5 1 (0.25%) Prometheus
Vendors
1 127 (31.99%) IBM
2 54 (13.60%) Microsoft
3 35 (8.82%) Databricks
4 21 (5.29%) Oracle
5 13 (3.27%) Google
6 7 (1.76%) VMware
7 6 (1.51%) SAP
8 5 (1.26%) Adobe
8 5 (1.26%) Intel
8 5 (1.26%) Salesforce
8 5 (1.26%) Vertica
9 4 (1.01%) TikTok
10 3 (0.76%) Alteryx
10 3 (0.76%) Informatica
10 3 (0.76%) Red Hat
11 2 (0.50%) Apple
11 2 (0.50%) BMC
11 2 (0.50%) CA Agile Central
11 2 (0.50%) Cisco
11 2 (0.50%) Genesys