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

6 months to
7 Aug 2026
Same period 2025 Same period 2024
Rank 551 548 711
Rank change year-on-year -3 +163 -2
Permanent jobs citing PyTorch 240 134 119
As % of all permanent jobs in the UK 0.23% 0.27% 0.14%
As % of the Libraries, Frameworks & Software Standards category 2.25% 1.56% 0.74%
Number of salaries quoted 71 61 73
10th Percentile £46,250 £45,000 £50,250
25th Percentile £56,152 £58,750 £62,000
Median annual salary (50th Percentile) £85,000 £85,000 £75,000
Median % change year-on-year - +13.33% +1.69%
75th Percentile £110,000 £108,750 £102,500
90th Percentile £137,500 £120,000 £119,000
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 10,659 8,617 16,134
As % of all permanent jobs advertised in the UK 10.15% 17.37% 19.33%
Number of salaries quoted 7,829 5,629 11,599
10th Percentile £40,500 £37,500 £37,500
25th Percentile £50,000 £50,000 £46,263
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 7 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 7 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 -29 193 £85,800 +0.94% 333
London +27 110 £102,500 +7.89% 233
UK excluding London -62 95 £65,000 +1.56% 120
Work from Home +33 87 £105,000 +40.00% 118
Midlands -8 35 £45,500 -32.59% 11
East Midlands +1 33 £38,000 -47.59% 1
East of England -27 20 £100,000 +56.25% 29
South West -61 11 £60,000 +20.00% 19
South East -36 9 £62,500 -37.50% 27
North of England -58 7 £102,500 +60.16% 18
Scotland +19 5 £58,565 - 6
North West -14 5 £102,500 +86.36% 17
Wales -56 5 £65,000 - 6
Northern Ireland - 3 - - 5
Yorkshire -26 2 £85,800 +28.06% 1
West Midlands -34 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 (12.50%) Apache Airflow
2 25 (10.42%) Apache Spark
3 20 (8.33%) ArcGIS
4 1 (0.42%) Apache
Applications
1 6 (2.50%) 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 (51.67%) AWS
2 117 (48.75%) Azure
3 75 (31.25%) GCP
4 34 (14.17%) Power Platform
5 28 (11.67%) Snowflake
6 23 (9.58%) Azure Synapse Analytics
6 23 (9.58%) dbt
7 12 (5.00%) Azure Machine Learning
7 12 (5.00%) Serverless
8 9 (3.75%) Amazon S3
8 9 (3.75%) AWS Lambda
9 8 (3.33%) Amazon Bedrock
10 7 (2.92%) Anthropic Claude
10 7 (2.92%) SaaS
11 6 (2.50%) Amazon OpenSearch
11 6 (2.50%) Amazon SageMaker
11 6 (2.50%) Azure AI
11 6 (2.50%) Slack
12 5 (2.08%) GitHub
12 5 (2.08%) Prefect
Communications & Networking
1 22 (9.17%) Broadband
Database & Business Intelligence
1 32 (13.33%) Power BI
2 26 (10.83%) Tableau
3 24 (10.00%) Amazon Redshift
3 24 (10.00%) Data Warehouse
4 23 (9.58%) BigQuery
4 23 (9.58%) Data Lake
4 23 (9.58%) Elasticsearch
4 23 (9.58%) Looker
4 23 (9.58%) Snowflake Schema
5 21 (8.75%) GIS
5 21 (8.75%) QGIS
5 21 (8.75%) Spatial Data
6 13 (5.42%) Metadata
7 9 (3.75%) Pinecone
8 8 (3.33%) NoSQL
9 5 (2.08%) MongoDB
10 4 (1.67%) Big Data
10 4 (1.67%) PostgreSQL
10 4 (1.67%) Weaviate
11 3 (1.25%) Relational Database
Development Applications
1 35 (14.58%) MLflow
2 17 (7.08%) Git
3 8 (3.33%) GitLab
4 2 (0.83%) Jenkins
5 1 (0.42%) JIRA
5 1 (0.42%) NUnit
5 1 (0.42%) Poetry
5 1 (0.42%) Yeoman
General
1 66 (27.50%) Analytical Skills
1 66 (27.50%) Finance
2 47 (19.58%) Social Skills
3 25 (10.42%) Banking
4 24 (10.00%) Inclusion and Diversity
5 19 (7.92%) Law
6 13 (5.42%) Marketing
7 10 (4.17%) Public Sector
8 7 (2.92%) Retail
9 6 (2.50%) Pharmaceutical
10 4 (1.67%) Private Banking
11 3 (1.25%) Aerospace
12 2 (0.83%) Electronics
12 2 (0.83%) Legal
12 2 (0.83%) Military
12 2 (0.83%) Public Speaking
13 1 (0.42%) Advertising
13 1 (0.42%) Financial Institution
13 1 (0.42%) French Language
13 1 (0.42%) Telecoms
Job Titles
1 61 (25.42%) Lead
2 52 (21.67%) Data Scientist
3 43 (17.92%) Senior
4 35 (14.58%) Senior Data Scientist
5 30 (12.50%) Developer
6 28 (11.67%) Lead Data Scientist
7 27 (11.25%) Systems Engineer
8 25 (10.42%) Consultant
9 24 (10.00%) Senior Systems Engineer
10 22 (9.17%) Artificial Intelligence Consultant
10 22 (9.17%) Machine Learning Engineer
11 21 (8.75%) Artificial Intelligence Engineer
11 21 (8.75%) Machine Learning Consultant
11 21 (8.75%) Machine Learning Scientist
12 20 (8.33%) Spatial Consultant
13 19 (7.92%) Software Engineer
14 13 (5.42%) Lead Developer
15 9 (3.75%) Architect
15 9 (3.75%) Python Developer
15 9 (3.75%) Research Scientist
Libraries, Frameworks & Software Standards
1 169 (70.42%) TensorFlow
2 87 (36.25%) scikit-learn
3 58 (24.17%) LangChain
4 39 (16.25%) Hugging Face
5 34 (14.17%) Kafka
6 32 (13.33%) LlamaIndex
7 25 (10.42%) pgvector
8 23 (9.58%) Pandas
9 22 (9.17%) LangGraph
10 20 (8.33%) Google JAX
10 20 (8.33%) JAX
11 19 (7.92%) NumPy
12 13 (5.42%) REST
13 10 (4.17%) OpenCV
14 9 (3.75%) XGBoost
15 8 (3.33%) RabbitMQ
16 7 (2.92%) SciPy
17 6 (2.50%) AngularJS
17 6 (2.50%) Node.js
17 6 (2.50%) RESTful
Miscellaneous
1 53 (22.08%) Algorithms
1 53 (22.08%) Cloud Native
2 27 (11.25%) AI Agents
3 24 (10.00%) Clustering
4 23 (9.58%) Public Cloud
5 19 (7.92%) Distributed Systems
6 18 (7.50%) Video\Live Streaming
7 12 (5.00%) Product Ownership
8 8 (3.33%) Mobile Banking
9 6 (2.50%) Over-the-Top Content
10 4 (1.67%) Embedded Systems
10 4 (1.67%) Enterprise Software
10 4 (1.67%) Robotics
11 3 (1.25%) Analytical Mindset
11 3 (1.25%) CUDA
11 3 (1.25%) Greenfield Project
12 2 (0.83%) Blog
12 2 (0.83%) Data Structures
12 2 (0.83%) Legacy Systems
12 2 (0.83%) Stable Diffusion
Operating Systems
1 5 (2.08%) Linux
2 1 (0.42%) Android
2 1 (0.42%) Apple iOS
Processes & Methodologies
1 234 (97.50%) Machine Learning
2 187 (77.92%) AI
3 154 (64.17%) Data Science
4 102 (42.50%) Generative AI
5 92 (38.33%) LLM
6 85 (35.42%) Software Engineering
7 75 (31.25%) MLOps
8 73 (30.42%) Analytics
9 72 (30.00%) Deep Learning
10 70 (29.17%) Mentoring
11 69 (28.75%) Statistics
12 64 (26.67%) Retrieval-Augmented Generation
13 61 (25.42%) Roadmaps
14 60 (25.00%) Feature Engineering
15 58 (24.17%) Prompt Engineering
16 57 (23.75%) Technical Leadership
17 56 (23.33%) CI/CD
17 56 (23.33%) Predictive Modelling
18 55 (22.92%) Data Pipeline
18 55 (22.92%) Use Case
Programming Languages
1 224 (93.33%) Python
2 83 (34.58%) SQL
3 14 (5.83%) C++
3 14 (5.83%) Java
4 9 (3.75%) JavaScript
5 5 (2.08%) C
6 3 (1.25%) R
7 2 (0.83%) 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 61 (25.42%) Degree
2 31 (12.92%) PhD
3 25 (10.42%) Security Cleared
4 19 (7.92%) Master's Degree
5 8 (3.33%) Computer Science Degree
5 8 (3.33%) DV Cleared
6 6 (2.50%) DBS Check
6 6 (2.50%) SC Cleared
7 3 (1.25%) Postgraduate
8 2 (0.83%) BPSS Clearance
9 1 (0.42%) AWS Certification
9 1 (0.42%) AWS Certified Solutions Architect
9 1 (0.42%) Azure Certification
9 1 (0.42%) Microsoft Certification
9 1 (0.42%) Microsoft Certified Professional
Quality Assurance & Compliance
1 24 (10.00%) Accessibility
2 23 (9.58%) California Consumer Privacy Act
2 23 (9.58%) GDPR
3 21 (8.75%) QA
4 2 (0.83%) Data Quality
4 2 (0.83%) ISO/IEC 42001
5 1 (0.42%) Cyber Essentials
5 1 (0.42%) ISO/IEC 27001
System Software
1 30 (12.50%) Docker
Systems Management
1 27 (11.25%) Kubernetes
2 11 (4.58%) Kubeflow
3 7 (2.92%) Grafana
3 7 (2.92%) Terraform
4 6 (2.50%) Ansible
4 6 (2.50%) Prometheus
5 2 (0.83%) Argo
Vendors
1 41 (17.08%) Databricks
2 23 (9.58%) Cloudera
2 23 (9.58%) Dell
2 23 (9.58%) OpenAI
3 20 (8.33%) Google
4 15 (6.25%) Microsoft
5 3 (1.25%) Foundry
6 2 (0.83%) Workday
7 1 (0.42%) Cognizant
7 1 (0.42%) Dataiku
7 1 (0.42%) DataRobot
7 1 (0.42%) Oracle