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

6 months to
20 Aug 2026
Same period 2025 Same period 2024
Rank 551 556 682
Rank change year-on-year +5 +126 +6
Permanent jobs citing PyTorch 239 136 122
As % of all permanent jobs in the UK 0.22% 0.27% 0.15%
As % of the Libraries, Frameworks & Software Standards category 2.00% 1.50% 0.70%
Number of salaries quoted 78 59 72
10th Percentile £46,250 £45,000 £50,125
25th Percentile £52,764 £59,375 £61,813
Median annual salary (50th Percentile) £85,000 £85,000 £77,500
Median % change year-on-year - +9.68% +3.33%
75th Percentile £106,875 £111,250 £102,813
90th Percentile £120,000 £120,000 £119,500
UK excluding London median annual salary £67,500 £58,750 £70,000
% change year-on-year +14.89% -16.07% -

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 11,955 9,066 17,382
As % of all permanent jobs advertised in the UK 11.12% 18.17% 20.93%
Number of salaries quoted 8,688 5,930 12,241
10th Percentile £42,500 £38,750 £38,750
25th Percentile £51,250 £51,250 £47,500
Median annual salary (50th Percentile) £67,500 £67,500 £62,783
Median % change year-on-year - +7.51% -6.99%
75th Percentile £85,000 £87,500 £82,500
90th Percentile £100,000 £112,050 £107,500
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 20 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 20 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 £85,000 - 280
London +6 117 £96,250 +5.48% 200
UK excluding London -64 101 £67,500 +14.89% 115
Work from Home +33 84 £105,000 +23.53% 133
Midlands +2 37 £45,500 -32.59% 10
East Midlands +2 33 £38,000 -47.59% 1
East of England -14 24 £100,000 +56.25% 21
South West -67 12 £60,000 +20.00% 20
South East -42 10 £62,500 -43.18% 16
North of England -40 6 £102,500 +95.24% 19
Scotland +2 5 £58,565 - 15
Wales -58 5 £65,000 - 3
North West -18 4 £102,500 +95.24% 18
West Midlands -28 4 £97,500 +61.16% 9
Yorkshire -33 2 £85,800 -
Northern Ireland - 2 - - 11

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 (12.55%) Apache Airflow
2 25 (10.46%) Apache Spark
3 6 (2.51%) ArcGIS
4 1 (0.42%) Apache
Applications
1 8 (3.35%) Chatbot
2 1 (0.42%) Simulink
2 1 (0.42%) Trello
Cloud Services
1 117 (48.95%) AWS
2 110 (46.03%) Azure
3 81 (33.89%) GCP
4 37 (15.48%) Power Platform
5 27 (11.30%) Snowflake
6 23 (9.62%) Azure Synapse Analytics
6 23 (9.62%) dbt
7 15 (6.28%) Serverless
8 13 (5.44%) Azure Machine Learning
9 12 (5.02%) Amazon S3
9 12 (5.02%) AWS Lambda
10 8 (3.35%) Amazon Bedrock
11 7 (2.93%) Anthropic Claude
11 7 (2.93%) Azure AI
11 7 (2.93%) SaaS
12 6 (2.51%) Amazon SageMaker
12 6 (2.51%) Slack
13 5 (2.09%) Amazon OpenSearch
13 5 (2.09%) Prefect
14 4 (1.67%) Google Gemini
Communications & Networking
1 18 (7.53%) Broadband
Database & Business Intelligence
1 35 (14.64%) Power BI
2 29 (12.13%) Tableau
3 25 (10.46%) Data Lake
4 24 (10.04%) Amazon Redshift
4 24 (10.04%) Data Warehouse
5 23 (9.62%) BigQuery
5 23 (9.62%) Elasticsearch
5 23 (9.62%) Looker
5 23 (9.62%) Snowflake Schema
6 11 (4.60%) NoSQL
7 9 (3.77%) Big Data
7 9 (3.77%) Metadata
7 9 (3.77%) Pinecone
8 6 (2.51%) GIS
8 6 (2.51%) QGIS
8 6 (2.51%) Spatial Data
9 5 (2.09%) MongoDB
10 4 (1.67%) PostgreSQL
10 4 (1.67%) Weaviate
11 3 (1.26%) MySQL
Development Applications
1 33 (13.81%) MLflow
2 15 (6.28%) Git
3 7 (2.93%) 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 72 (30.13%) Finance
2 66 (27.62%) Analytical Skills
3 46 (19.25%) Social Skills
4 31 (12.97%) Inclusion and Diversity
5 28 (11.72%) Banking
6 25 (10.46%) Law
7 19 (7.95%) Marketing
8 12 (5.02%) Public Sector
9 7 (2.93%) Legal
9 7 (2.93%) Retail
10 6 (2.51%) Pharmaceutical
11 4 (1.67%) Aerospace
11 4 (1.67%) Private Banking
12 3 (1.26%) Electronics
12 3 (1.26%) Military
13 2 (0.84%) Organisational Skills
13 2 (0.84%) Public Speaking
14 1 (0.42%) Advertising
14 1 (0.42%) Investment Banking
14 1 (0.42%) Telecoms
Job Titles
1 65 (27.20%) Lead
2 49 (20.50%) Data Scientist
3 45 (18.83%) Senior
4 32 (13.39%) Senior Data Scientist
5 29 (12.13%) Developer
6 27 (11.30%) Machine Learning Scientist
6 27 (11.30%) Systems Engineer
7 26 (10.88%) Artificial Intelligence Engineer
7 26 (10.88%) Lead Data Scientist
8 25 (10.46%) Machine Learning Engineer
9 24 (10.04%) Senior Systems Engineer
10 20 (8.37%) Software Engineer
11 13 (5.44%) Lead Developer
12 12 (5.02%) Consultant
12 12 (5.02%) Research Scientist
13 9 (3.77%) Architect
13 9 (3.77%) Artificial Intelligence Consultant
13 9 (3.77%) Data Engineer
13 9 (3.77%) Python Developer
14 7 (2.93%) Artificial Intelligence Architect
Libraries, Frameworks & Software Standards
1 181 (75.73%) TensorFlow
2 92 (38.49%) scikit-learn
3 59 (24.69%) LangChain
4 38 (15.90%) Hugging Face
5 34 (14.23%) Kafka
5 34 (14.23%) LlamaIndex
6 26 (10.88%) Google JAX
6 26 (10.88%) JAX
6 26 (10.88%) Pandas
7 25 (10.46%) pgvector
8 22 (9.21%) LangGraph
8 22 (9.21%) NumPy
9 13 (5.44%) REST
10 10 (4.18%) OpenCV
11 7 (2.93%) RabbitMQ
11 7 (2.93%) RESTful
11 7 (2.93%) XGBoost
12 6 (2.51%) Node.js
12 6 (2.51%) SciPy
12 6 (2.51%) Spring
Miscellaneous
1 61 (25.52%) Cloud Native
2 39 (16.32%) Algorithms
3 30 (12.55%) AI Agents
4 25 (10.46%) Public Cloud
5 24 (10.04%) Clustering
6 19 (7.95%) Distributed Systems
7 14 (5.86%) Video\Live Streaming
8 12 (5.02%) Product Ownership
9 11 (4.60%) Mobile Banking
10 6 (2.51%) Over-the-Top Content
11 5 (2.09%) Blog
12 4 (1.67%) Analytical Mindset
12 4 (1.67%) Embedded Systems
12 4 (1.67%) Enterprise Software
12 4 (1.67%) Robotics
13 3 (1.26%) CUDA
13 3 (1.26%) Greenfield Project
14 2 (0.84%) Data Structures
14 2 (0.84%) Reference Data
14 2 (0.84%) Stable Diffusion
Operating Systems
1 5 (2.09%) Linux
2 1 (0.42%) Android
2 1 (0.42%) Apple iOS
Processes & Methodologies
1 234 (97.91%) Machine Learning
2 181 (75.73%) AI
3 142 (59.41%) Data Science
4 103 (43.10%) LLM
5 101 (42.26%) Generative AI
6 91 (38.08%) Software Engineering
7 80 (33.47%) Deep Learning
8 74 (30.96%) MLOps
9 72 (30.13%) Mentoring
10 71 (29.71%) Statistics
11 65 (27.20%) Retrieval-Augmented Generation
12 63 (26.36%) Analytics
12 63 (26.36%) Prompt Engineering
13 59 (24.69%) Data Pipeline
13 59 (24.69%) Roadmaps
14 52 (21.76%) CI/CD
15 50 (20.92%) Use Case
16 49 (20.50%) Actionable Insight
17 48 (20.08%) Feature Engineering
17 48 (20.08%) Natural Language Processing
Programming Languages
1 215 (89.96%) Python
2 89 (37.24%) SQL
3 17 (7.11%) Java
4 14 (5.86%) C++
5 8 (3.35%) JavaScript
6 5 (2.09%) C
7 4 (1.67%) R
8 2 (0.84%) C#
9 1 (0.42%) Haskell
9 1 (0.42%) MATLAB
9 1 (0.42%) OCaml
9 1 (0.42%) Rust
9 1 (0.42%) Scala
Qualifications
1 71 (29.71%) Degree
2 38 (15.90%) PhD
3 27 (11.30%) Security Cleared
4 19 (7.95%) Master's Degree
5 9 (3.77%) Computer Science Degree
5 9 (3.77%) DV Cleared
6 8 (3.35%) SC Cleared
7 6 (2.51%) DBS Check
8 3 (1.26%) BPSS Clearance
8 3 (1.26%) Postgraduate
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 23 (9.62%) California Consumer Privacy Act
1 23 (9.62%) GDPR
2 12 (5.02%) Accessibility
3 7 (2.93%) QA
4 3 (1.26%) Data Quality
5 2 (0.84%) ISO/IEC 42001
6 1 (0.42%) Cyber Essentials
6 1 (0.42%) ISO/IEC 27001
System Software
1 31 (12.97%) Docker
Systems Management
1 28 (11.72%) Kubernetes
2 11 (4.60%) Kubeflow
3 6 (2.51%) Grafana
4 5 (2.09%) Ansible
4 5 (2.09%) Prometheus
5 2 (0.84%) Argo
Vendors
1 44 (18.41%) Databricks
2 26 (10.88%) OpenAI
3 23 (9.62%) Cloudera
3 23 (9.62%) Dell
4 20 (8.37%) Google
5 17 (7.11%) Microsoft
6 4 (1.67%) Foundry
7 2 (0.84%) Workday
8 1 (0.42%) Cognizant
8 1 (0.42%) Dataiku
8 1 (0.42%) DataRobot
8 1 (0.42%) Oracle