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 12 September 2026, with comparisons to the same periods in the previous two years.

6 months to
12 Sep 2026
Same period 2025 Same period 2024
Rank 575 549 689
Rank change year-on-year -26 +140 -33
Permanent jobs citing PyTorch 233 126 112
As % of all permanent jobs in the UK 0.21% 0.25% 0.14%
As % of the Libraries, Frameworks & Software Standards category 1.97% 1.46% 0.67%
Number of salaries quoted 79 54 69
10th Percentile £46,250 £46,625 £51,000
25th Percentile £52,500 £60,000 £62,000
Median annual salary (50th Percentile) £85,000 £82,500 £82,500
Median % change year-on-year +3.03% - +10.00%
75th Percentile £106,250 £110,625 £105,000
90th Percentile £120,000 £120,000 £120,500
UK excluding London median annual salary £65,000 £54,250 £65,000
% change year-on-year +19.82% -16.54% -7.14%

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 11,823 8,620 16,812
As % of all permanent jobs advertised in the UK 10.43% 17.38% 21.39%
Number of salaries quoted 8,520 5,518 10,914
10th Percentile £42,500 £40,000 £39,500
25th Percentile £51,250 £52,500 £48,250
Median annual salary (50th Percentile) £67,500 £70,000 £65,000
Median % change year-on-year -3.57% +7.69% -3.70%
75th Percentile £86,250 £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% -4.17%

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 12 September 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 12 September 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 -36 206 £85,000 +3.03% 464
London +6 114 £96,250 +5.48% 324
UK excluding London -80 103 £65,000 +19.82% 173
Work from Home +33 87 £105,000 +23.53% 348
Midlands -6 40 £45,500 -24.79% 15
East Midlands -6 33 £38,000 - 9
East of England -18 20 £100,000 +33.33% 34
South West -72 14 £60,000 -4.00% 28
South East -41 11 £66,250 -17.19% 33
West Midlands -37 7 £97,500 +61.16% 6
North of England -59 6 £102,500 +95.24% 25
Scotland +12 5 £58,565 - 23
Wales -66 5 £65,000 - 8
North West -22 4 £102,500 +95.24% 14
Yorkshire -50 2 £85,800 - 5
Northern Ireland - 2 - - 9

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 21 (9.01%) Apache Airflow
2 19 (8.15%) Apache Spark
3 1 (0.43%) Apache
Applications
1 9 (3.86%) Chatbot
2 3 (1.29%) Simulink
3 1 (0.43%) Trello
Cloud Services
1 108 (46.35%) AWS
2 104 (44.64%) Azure
3 79 (33.91%) GCP
4 32 (13.73%) Power Platform
5 19 (8.15%) Snowflake
6 15 (6.44%) Azure Synapse Analytics
6 15 (6.44%) dbt
7 14 (6.01%) Serverless
8 13 (5.58%) Azure Machine Learning
9 12 (5.15%) Amazon S3
9 12 (5.15%) AWS Lambda
10 8 (3.43%) Amazon Bedrock
11 7 (3.00%) Azure AI
12 6 (2.58%) Amazon SageMaker
12 6 (2.58%) Anthropic Claude
12 6 (2.58%) SaaS
13 5 (2.15%) PaaS
13 5 (2.15%) Slack
14 4 (1.72%) Google Gemini
14 4 (1.72%) Vertex AI
Communications & Networking
1 17 (7.30%) Broadband
Database & Business Intelligence
1 30 (12.88%) Power BI
2 24 (10.30%) Tableau
3 20 (8.58%) Data Lake
4 16 (6.87%) Amazon Redshift
4 16 (6.87%) Data Warehouse
5 15 (6.44%) BigQuery
5 15 (6.44%) Elasticsearch
5 15 (6.44%) Looker
5 15 (6.44%) Milvus
5 15 (6.44%) Snowflake Schema
6 13 (5.58%) NoSQL
7 12 (5.15%) Big Data
8 9 (3.86%) Metadata
9 8 (3.43%) Pinecone
10 5 (2.15%) Data Mining
10 5 (2.15%) MongoDB
10 5 (2.15%) Oracle BI EE
10 5 (2.15%) QlikView
11 3 (1.29%) Neo4j
11 3 (1.29%) PostgreSQL
Development Applications
1 27 (11.59%) MLflow
2 13 (5.58%) Git
3 6 (2.58%) GitLab
4 2 (0.86%) Jenkins
5 1 (0.43%) JIRA
5 1 (0.43%) NUnit
5 1 (0.43%) Poetry
5 1 (0.43%) Yeoman
General
1 75 (32.19%) Finance
2 57 (24.46%) Analytical Skills
3 49 (21.03%) Social Skills
4 32 (13.73%) Banking
5 30 (12.88%) Inclusion and Diversity
6 25 (10.73%) Law
7 19 (8.15%) Marketing
8 12 (5.15%) Public Sector
9 10 (4.29%) Legal
10 8 (3.43%) Aerospace
11 7 (3.00%) Retail
12 6 (2.58%) Pharmaceutical
13 5 (2.15%) Organisational Skills
14 4 (1.72%) Private Banking
15 3 (1.29%) Electronics
15 3 (1.29%) Military
16 2 (0.86%) Aviation
16 2 (0.86%) Public Speaking
17 1 (0.43%) Advertising
17 1 (0.43%) Investment Banking
Job Titles
1 67 (28.76%) Lead
2 50 (21.46%) Data Scientist
3 39 (16.74%) Senior
4 32 (13.73%) Senior Data Scientist
5 30 (12.88%) Machine Learning Engineer
6 28 (12.02%) Artificial Intelligence Engineer
7 27 (11.59%) Developer
7 27 (11.59%) Machine Learning Scientist
8 26 (11.16%) Lead Data Scientist
9 24 (10.30%) Software Engineer
10 19 (8.15%) Systems Engineer
11 16 (6.87%) Senior Systems Engineer
12 13 (5.58%) Lead Developer
13 12 (5.15%) Research Scientist
14 9 (3.86%) Data Engineer
15 8 (3.43%) Architect
15 8 (3.43%) Python Developer
16 6 (2.58%) Artificial Intelligence Architect
16 6 (2.58%) Principal Engineer
17 5 (2.15%) Python Engineer
Libraries, Frameworks & Software Standards
1 179 (76.82%) TensorFlow
2 88 (37.77%) scikit-learn
3 54 (23.18%) LangChain
4 40 (17.17%) Hugging Face
5 26 (11.16%) Google JAX
5 26 (11.16%) JAX
5 26 (11.16%) LangGraph
6 25 (10.73%) Kafka
6 25 (10.73%) Pandas
7 24 (10.30%) LlamaIndex
8 21 (9.01%) NumPy
9 17 (7.30%) pgvector
10 12 (5.15%) REST
11 10 (4.29%) OpenCV
12 8 (3.43%) FastAPI
13 7 (3.00%) Keras
13 7 (3.00%) XGBoost
14 6 (2.58%) RabbitMQ
14 6 (2.58%) RESTful
14 6 (2.58%) Spring Boot
Miscellaneous
1 57 (24.46%) Cloud Native
2 36 (15.45%) Algorithms
3 30 (12.88%) AI Agents
4 20 (8.58%) Public Cloud
5 18 (7.73%) Distributed Systems
5 18 (7.73%) Product Ownership
6 16 (6.87%) Clustering
7 13 (5.58%) Video\Live Streaming
8 11 (4.72%) Mobile Banking
9 6 (2.58%) Robotics
10 5 (2.15%) Blog
10 5 (2.15%) Over-the-Top Content
10 5 (2.15%) Reference Data
11 4 (1.72%) Analytical Mindset
11 4 (1.72%) Embedded Systems
11 4 (1.72%) Enterprise Software
12 3 (1.29%) Greenfield Project
13 2 (0.86%) Data Structures
13 2 (0.86%) Stable Diffusion
13 2 (0.86%) Synthetic Data
Operating Systems
1 4 (1.72%) Linux
2 1 (0.43%) Android
2 1 (0.43%) Apple iOS
Processes & Methodologies
1 229 (98.28%) Machine Learning
2 174 (74.68%) AI
3 137 (58.80%) Data Science
4 103 (44.21%) LLM
5 98 (42.06%) Software Engineering
6 97 (41.63%) Generative AI
7 85 (36.48%) Deep Learning
8 79 (33.91%) MLOps
9 76 (32.62%) Mentoring
10 72 (30.90%) Statistics
11 64 (27.47%) Roadmaps
12 59 (25.32%) Retrieval-Augmented Generation
13 54 (23.18%) Analytics
13 54 (23.18%) CI/CD
13 54 (23.18%) Prompt Engineering
14 53 (22.75%) Data Pipeline
15 52 (22.32%) Natural Language Processing
16 49 (21.03%) Actionable Insight
17 48 (20.60%) Computer Science
18 46 (19.74%) Mathematics
Programming Languages
1 208 (89.27%) Python
2 85 (36.48%) SQL
3 20 (8.58%) Java
4 16 (6.87%) C++
5 8 (3.43%) R
6 7 (3.00%) C
7 6 (2.58%) JavaScript
8 3 (1.29%) MATLAB
9 2 (0.86%) C#
9 2 (0.86%) Scala
10 1 (0.43%) Gremlin
10 1 (0.43%) Haskell
10 1 (0.43%) OCaml
10 1 (0.43%) Rust
Qualifications
1 76 (32.62%) Degree
2 42 (18.03%) PhD
3 27 (11.59%) Security Cleared
4 21 (9.01%) Master's Degree
5 10 (4.29%) SC Cleared
6 9 (3.86%) Computer Science Degree
6 9 (3.86%) DV Cleared
7 6 (2.58%) DBS Check
8 3 (1.29%) BPSS Clearance
9 1 (0.43%) AWS Certification
9 1 (0.43%) AWS Certified Solutions Architect
9 1 (0.43%) Azure Certification
9 1 (0.43%) Microsoft Certification
9 1 (0.43%) Microsoft Certified Professional
Quality Assurance & Compliance
1 15 (6.44%) California Consumer Privacy Act
1 15 (6.44%) GDPR
2 8 (3.43%) Data Quality
3 6 (2.58%) Accessibility
4 2 (0.86%) ISO/IEC 42001
5 1 (0.43%) Cyber Essentials
5 1 (0.43%) ISO/IEC 27001
5 1 (0.43%) QA
System Software
1 31 (13.30%) Docker
Systems Management
1 29 (12.45%) Kubernetes
2 10 (4.29%) Kubeflow
3 5 (2.15%) Grafana
4 4 (1.72%) Ansible
4 4 (1.72%) Prometheus
5 2 (0.86%) Argo
Vendors
1 38 (16.31%) Databricks
2 29 (12.45%) OpenAI
3 20 (8.58%) Google
4 17 (7.30%) Microsoft
5 15 (6.44%) Cloudera
5 15 (6.44%) Dell
6 4 (1.72%) Foundry
6 4 (1.72%) Mistral
7 2 (0.86%) Thales
7 2 (0.86%) Workday
8 1 (0.43%) Cognizant
8 1 (0.43%) Dataiku
8 1 (0.43%) DataRobot
8 1 (0.43%) Oracle