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 6 August 2026, with comparisons to the same periods in the previous two years.

6 months to
6 Aug 2026
Same period 2025 Same period 2024
Rank 557 562 700
Rank change year-on-year +5 +138 +13
Permanent jobs citing PyTorch 238 133 117
As % of all permanent jobs in the UK 0.23% 0.27% 0.14%
As % of the Libraries, Frameworks & Software Standards category 2.24% 1.54% 0.72%
Number of salaries quoted 69 60 71
10th Percentile £46,000 £45,000 £50,000
25th Percentile £58,750 £58,125 £61,625
Median annual salary (50th Percentile) £85,800 £82,500 £75,000
Median % change year-on-year +4.00% +10.00% +1.69%
75th Percentile £111,250 £105,938 £103,125
90th Percentile £137,500 £120,000 £120,000
UK excluding London median annual salary £65,000 £64,000 £70,000
% change year-on-year +1.56% -8.57% -

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 10,634 8,624 16,203
As % of all permanent jobs advertised in the UK 10.16% 17.39% 19.36%
Number of salaries quoted 7,827 5,636 11,658
10th Percentile £41,150 £37,500 £37,500
25th Percentile £50,000 £50,000 £46,250
Median annual salary (50th Percentile) £65,000 £67,500 £61,500
Median % change year-on-year -3.70% +9.76% -8.89%
75th Percentile £85,000 £87,500 £81,250
90th Percentile £100,000 £112,500 £107,500
UK excluding London median annual salary £60,000 £60,000 £55,000
% change year-on-year - +9.09% -4.35%

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 6 August 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 6 August 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 -24 191 £87,500 +6.06% 336
London +8 110 £102,500 +9.33% 237
UK excluding London -71 94 £65,000 +1.56% 119
Work from Home +16 86 £95,400 +31.59% 120
Midlands -11 35 £45,500 -32.59% 11
East Midlands +12 33 £38,000 -47.59% 1
East of England -26 19 £100,000 +56.25% 29
South West -59 11 £60,000 +20.00% 19
South East -49 9 £62,500 -37.50% 27
North of England -45 7 £102,500 +60.16% 17
Scotland +28 5 £58,565 - 6
North West -7 5 £102,500 +86.36% 16
Wales -49 5 £65,000 - 6
Northern Ireland - 3 - - 5
Yorkshire -27 2 £85,800 +28.06% 1
West Midlands -30 2 £97,500 +61.16% 10

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 30 (12.61%) Apache Airflow
2 25 (10.50%) Apache Spark
3 20 (8.40%) ArcGIS
4 1 (0.42%) Apache
Applications
1 6 (2.52%) Chatbot
2 1 (0.42%) Microsoft Excel
2 1 (0.42%) Microsoft Office
2 1 (0.42%) Microsoft PowerPoint
2 1 (0.42%) Simulink
2 1 (0.42%) Trello
Cloud Services
1 124 (52.10%) AWS
2 117 (49.16%) Azure
3 75 (31.51%) GCP
4 34 (14.29%) Power Platform
5 28 (11.76%) Snowflake
6 23 (9.66%) Azure Synapse Analytics
6 23 (9.66%) dbt
7 12 (5.04%) Azure Machine Learning
7 12 (5.04%) Serverless
8 9 (3.78%) Amazon S3
8 9 (3.78%) AWS Lambda
9 8 (3.36%) Amazon Bedrock
10 7 (2.94%) Anthropic Claude
10 7 (2.94%) SaaS
11 6 (2.52%) Amazon OpenSearch
11 6 (2.52%) Amazon SageMaker
11 6 (2.52%) Azure AI
11 6 (2.52%) GitHub
11 6 (2.52%) Slack
12 5 (2.10%) Prefect
Communications & Networking
1 22 (9.24%) Broadband
Database & Business Intelligence
1 32 (13.45%) Power BI
2 26 (10.92%) Tableau
3 24 (10.08%) Amazon Redshift
3 24 (10.08%) Data Warehouse
4 23 (9.66%) BigQuery
4 23 (9.66%) Data Lake
4 23 (9.66%) Elasticsearch
4 23 (9.66%) Looker
4 23 (9.66%) Snowflake Schema
5 21 (8.82%) GIS
5 21 (8.82%) QGIS
5 21 (8.82%) Spatial Data
6 13 (5.46%) Metadata
7 9 (3.78%) Pinecone
8 8 (3.36%) NoSQL
9 5 (2.10%) MongoDB
10 4 (1.68%) Big Data
10 4 (1.68%) PostgreSQL
10 4 (1.68%) Weaviate
11 3 (1.26%) Relational Database
Development Applications
1 35 (14.71%) MLflow
2 17 (7.14%) Git
3 9 (3.78%) GitLab
4 2 (0.84%) Jenkins
5 1 (0.42%) JIRA
5 1 (0.42%) NUnit
5 1 (0.42%) Poetry
5 1 (0.42%) Yeoman
General
1 66 (27.73%) Analytical Skills
1 66 (27.73%) Finance
2 46 (19.33%) Social Skills
3 25 (10.50%) Banking
4 24 (10.08%) Inclusion and Diversity
5 19 (7.98%) Law
6 13 (5.46%) Marketing
7 10 (4.20%) Public Sector
8 7 (2.94%) Retail
9 6 (2.52%) Pharmaceutical
10 4 (1.68%) Private Banking
11 3 (1.26%) Aerospace
12 2 (0.84%) Advertising
12 2 (0.84%) Electronics
12 2 (0.84%) Legal
12 2 (0.84%) Military
12 2 (0.84%) Public Speaking
13 1 (0.42%) French Language
13 1 (0.42%) Investment Banking
13 1 (0.42%) Telecoms
Job Titles
1 62 (26.05%) Lead
2 52 (21.85%) Data Scientist
3 43 (18.07%) Senior
4 35 (14.71%) Senior Data Scientist
5 30 (12.61%) Developer
6 28 (11.76%) Lead Data Scientist
7 27 (11.34%) Systems Engineer
8 24 (10.08%) Consultant
8 24 (10.08%) Senior Systems Engineer
9 21 (8.82%) Artificial Intelligence Consultant
9 21 (8.82%) Machine Learning Engineer
9 21 (8.82%) Machine Learning Scientist
10 20 (8.40%) Artificial Intelligence Engineer
10 20 (8.40%) Machine Learning Consultant
10 20 (8.40%) Spatial Consultant
11 19 (7.98%) Software Engineer
12 13 (5.46%) Lead Developer
13 9 (3.78%) Architect
13 9 (3.78%) Python Developer
13 9 (3.78%) Research Scientist
Libraries, Frameworks & Software Standards
1 168 (70.59%) TensorFlow
2 87 (36.55%) scikit-learn
3 58 (24.37%) LangChain
4 39 (16.39%) Hugging Face
5 34 (14.29%) Kafka
6 32 (13.45%) LlamaIndex
7 25 (10.50%) pgvector
8 23 (9.66%) Pandas
9 22 (9.24%) LangGraph
10 18 (7.56%) Google JAX
10 18 (7.56%) JAX
10 18 (7.56%) NumPy
11 13 (5.46%) REST
12 10 (4.20%) OpenCV
13 9 (3.78%) XGBoost
14 8 (3.36%) RabbitMQ
15 7 (2.94%) SciPy
16 6 (2.52%) AngularJS
16 6 (2.52%) Node.js
16 6 (2.52%) RESTful
Miscellaneous
1 54 (22.69%) Cloud Native
2 52 (21.85%) Algorithms
3 27 (11.34%) AI Agents
4 24 (10.08%) Clustering
5 23 (9.66%) Public Cloud
6 20 (8.40%) Distributed Systems
7 18 (7.56%) Video\Live Streaming
8 12 (5.04%) Product Ownership
9 8 (3.36%) Mobile Banking
10 6 (2.52%) Over-the-Top Content
11 5 (2.10%) Robotics
12 4 (1.68%) Embedded Systems
12 4 (1.68%) Enterprise Software
13 3 (1.26%) Analytical Mindset
13 3 (1.26%) CUDA
13 3 (1.26%) Greenfield Project
14 2 (0.84%) Blog
14 2 (0.84%) Data Structures
14 2 (0.84%) Legacy Systems
14 2 (0.84%) Stable Diffusion
Operating Systems
1 5 (2.10%) Linux
2 1 (0.42%) Android
2 1 (0.42%) Apple iOS
Processes & Methodologies
1 232 (97.48%) Machine Learning
2 185 (77.73%) AI
3 153 (64.29%) Data Science
4 101 (42.44%) Generative AI
5 92 (38.66%) LLM
6 84 (35.29%) Software Engineering
7 76 (31.93%) MLOps
8 72 (30.25%) Analytics
9 70 (29.41%) Deep Learning
9 70 (29.41%) Mentoring
10 69 (28.99%) Statistics
11 64 (26.89%) Retrieval-Augmented Generation
12 61 (25.63%) Roadmaps
13 60 (25.21%) Feature Engineering
14 58 (24.37%) Prompt Engineering
15 57 (23.95%) CI/CD
15 57 (23.95%) Technical Leadership
16 56 (23.53%) Predictive Modelling
17 55 (23.11%) Data Pipeline
17 55 (23.11%) Use Case
Programming Languages
1 222 (93.28%) Python
2 83 (34.87%) SQL
3 14 (5.88%) C++
3 14 (5.88%) Java
4 9 (3.78%) JavaScript
5 5 (2.10%) C
6 3 (1.26%) R
7 2 (0.84%) C#
8 1 (0.42%) Haskell
8 1 (0.42%) MATLAB
8 1 (0.42%) OCaml
8 1 (0.42%) Rust
8 1 (0.42%) Scala
Qualifications
1 59 (24.79%) Degree
2 29 (12.18%) PhD
3 23 (9.66%) Security Cleared
4 18 (7.56%) Master's Degree
5 8 (3.36%) Computer Science Degree
6 7 (2.94%) DV Cleared
7 6 (2.52%) DBS Check
7 6 (2.52%) SC Cleared
8 3 (1.26%) Postgraduate
9 2 (0.84%) BPSS Clearance
10 1 (0.42%) AWS Certification
10 1 (0.42%) AWS Certified Solutions Architect
10 1 (0.42%) Azure Certification
10 1 (0.42%) Microsoft Certification
10 1 (0.42%) Microsoft Certified Professional
Quality Assurance & Compliance
1 24 (10.08%) Accessibility
2 23 (9.66%) California Consumer Privacy Act
2 23 (9.66%) GDPR
3 21 (8.82%) QA
4 2 (0.84%) Data Quality
4 2 (0.84%) ISO/IEC 42001
5 1 (0.42%) Cyber Essentials
5 1 (0.42%) ISO/IEC 27001
System Software
1 31 (13.03%) Docker
Systems Management
1 28 (11.76%) Kubernetes
2 11 (4.62%) Kubeflow
3 8 (3.36%) Terraform
4 7 (2.94%) Grafana
5 6 (2.52%) Ansible
5 6 (2.52%) Prometheus
6 3 (1.26%) Argo
Vendors
1 41 (17.23%) Databricks
2 23 (9.66%) Cloudera
2 23 (9.66%) Dell
2 23 (9.66%) OpenAI
3 19 (7.98%) Google
4 15 (6.30%) Microsoft
5 3 (1.26%) Foundry
6 2 (0.84%) Workday
7 1 (0.42%) Cognizant
7 1 (0.42%) Dataiku
7 1 (0.42%) DataRobot
7 1 (0.42%) Oracle