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

6 months to
13 Aug 2026
Same period 2025 Same period 2024
Rank 546 559 694
Rank change year-on-year +13 +135 +11
Permanent jobs citing PyTorch 249 139 122
As % of all permanent jobs in the UK 0.23% 0.28% 0.15%
As % of the Libraries, Frameworks & Software Standards category 2.34% 1.64% 0.76%
Number of salaries quoted 76 61 74
10th Percentile £46,250 £45,000 £50,375
25th Percentile £57,451 £58,750 £62,438
Median annual salary (50th Percentile) £85,000 £80,000 £76,250
Median % change year-on-year +6.25% +4.92% +1.67%
75th Percentile £110,000 £108,750 £102,500
90th Percentile £137,500 £120,000 £118,500
UK excluding London median annual salary £70,000 £63,250 £70,000
% change year-on-year +10.67% -9.64% -

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 8,491 16,140
As % of all permanent jobs advertised in the UK 10.03% 17.00% 19.34%
Number of salaries quoted 7,789 5,522 11,476
10th Percentile £41,200 £37,500 £37,500
25th Percentile £50,000 £50,000 £46,302
Median annual salary (50th Percentile) £65,000 £67,500 £62,500
Median % change year-on-year -3.70% +8.00% -7.41%
75th Percentile £85,000 £87,500 £81,250
90th Percentile £100,000 £112,500 £107,500
UK excluding London median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% -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 13 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 13 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 -23 207 £85,400 +6.75% 324
London +3 118 £102,500 +10.81% 240
UK excluding London -70 101 £70,000 +10.67% 107
Work from Home +40 89 £105,000 +40.00% 116
Midlands -10 37 £45,500 -32.59% 11
East Midlands +1 34 £38,000 -47.59% 1
East of England -20 22 £100,000 +56.25% 22
South West -53 12 £60,000 +20.00% 16
South East -28 10 £62,500 -37.50% 23
North of England -51 7 £102,500 +86.36% 16
Scotland +18 5 £58,565 - 6
North West -4 5 £102,500 +90.70% 14
Wales -56 5 £65,000 - 6
West Midlands -28 3 £97,500 +61.16% 10
Northern Ireland - 3 - - 7
Yorkshire -26 2 £85,800 +34.06%

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 (12.05%) Apache Airflow
2 25 (10.04%) Apache Spark
3 15 (6.02%) ArcGIS
4 1 (0.40%) Apache
Applications
1 7 (2.81%) Chatbot
2 1 (0.40%) Microsoft Excel
2 1 (0.40%) Microsoft Office
2 1 (0.40%) Microsoft PowerPoint
2 1 (0.40%) Simulink
2 1 (0.40%) Trello
Cloud Services
1 125 (50.20%) AWS
2 118 (47.39%) Azure
3 79 (31.73%) GCP
4 36 (14.46%) Power Platform
5 29 (11.65%) Snowflake
6 23 (9.24%) Azure Synapse Analytics
6 23 (9.24%) dbt
7 14 (5.62%) Serverless
8 13 (5.22%) Azure Machine Learning
9 11 (4.42%) Amazon S3
9 11 (4.42%) AWS Lambda
10 8 (3.21%) Amazon Bedrock
11 7 (2.81%) Anthropic Claude
11 7 (2.81%) Azure AI
11 7 (2.81%) SaaS
12 6 (2.41%) Amazon SageMaker
12 6 (2.41%) Slack
13 5 (2.01%) Amazon OpenSearch
13 5 (2.01%) GitHub
13 5 (2.01%) Prefect
Communications & Networking
1 22 (8.84%) Broadband
Database & Business Intelligence
1 34 (13.65%) Power BI
2 28 (11.24%) Tableau
3 24 (9.64%) Amazon Redshift
3 24 (9.64%) Data Lake
3 24 (9.64%) Data Warehouse
4 23 (9.24%) BigQuery
4 23 (9.24%) Elasticsearch
4 23 (9.24%) Looker
4 23 (9.24%) Snowflake Schema
5 16 (6.43%) GIS
5 16 (6.43%) QGIS
5 16 (6.43%) Spatial Data
6 13 (5.22%) Metadata
7 10 (4.02%) NoSQL
8 9 (3.61%) Pinecone
9 8 (3.21%) Big Data
10 5 (2.01%) MongoDB
11 4 (1.61%) PostgreSQL
11 4 (1.61%) Weaviate
12 3 (1.20%) Geospatial Data
Development Applications
1 35 (14.06%) MLflow
2 17 (6.83%) Git
3 7 (2.81%) GitLab
4 2 (0.80%) Jenkins
5 1 (0.40%) JIRA
5 1 (0.40%) NUnit
5 1 (0.40%) Poetry
5 1 (0.40%) Yeoman
General
1 72 (28.92%) Finance
2 71 (28.51%) Analytical Skills
3 50 (20.08%) Social Skills
4 30 (12.05%) Inclusion and Diversity
5 27 (10.84%) Banking
6 24 (9.64%) Law
7 18 (7.23%) Marketing
8 12 (4.82%) Public Sector
9 7 (2.81%) Retail
10 6 (2.41%) Legal
10 6 (2.41%) Pharmaceutical
11 4 (1.61%) Aerospace
11 4 (1.61%) Private Banking
12 3 (1.20%) Electronics
12 3 (1.20%) Military
13 2 (0.80%) Public Speaking
14 1 (0.40%) Advertising
14 1 (0.40%) French Language
14 1 (0.40%) Investment Banking
14 1 (0.40%) Organisational Skills
Job Titles
1 67 (26.91%) Lead
2 52 (20.88%) Data Scientist
3 45 (18.07%) Senior
4 35 (14.06%) Senior Data Scientist
5 29 (11.65%) Developer
6 28 (11.24%) Lead Data Scientist
7 27 (10.84%) Systems Engineer
8 26 (10.44%) Machine Learning Scientist
9 24 (9.64%) Machine Learning Engineer
9 24 (9.64%) Senior Systems Engineer
10 23 (9.24%) Artificial Intelligence Engineer
11 21 (8.43%) Consultant
12 20 (8.03%) Software Engineer
13 18 (7.23%) Artificial Intelligence Consultant
14 16 (6.43%) Machine Learning Consultant
15 15 (6.02%) Spatial Consultant
16 13 (5.22%) Lead Developer
17 11 (4.42%) Research Scientist
18 9 (3.61%) Architect
18 9 (3.61%) Python Developer
Libraries, Frameworks & Software Standards
1 182 (73.09%) TensorFlow
2 93 (37.35%) scikit-learn
3 59 (23.69%) LangChain
4 39 (15.66%) Hugging Face
5 34 (13.65%) Kafka
6 33 (13.25%) LlamaIndex
7 26 (10.44%) Pandas
8 25 (10.04%) pgvector
9 23 (9.24%) Google JAX
9 23 (9.24%) JAX
10 22 (8.84%) LangGraph
10 22 (8.84%) NumPy
11 13 (5.22%) REST
12 10 (4.02%) OpenCV
13 9 (3.61%) XGBoost
14 7 (2.81%) RabbitMQ
14 7 (2.81%) RESTful
14 7 (2.81%) SciPy
15 6 (2.41%) Flask
15 6 (2.41%) Spring
Miscellaneous
1 60 (24.10%) Cloud Native
2 48 (19.28%) Algorithms
3 29 (11.65%) AI Agents
4 24 (9.64%) Clustering
4 24 (9.64%) Public Cloud
5 19 (7.63%) Distributed Systems
6 18 (7.23%) Video\Live Streaming
7 12 (4.82%) Product Ownership
8 10 (4.02%) Mobile Banking
9 6 (2.41%) Over-the-Top Content
10 5 (2.01%) Blog
11 4 (1.61%) Analytical Mindset
11 4 (1.61%) Embedded Systems
11 4 (1.61%) Enterprise Software
11 4 (1.61%) Robotics
12 3 (1.20%) CUDA
12 3 (1.20%) Greenfield Project
13 2 (0.80%) Data Structures
13 2 (0.80%) Legacy Systems
13 2 (0.80%) Stable Diffusion
Operating Systems
1 5 (2.01%) Linux
2 1 (0.40%) Android
2 1 (0.40%) Apple iOS
Processes & Methodologies
1 243 (97.59%) Machine Learning
2 192 (77.11%) AI
3 156 (62.65%) Data Science
4 106 (42.57%) Generative AI
5 103 (41.37%) LLM
6 89 (35.74%) Software Engineering
7 79 (31.73%) MLOps
8 78 (31.33%) Deep Learning
9 75 (30.12%) Mentoring
10 74 (29.72%) Analytics
10 74 (29.72%) Statistics
11 66 (26.51%) Retrieval-Augmented Generation
12 63 (25.30%) Roadmaps
13 62 (24.90%) Prompt Engineering
14 58 (23.29%) Data Pipeline
15 57 (22.89%) CI/CD
16 56 (22.49%) Feature Engineering
16 56 (22.49%) Use Case
17 53 (21.29%) Computer Vision
18 52 (20.88%) Actionable Insight
Programming Languages
1 226 (90.76%) Python
2 89 (35.74%) SQL
3 16 (6.43%) Java
4 14 (5.62%) C++
5 8 (3.21%) JavaScript
6 5 (2.01%) C
7 4 (1.61%) R
8 2 (0.80%) C#
9 1 (0.40%) Haskell
9 1 (0.40%) MATLAB
9 1 (0.40%) OCaml
9 1 (0.40%) Rust
9 1 (0.40%) Scala
Qualifications
1 69 (27.71%) Degree
2 36 (14.46%) PhD
3 26 (10.44%) Security Cleared
4 19 (7.63%) Master's Degree
5 9 (3.61%) Computer Science Degree
5 9 (3.61%) DV Cleared
6 8 (3.21%) SC Cleared
7 6 (2.41%) DBS Check
8 3 (1.20%) BPSS Clearance
8 3 (1.20%) Postgraduate
9 1 (0.40%) AWS Certification
9 1 (0.40%) AWS Certified Solutions Architect
9 1 (0.40%) Azure Certification
9 1 (0.40%) Microsoft Certification
9 1 (0.40%) Microsoft Certified Professional
Quality Assurance & Compliance
1 23 (9.24%) California Consumer Privacy Act
1 23 (9.24%) GDPR
2 21 (8.43%) Accessibility
3 16 (6.43%) QA
4 3 (1.20%) Data Quality
5 2 (0.80%) ISO/IEC 42001
6 1 (0.40%) Cyber Essentials
6 1 (0.40%) ISO/IEC 27001
System Software
1 31 (12.45%) Docker
Systems Management
1 28 (11.24%) Kubernetes
2 11 (4.42%) Kubeflow
3 6 (2.41%) Grafana
3 6 (2.41%) Terraform
4 5 (2.01%) Ansible
4 5 (2.01%) Prometheus
5 2 (0.80%) Argo
Vendors
1 43 (17.27%) Databricks
2 25 (10.04%) OpenAI
3 23 (9.24%) Cloudera
3 23 (9.24%) Dell
4 21 (8.43%) Google
5 17 (6.83%) Microsoft
6 4 (1.61%) Foundry
7 2 (0.80%) Workday
8 1 (0.40%) Cognizant
8 1 (0.40%) Dataiku
8 1 (0.40%) DataRobot
8 1 (0.40%) Oracle