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

6 months to
28 Aug 2026
Same period 2025 Same period 2024
Rank 568 549 691
Rank change year-on-year -19 +142 -13
Permanent jobs citing PyTorch 235 129 121
As % of all permanent jobs in the UK 0.21% 0.26% 0.14%
As % of the Libraries, Frameworks & Software Standards category 1.97% 1.44% 0.69%
Number of salaries quoted 79 58 72
10th Percentile £46,250 £45,875 £50,125
25th Percentile £52,500 £60,000 £60,625
Median annual salary (50th Percentile) £85,000 £78,750 £77,500
Median % change year-on-year +7.94% +1.61% +3.33%
75th Percentile £106,250 £110,625 £102,813
90th Percentile £120,000 £120,000 £119,500
UK excluding London median annual salary £65,000 £62,500 £67,500
% change year-on-year +4.00% -7.41% -6.90%

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 11,930 8,982 17,438
As % of all permanent jobs advertised in the UK 10.90% 17.97% 20.89%
Number of salaries quoted 8,683 5,842 12,107
10th Percentile £42,500 £38,843 £38,750
25th Percentile £51,250 £51,250 £47,500
Median annual salary (50th Percentile) £67,500 £67,500 £63,000
Median % change year-on-year - +7.14% -6.67%
75th Percentile £86,000 £87,500 £82,500
90th Percentile £100,000 £112,500 £108,750
UK excluding London median annual salary £60,000 £60,000 £55,000
% change year-on-year - +9.09% -8.33%

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 28 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 28 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 -13 208 £85,000 +7.94% 501
London +16 119 £96,250 +6.94% 379
UK excluding London -54 100 £65,000 +4.00% 172
Work from Home +35 86 £105,000 +23.53% 215
Midlands -1 38 £45,500 -32.59% 16
East Midlands 0 33 £38,000 -47.59% 6
East of England -14 22 £100,000 +56.25% 27
South West -69 12 £60,000 +20.00% 30
South East -53 10 £62,500 -43.18% 27
North of England -52 6 £102,500 +95.24% 31
Scotland +11 5 £58,565 - 26
West Midlands -28 5 £97,500 +61.16% 10
Wales -68 5 £65,000 - 7
North West -25 4 £102,500 +95.24% 26
Yorkshire -42 2 £85,800 - 2
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 30 (12.77%) Apache Airflow
2 25 (10.64%) Apache Spark
3 1 (0.43%) Apache
Applications
1 9 (3.83%) Chatbot
2 1 (0.43%) Simulink
2 1 (0.43%) Trello
Cloud Services
1 113 (48.09%) AWS
2 107 (45.53%) Azure
3 84 (35.74%) GCP
4 38 (16.17%) Power Platform
5 27 (11.49%) Snowflake
6 23 (9.79%) Azure Synapse Analytics
6 23 (9.79%) dbt
7 14 (5.96%) Serverless
8 13 (5.53%) Azure Machine Learning
9 12 (5.11%) Amazon S3
9 12 (5.11%) AWS Lambda
10 8 (3.40%) Amazon Bedrock
11 7 (2.98%) Anthropic Claude
11 7 (2.98%) Azure AI
12 6 (2.55%) Amazon SageMaker
12 6 (2.55%) SaaS
12 6 (2.55%) Slack
13 5 (2.13%) Amazon OpenSearch
13 5 (2.13%) Prefect
14 4 (1.70%) Google Gemini
Communications & Networking
1 18 (7.66%) Broadband
Database & Business Intelligence
1 36 (15.32%) Power BI
2 30 (12.77%) Tableau
3 26 (11.06%) Data Lake
4 24 (10.21%) Amazon Redshift
4 24 (10.21%) Data Warehouse
5 23 (9.79%) BigQuery
5 23 (9.79%) Elasticsearch
5 23 (9.79%) Looker
5 23 (9.79%) Snowflake Schema
6 12 (5.11%) NoSQL
7 10 (4.26%) Big Data
8 9 (3.83%) Metadata
8 9 (3.83%) Pinecone
9 5 (2.13%) MongoDB
10 4 (1.70%) Weaviate
11 3 (1.28%) Data Mining
11 3 (1.28%) Oracle BI EE
11 3 (1.28%) PostgreSQL
11 3 (1.28%) QlikView
12 2 (0.85%) MySQL
Development Applications
1 33 (14.04%) MLflow
2 14 (5.96%) Git
3 7 (2.98%) GitLab
4 2 (0.85%) Jenkins
5 1 (0.43%) JIRA
5 1 (0.43%) NUnit
5 1 (0.43%) Poetry
5 1 (0.43%) Yeoman
General
1 74 (31.49%) Finance
2 66 (28.09%) Analytical Skills
3 47 (20.00%) Social Skills
4 30 (12.77%) Banking
4 30 (12.77%) Inclusion and Diversity
5 25 (10.64%) Law
6 19 (8.09%) Marketing
7 12 (5.11%) Public Sector
8 8 (3.40%) Legal
9 7 (2.98%) Retail
10 6 (2.55%) Pharmaceutical
11 4 (1.70%) Aerospace
11 4 (1.70%) Private Banking
12 3 (1.28%) Electronics
12 3 (1.28%) Military
12 3 (1.28%) Organisational Skills
13 2 (0.85%) Public Speaking
14 1 (0.43%) Advertising
14 1 (0.43%) Investment Banking
14 1 (0.43%) Publishing
Job Titles
1 66 (28.09%) Lead
2 49 (20.85%) Data Scientist
3 46 (19.57%) Senior
4 32 (13.62%) Senior Data Scientist
5 29 (12.34%) Developer
6 27 (11.49%) Artificial Intelligence Engineer
6 27 (11.49%) Machine Learning Engineer
6 27 (11.49%) Machine Learning Scientist
6 27 (11.49%) Systems Engineer
7 26 (11.06%) Lead Data Scientist
8 24 (10.21%) Senior Systems Engineer
9 22 (9.36%) Software Engineer
10 13 (5.53%) Lead Developer
11 12 (5.11%) Research Scientist
12 9 (3.83%) Architect
12 9 (3.83%) Data Engineer
12 9 (3.83%) Python Developer
13 7 (2.98%) Artificial Intelligence Architect
14 6 (2.55%) Principal Engineer
15 5 (2.13%) Research Engineer
Libraries, Frameworks & Software Standards
1 183 (77.87%) TensorFlow
2 93 (39.57%) scikit-learn
3 61 (25.96%) LangChain
4 38 (16.17%) Hugging Face
5 34 (14.47%) Kafka
6 33 (14.04%) LlamaIndex
7 26 (11.06%) Google JAX
7 26 (11.06%) JAX
8 25 (10.64%) LangGraph
8 25 (10.64%) pgvector
9 24 (10.21%) Pandas
10 20 (8.51%) NumPy
11 13 (5.53%) REST
12 9 (3.83%) OpenCV
13 7 (2.98%) RabbitMQ
13 7 (2.98%) XGBoost
14 6 (2.55%) Keras
14 6 (2.55%) RESTful
14 6 (2.55%) Spring Boot
14 6 (2.55%) Terraform
Miscellaneous
1 63 (26.81%) Cloud Native
2 33 (14.04%) Algorithms
3 31 (13.19%) AI Agents
4 26 (11.06%) Public Cloud
5 24 (10.21%) Clustering
6 19 (8.09%) Distributed Systems
7 14 (5.96%) Product Ownership
7 14 (5.96%) Video\Live Streaming
8 11 (4.68%) Mobile Banking
9 6 (2.55%) Over-the-Top Content
10 5 (2.13%) Blog
11 4 (1.70%) Analytical Mindset
11 4 (1.70%) Embedded Systems
11 4 (1.70%) Enterprise Software
11 4 (1.70%) Robotics
12 3 (1.28%) Greenfield Project
12 3 (1.28%) Reference Data
13 2 (0.85%) Data Structures
13 2 (0.85%) Legacy Systems
13 2 (0.85%) Stable Diffusion
Operating Systems
1 5 (2.13%) Linux
2 1 (0.43%) Android
2 1 (0.43%) Apple iOS
Processes & Methodologies
1 230 (97.87%) Machine Learning
2 177 (75.32%) AI
3 139 (59.15%) Data Science
4 103 (43.83%) Generative AI
5 102 (43.40%) LLM
6 95 (40.43%) Software Engineering
7 81 (34.47%) Deep Learning
8 76 (32.34%) MLOps
9 74 (31.49%) Mentoring
10 71 (30.21%) Statistics
11 66 (28.09%) Retrieval-Augmented Generation
12 63 (26.81%) Prompt Engineering
13 61 (25.96%) Data Pipeline
13 61 (25.96%) Roadmaps
14 58 (24.68%) Analytics
15 53 (22.55%) CI/CD
16 52 (22.13%) Use Case
17 49 (20.85%) Actionable Insight
18 48 (20.43%) Natural Language Processing
19 46 (19.57%) Decision-Making
Programming Languages
1 210 (89.36%) Python
2 89 (37.87%) SQL
3 18 (7.66%) Java
4 14 (5.96%) C++
5 7 (2.98%) JavaScript
6 5 (2.13%) C
6 5 (2.13%) R
7 2 (0.85%) C#
8 1 (0.43%) Haskell
8 1 (0.43%) MATLAB
8 1 (0.43%) OCaml
8 1 (0.43%) Rust
8 1 (0.43%) Scala
Qualifications
1 70 (29.79%) Degree
2 38 (16.17%) PhD
3 26 (11.06%) Security Cleared
4 18 (7.66%) Master's Degree
5 9 (3.83%) Computer Science Degree
5 9 (3.83%) DV Cleared
6 8 (3.40%) SC Cleared
7 6 (2.55%) DBS Check
8 3 (1.28%) 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
9 1 (0.43%) Postgraduate
Quality Assurance & Compliance
1 23 (9.79%) California Consumer Privacy Act
1 23 (9.79%) GDPR
2 6 (2.55%) Accessibility
3 4 (1.70%) Data Quality
4 2 (0.85%) ISO/IEC 42001
5 1 (0.43%) Cyber Essentials
5 1 (0.43%) ISO/IEC 27001
5 1 (0.43%) QA
System Software
1 32 (13.62%) Docker
Systems Management
1 29 (12.34%) Kubernetes
2 11 (4.68%) Kubeflow
3 6 (2.55%) Grafana
4 5 (2.13%) Ansible
4 5 (2.13%) Prometheus
5 2 (0.85%) Argo
Vendors
1 45 (19.15%) Databricks
2 27 (11.49%) OpenAI
3 23 (9.79%) Cloudera
3 23 (9.79%) Dell
4 20 (8.51%) Google
5 17 (7.23%) Microsoft
6 4 (1.70%) Foundry
7 2 (0.85%) Workday
8 1 (0.43%) Cognizant
8 1 (0.43%) Dataiku
8 1 (0.43%) DataRobot
8 1 (0.43%) Oracle