PyTorch
UK

The table below provides summary statistics and salary benchmarking for jobs requiring PyTorch skills. It covers permanent job vacancies from the 6 months leading up to 11 October 2026, with comparisons to the same periods in the previous two years.

6 months to
11 Oct 2026
Same period 2025 Same period 2024
Rank 610 552 642
Rank change year-on-year -58 +90 -2
Permanent jobs citing PyTorch 200 125 107
As % of all permanent jobs in the UK 0.17% 0.25% 0.15%
As % of the Libraries, Frameworks & Software Standards category 1.69% 1.50% 0.68%
Number of salaries quoted 70 52 66
10th Percentile £46,250 £47,750 £46,875
25th Percentile £60,000 £59,688 £59,563
Median annual salary (50th Percentile) £85,000 £72,500 £83,750
Median % change year-on-year +17.24% -13.43% +13.95%
75th Percentile £105,000 £97,500 £105,000
90th Percentile £120,000 £115,000 £120,000
UK excluding London median annual salary £70,000 £62,500 £62,500
% change year-on-year +12.00% - -

All Software Libraries and Frameworks
UK

PyTorch falls under the Software Libraries and Frameworks category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring technical specification, industry standards, software libraries and framework skills.

Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 11,858 8,333 15,744
As % of all permanent jobs advertised in the UK 10.03% 16.88% 21.78%
Number of salaries quoted 8,350 5,306 9,754
10th Percentile £42,500 £38,750 £40,000
25th Percentile £51,250 £51,250 £48,750
Median annual salary (50th Percentile) £67,500 £69,192 £65,000
Median % change year-on-year -2.45% +6.45% -3.70%
75th Percentile £87,438 £87,500 £85,000
90th Percentile £100,000 £115,000 £110,000
UK excluding London median annual salary £60,000 £60,000 £57,500
% change year-on-year - +4.35% -3.40%

PyTorch
Job Vacancy Trend

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

PyTorch job vacancy trend in the UK

PyTorch
Salary Trend

Salary distribution trend for jobs in the UK citing PyTorch.

Salary distribution trend for jobs in the UK citing PyTorch

PyTorch
Salary Histogram

Salary distribution for jobs citing PyTorch over the 6 months to 11 October 2026.

Salary histogram for PyTorch in the UK

PyTorch
Top 16 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing PyTorch within the UK over the 6 months to 11 October 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 -84 175 £85,000 +17.24% 558
London -22 96 £90,000 - 415
UK excluding London -95 87 £70,000 +12.00% 157
Work from Home +23 79 £110,000 +25.71% 197
Midlands -24 33 £41,000 -32.23% 18
East Midlands -6 27 £38,000 - 9
East of England -37 16 £100,000 +42.86% 40
South West -64 13 £87,500 +18.64% 27
South East -54 11 £66,250 +32.50% 19
West Midlands -47 6 £145,000 +139.67% 9
Wales -70 5 £65,000 - 4
Scotland +13 4 - - 20
North of England -77 3 £85,800 +56.00% 27
North West -29 2 £70,000 +30.23% 20
Northern Ireland - 2 - - 3
Yorkshire -46 1 £85,800 +20.85% 6

PyTorch
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 3 (1.50%) Apache Spark
2 1 (0.50%) Apache Airflow
2 1 (0.50%) Confluence
Applications
1 6 (3.00%) Chatbot
2 4 (2.00%) Simulink
Business Applications
1 1 (0.50%) Actimize
Cloud Services
1 86 (43.00%) AWS
2 80 (40.00%) Azure
3 59 (29.50%) GCP
4 11 (5.50%) Amazon S3
4 11 (5.50%) AWS Lambda
4 11 (5.50%) Azure Machine Learning
4 11 (5.50%) Serverless
5 10 (5.00%) Power Platform
6 7 (3.50%) Amazon SageMaker
7 6 (3.00%) Amazon Bedrock
7 6 (3.00%) Azure AI
7 6 (3.00%) SaaS
8 5 (2.50%) GitHub
8 5 (2.50%) PaaS
9 4 (2.00%) Slack
9 4 (2.00%) Snowflake
10 3 (1.50%) Amazon OpenSearch
10 3 (1.50%) Anthropic Claude
10 3 (1.50%) Google Gemini
10 3 (1.50%) Vertex AI
Communications & Networking
1 12 (6.00%) Broadband
2 1 (0.50%) DHCP
2 1 (0.50%) DNS
2 1 (0.50%) Kerberos
2 1 (0.50%) Remote Desktop
Database & Business Intelligence
1 14 (7.00%) NoSQL
2 13 (6.50%) Big Data
3 10 (5.00%) Power BI
4 9 (4.50%) Metadata
4 9 (4.50%) Tableau
5 5 (2.50%) Data Lake
5 5 (2.50%) Data Mining
5 5 (2.50%) MongoDB
5 5 (2.50%) Oracle BI EE
5 5 (2.50%) QlikView
6 4 (2.00%) Pinecone
6 4 (2.00%) PostgreSQL
7 2 (1.00%) Geospatial Data
7 2 (1.00%) MySQL
7 2 (1.00%) Neo4j
7 2 (1.00%) Redis
7 2 (1.00%) Relational Database
8 1 (0.50%) Amazon Redshift
8 1 (0.50%) Data Warehouse
8 1 (0.50%) SQLPlus
Development Applications
1 9 (4.50%) MLflow
2 6 (3.00%) Git
3 4 (2.00%) GitLab
4 1 (0.50%) Jenkins
4 1 (0.50%) JIRA
4 1 (0.50%) NUnit
4 1 (0.50%) Yeoman
General
1 78 (39.00%) Finance
2 51 (25.50%) Social Skills
3 35 (17.50%) Banking
4 33 (16.50%) Analytical Skills
5 31 (15.50%) Inclusion and Diversity
6 25 (12.50%) Law
7 19 (9.50%) Marketing
8 12 (6.00%) Legal
9 9 (4.50%) Aerospace
9 9 (4.50%) Public Sector
10 6 (3.00%) Organisational Skills
11 4 (2.00%) Private Banking
12 3 (1.50%) Electronics
12 3 (1.50%) Military
12 3 (1.50%) Telecoms
13 2 (1.00%) Aviation
13 2 (1.00%) Financial Institution
13 2 (1.00%) Manufacturing
13 2 (1.00%) Presentation Skills
13 2 (1.00%) Public Speaking
Job Titles
1 67 (33.50%) Lead
2 40 (20.00%) Data Scientist
3 30 (15.00%) Senior Data Scientist
4 28 (14.00%) Machine Learning Engineer
5 26 (13.00%) Artificial Intelligence Engineer
5 26 (13.00%) Lead Data Scientist
5 26 (13.00%) Software Engineer
6 20 (10.00%) Developer
6 20 (10.00%) Senior
7 18 (9.00%) Machine Learning Scientist
8 13 (6.50%) Lead Developer
9 10 (5.00%) Research Scientist
10 9 (4.50%) Data Engineer
11 6 (3.00%) Architect
11 6 (3.00%) Principal Engineer
12 5 (2.50%) Python Engineer
13 4 (2.00%) Java Engineer
13 4 (2.00%) Senior Architect
13 4 (2.00%) Systems Engineer
14 3 (1.50%) Solutions Architect
Libraries, Frameworks & Software Standards
1 160 (80.00%) TensorFlow
2 61 (30.50%) scikit-learn
3 39 (19.50%) LangChain
4 38 (19.00%) Hugging Face
5 27 (13.50%) LangGraph
6 23 (11.50%) Google JAX
6 23 (11.50%) JAX
7 13 (6.50%) NumPy
8 12 (6.00%) Pandas
9 11 (5.50%) REST
10 10 (5.00%) Kafka
11 7 (3.50%) Keras
12 6 (3.00%) FastAPI
12 6 (3.00%) LlamaIndex
12 6 (3.00%) ONNX
12 6 (3.00%) OpenCV
12 6 (3.00%) Spring
12 6 (3.00%) Spring Boot
13 5 (2.50%) Node.js
13 5 (2.50%) RabbitMQ
Miscellaneous
1 41 (20.50%) Cloud Native
2 31 (15.50%) Algorithms
3 24 (12.00%) AI Agents
4 19 (9.50%) Product Ownership
5 16 (8.00%) Distributed Systems
6 12 (6.00%) Video\Live Streaming
7 11 (5.50%) Mobile Banking
8 7 (3.50%) Robotics
9 5 (2.50%) Blog
9 5 (2.50%) Public Cloud
9 5 (2.50%) Reference Data
10 4 (2.00%) Analytical Mindset
10 4 (2.00%) Embedded Systems
10 4 (2.00%) Over-the-Top Content
11 3 (1.50%) Enterprise Software
12 2 (1.00%) CUDA
12 2 (1.00%) Data Structures
12 2 (1.00%) Greenfield Project
12 2 (1.00%) Legacy Systems
12 2 (1.00%) Stable Diffusion
Operating Systems
1 1 (0.50%) Android
1 1 (0.50%) Apple iOS
1 1 (0.50%) CentOS
1 1 (0.50%) Debian
1 1 (0.50%) Linux
1 1 (0.50%) macOS
1 1 (0.50%) Unix
1 1 (0.50%) Windows
1 1 (0.50%) Windows 10
Processes & Methodologies
1 200 (100.00%) Machine Learning
2 152 (76.00%) AI
3 111 (55.50%) Data Science
4 99 (49.50%) LLM
5 92 (46.00%) Software Engineering
6 78 (39.00%) Deep Learning
7 77 (38.50%) Generative AI
8 73 (36.50%) MLOps
9 71 (35.50%) Mentoring
10 65 (32.50%) Roadmaps
11 59 (29.50%) Statistics
12 52 (26.00%) CI/CD
13 49 (24.50%) Actionable Insight
14 46 (23.00%) Natural Language Processing
15 45 (22.50%) Computer Science
16 44 (22.00%) Decision-Making
17 42 (21.00%) Problem-Solving
17 42 (21.00%) Retrieval-Augmented Generation
18 37 (18.50%) Prompt Engineering
19 36 (18.00%) Technical Leadership
Programming Languages
1 177 (88.50%) Python
2 65 (32.50%) SQL
3 21 (10.50%) Java
4 16 (8.00%) C++
5 9 (4.50%) C
6 8 (4.00%) R
7 4 (2.00%) JavaScript
7 4 (2.00%) MATLAB
8 2 (1.00%) C#
8 2 (1.00%) Scala
9 1 (0.50%) Fortran
9 1 (0.50%) Gremlin
9 1 (0.50%) PowerShell
9 1 (0.50%) Shell Script
Qualifications
1 64 (32.00%) Degree
2 37 (18.50%) PhD
3 29 (14.50%) Security Cleared
4 17 (8.50%) Master's Degree
5 15 (7.50%) SC Cleared
6 13 (6.50%) Computer Science Degree
7 7 (3.50%) DV Cleared
8 3 (1.50%) BPSS Clearance
9 1 (0.50%) AWS Certification
9 1 (0.50%) AWS Certified Solutions Architect
9 1 (0.50%) CISSP
9 1 (0.50%) Microsoft Certified Professional
Quality Assurance & Compliance
1 8 (4.00%) Data Quality
2 5 (2.50%) Accessibility
3 2 (1.00%) EU AI Act
3 2 (1.00%) GDPR
3 2 (1.00%) ISO/IEC 42001
4 1 (0.50%) Cyber Essentials
4 1 (0.50%) ISO/IEC 27001
4 1 (0.50%) QA
System Software
1 26 (13.00%) Docker
2 1 (0.50%) Active Directory
2 1 (0.50%) Ceph
2 1 (0.50%) Lustre
2 1 (0.50%) NFS
2 1 (0.50%) Samba
2 1 (0.50%) Slurm Workload Manager
Systems Management
1 26 (13.00%) Kubernetes
2 8 (4.00%) Kubeflow
3 3 (1.50%) Ansible
3 3 (1.50%) Grafana
3 3 (1.50%) Prometheus
4 1 (0.50%) Argo
4 1 (0.50%) Oracle ZFS
Vendors
1 24 (12.00%) OpenAI
2 16 (8.00%) Microsoft
3 11 (5.50%) Databricks
3 11 (5.50%) Google
4 3 (1.50%) Foundry
5 2 (1.00%) Thales
5 2 (1.00%) Workday
6 1 (0.50%) Apple
6 1 (0.50%) Mistral
6 1 (0.50%) Red Hat