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

6 months to
1 Aug 2026
Same period 2025 Same period 2024
Rank 541 550 707
Rank change year-on-year +9 +157 +19
Permanent jobs citing PyTorch 233 128 119
As % of all permanent jobs in the UK 0.23% 0.26% 0.14%
As % of the Libraries, Frameworks & Software Standards category 2.20% 1.47% 0.73%
Number of salaries quoted 68 60 75
10th Percentile £46,750 £45,000 £50,500
25th Percentile £58,750 £58,125 £59,375
Median annual salary (50th Percentile) £86,650 £82,500 £75,000
Median % change year-on-year +5.03% +10.00% -
75th Percentile £111,250 £105,938 £100,375
90th Percentile £137,500 £120,000 £118,000
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 10,576 8,719 16,406
As % of all permanent jobs advertised in the UK 10.25% 17.61% 19.09%
Number of salaries quoted 7,812 5,725 12,012
10th Percentile £40,775 £38,175 £37,500
25th Percentile £50,000 £51,000 £46,250
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 £113,979 £106,250
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 1 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 1 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 -11 186 £87,500 +6.06% 257
London +25 107 £102,500 +9.33% 191
UK excluding London -63 93 £65,000 +1.56% 98
Work from Home +36 86 £95,400 +31.59% 102
Midlands -5 35 £50,000 -25.93% 5
East Midlands 0 33 £41,000 -43.45% 1
East of England -17 19 £100,000 +56.25% 20
South West -68 11 £60,000 +20.00% 14
North of England -48 8 £102,500 +60.16% 10
South East -49 7 £62,500 -37.50% 28
Scotland +17 6 £79,283 - 5
North West -6 6 £102,500 +86.36% 10
Wales -57 5 £65,000 - 14
West Midlands -31 2 £97,500 +61.16% 4
Yorkshire -33 2 £85,800 +28.06%
Northern Ireland - 2 - - 3

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 31 (13.30%) Apache Airflow
2 26 (11.16%) Apache Spark
3 20 (8.58%) ArcGIS
4 1 (0.43%) Apache
Applications
1 6 (2.58%) Chatbot
2 1 (0.43%) Microsoft Excel
2 1 (0.43%) Microsoft Office
2 1 (0.43%) Microsoft PowerPoint
2 1 (0.43%) Simulink
2 1 (0.43%) Trello
Cloud Services
1 121 (51.93%) AWS
2 116 (49.79%) Azure
3 75 (32.19%) GCP
4 34 (14.59%) Power Platform
5 28 (12.02%) Snowflake
6 23 (9.87%) Azure Synapse Analytics
6 23 (9.87%) dbt
7 11 (4.72%) Azure Machine Learning
7 11 (4.72%) Serverless
8 8 (3.43%) Amazon Bedrock
8 8 (3.43%) Amazon S3
8 8 (3.43%) AWS Lambda
9 7 (3.00%) Amazon SageMaker
9 7 (3.00%) SaaS
10 6 (2.58%) Amazon OpenSearch
10 6 (2.58%) Slack
11 5 (2.15%) Anthropic Claude
11 5 (2.15%) Azure AI
11 5 (2.15%) Prefect
11 5 (2.15%) Vertex AI
Communications & Networking
1 22 (9.44%) Broadband
Database & Business Intelligence
1 31 (13.30%) Power BI
2 26 (11.16%) Tableau
3 25 (10.73%) Amazon Redshift
3 25 (10.73%) Data Warehouse
4 24 (10.30%) BigQuery
4 24 (10.30%) Elasticsearch
4 24 (10.30%) Looker
5 23 (9.87%) Data Lake
5 23 (9.87%) Snowflake Schema
6 21 (9.01%) GIS
6 21 (9.01%) QGIS
6 21 (9.01%) Spatial Data
7 13 (5.58%) Metadata
8 10 (4.29%) Pinecone
9 9 (3.86%) NoSQL
10 5 (2.15%) Big Data
10 5 (2.15%) MongoDB
10 5 (2.15%) Weaviate
11 4 (1.72%) PostgreSQL
12 3 (1.29%) MySQL
Development Applications
1 36 (15.45%) MLflow
2 16 (6.87%) Git
3 9 (3.86%) 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 64 (27.47%) Analytical Skills
2 63 (27.04%) Finance
3 43 (18.45%) Social Skills
4 24 (10.30%) Banking
5 20 (8.58%) Inclusion and Diversity
6 18 (7.73%) Law
7 11 (4.72%) Marketing
8 7 (3.00%) Public Sector
9 6 (2.58%) Pharmaceutical
9 6 (2.58%) Retail
10 4 (1.72%) Private Banking
11 3 (1.29%) Advertising
12 2 (0.86%) Aerospace
12 2 (0.86%) Legal
12 2 (0.86%) Public Speaking
13 1 (0.43%) Electronics
13 1 (0.43%) Financial Institution
13 1 (0.43%) French Language
13 1 (0.43%) Military
13 1 (0.43%) Publishing
Job Titles
1 61 (26.18%) Lead
2 49 (21.03%) Data Scientist
3 41 (17.60%) Senior
4 33 (14.16%) Senior Data Scientist
5 30 (12.88%) Developer
6 28 (12.02%) Lead Data Scientist
7 27 (11.59%) Systems Engineer
8 24 (10.30%) Consultant
8 24 (10.30%) Senior Systems Engineer
9 21 (9.01%) Artificial Intelligence Consultant
9 21 (9.01%) Machine Learning Engineer
10 20 (8.58%) Artificial Intelligence Engineer
10 20 (8.58%) Machine Learning Consultant
10 20 (8.58%) Machine Learning Scientist
10 20 (8.58%) Spatial Consultant
11 18 (7.73%) Software Engineer
12 13 (5.58%) Lead Developer
13 9 (3.86%) Architect
13 9 (3.86%) Python Developer
13 9 (3.86%) Research Scientist
Libraries, Frameworks & Software Standards
1 165 (70.82%) TensorFlow
2 83 (35.62%) scikit-learn
3 58 (24.89%) LangChain
4 39 (16.74%) Hugging Face
5 34 (14.59%) Kafka
6 32 (13.73%) LlamaIndex
7 25 (10.73%) pgvector
8 23 (9.87%) LangGraph
9 22 (9.44%) Pandas
10 18 (7.73%) NumPy
11 17 (7.30%) Google JAX
11 17 (7.30%) JAX
12 13 (5.58%) REST
13 10 (4.29%) OpenCV
14 8 (3.43%) RabbitMQ
15 7 (3.00%) Faiss
15 7 (3.00%) SciPy
15 7 (3.00%) XGBoost
16 6 (2.58%) CrewAI
16 6 (2.58%) TFX
Miscellaneous
1 52 (22.32%) Algorithms
2 50 (21.46%) Cloud Native
3 25 (10.73%) AI Agents
4 24 (10.30%) Clustering
5 23 (9.87%) Public Cloud
6 20 (8.58%) Distributed Systems
7 18 (7.73%) Video\Live Streaming
8 13 (5.58%) Product Ownership
9 7 (3.00%) Mobile Banking
10 6 (2.58%) Over-the-Top Content
11 5 (2.15%) Robotics
12 4 (1.72%) Embedded Systems
12 4 (1.72%) Enterprise Software
13 3 (1.29%) Analytical Mindset
13 3 (1.29%) CUDA
13 3 (1.29%) Greenfield Project
14 2 (0.86%) Autonomous Agent
14 2 (0.86%) Blog
14 2 (0.86%) Data Structures
14 2 (0.86%) Stable Diffusion
Operating Systems
1 5 (2.15%) Linux
2 1 (0.43%) Android
2 1 (0.43%) Apple iOS
Processes & Methodologies
1 227 (97.42%) Machine Learning
2 180 (77.25%) AI
3 150 (64.38%) Data Science
4 97 (41.63%) Generative AI
5 87 (37.34%) LLM
6 77 (33.05%) Software Engineering
7 74 (31.76%) MLOps
8 70 (30.04%) Analytics
9 67 (28.76%) Deep Learning
9 67 (28.76%) Mentoring
10 66 (28.33%) Statistics
11 64 (27.47%) Roadmaps
12 62 (26.61%) Retrieval-Augmented Generation
13 59 (25.32%) Feature Engineering
14 55 (23.61%) CI/CD
14 55 (23.61%) Technical Leadership
14 55 (23.61%) Use Case
15 54 (23.18%) Data Pipeline
15 54 (23.18%) Predictive Modelling
16 53 (22.75%) Prompt Engineering
Programming Languages
1 218 (93.56%) Python
2 83 (35.62%) SQL
3 14 (6.01%) C++
3 14 (6.01%) Java
4 9 (3.86%) JavaScript
5 5 (2.15%) C
6 3 (1.29%) R
7 2 (0.86%) C#
8 1 (0.43%) Bash
8 1 (0.43%) Go
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 56 (24.03%) Degree
2 29 (12.45%) PhD
3 19 (8.15%) Security Cleared
4 18 (7.73%) Master's Degree
5 6 (2.58%) DBS Check
6 5 (2.15%) Computer Science Degree
6 5 (2.15%) DV Cleared
7 4 (1.72%) SC Cleared
8 3 (1.29%) Postgraduate
9 1 (0.43%) AWS Certification
9 1 (0.43%) AWS Certified Solutions Architect
9 1 (0.43%) Azure Certification
9 1 (0.43%) BPSS Clearance
9 1 (0.43%) Microsoft Certification
9 1 (0.43%) Microsoft Certified Professional
Quality Assurance & Compliance
1 23 (9.87%) California Consumer Privacy Act
1 23 (9.87%) GDPR
2 22 (9.44%) Accessibility
3 21 (9.01%) QA
4 2 (0.86%) Data Quality
5 1 (0.43%) Cyber Essentials
5 1 (0.43%) ISO/IEC 27001
System Software
1 32 (13.73%) Docker
Systems Management
1 28 (12.02%) Kubernetes
2 11 (4.72%) Kubeflow
3 8 (3.43%) Terraform
4 7 (3.00%) Grafana
5 6 (2.58%) Ansible
5 6 (2.58%) Prometheus
6 3 (1.29%) Argo
Vendors
1 41 (17.60%) Databricks
2 23 (9.87%) Cloudera
2 23 (9.87%) Dell
2 23 (9.87%) OpenAI
3 19 (8.15%) Google
4 12 (5.15%) Microsoft
5 2 (0.86%) Foundry
6 1 (0.43%) Cognizant
6 1 (0.43%) Dataiku
6 1 (0.43%) DataRobot
6 1 (0.43%) Oracle
6 1 (0.43%) Palantir