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 29 July 2026, with comparisons to the same periods in the previous two years.

6 months to
29 Jul 2026
Same period 2025 Same period 2024
Rank 550 549 713
Rank change year-on-year -1 +164 +16
Permanent jobs citing PyTorch 227 125 122
As % of all permanent jobs in the UK 0.22% 0.25% 0.14%
As % of the Libraries, Frameworks & Software Standards category 2.18% 1.43% 0.73%
Number of salaries quoted 65 57 78
10th Percentile £46,000 £45,750 £50,875
25th Percentile £58,750 £58,750 £57,500
Median annual salary (50th Percentile) £85,800 £85,000 £75,000
Median % change year-on-year +0.94% +13.33% +3.45%
75th Percentile £111,250 £105,000 £97,500
90th Percentile £137,500 £120,000 £115,000
UK excluding London median annual salary £65,000 £64,000 £70,000
% change year-on-year +1.56% -8.57% +5.66%

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 10,419 8,722 16,802
As % of all permanent jobs advertised in the UK 10.24% 17.68% 19.29%
Number of salaries quoted 7,720 5,725 12,373
10th Percentile £41,225 £38,175 £37,500
25th Percentile £50,000 £50,750 £46,250
Median annual salary (50th Percentile) £65,000 £67,500 £60,000
Median % change year-on-year -3.70% +12.50% -11.11%
75th Percentile £85,000 £87,500 £80,000
90th Percentile £100,000 £113,888 £105,000
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 29 July 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 29 July 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 -29 180 £86,650 +1.94% 201
London +31 102 £102,500 +7.89% 150
UK excluding London -66 92 £65,000 +1.56% 77
Work from Home +23 86 £95,400 +27.20% 76
Midlands -10 35 £50,000 -25.93% 5
East Midlands +1 33 £41,000 -43.45% 1
East of England -25 18 £100,000 +56.25% 14
South West -57 11 £60,000 +20.00% 12
North of England -43 8 £102,500 +60.16% 10
South East -48 7 £62,500 -37.50% 23
Scotland +17 6 £79,283 - 5
North West -18 6 £102,500 +86.36% 10
Wales -52 5 £65,000 - 4
West Midlands -31 2 £97,500 +61.16% 4
Yorkshire -32 2 £85,800 +28.06%
Northern Ireland - 2 - - 5

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 (13.66%) Apache Airflow
2 26 (11.45%) Apache Spark
3 20 (8.81%) ArcGIS
4 1 (0.44%) Apache
4 1 (0.44%) Appian
Applications
1 6 (2.64%) Chatbot
2 1 (0.44%) Microsoft Excel
2 1 (0.44%) Microsoft Office
2 1 (0.44%) Microsoft PowerPoint
2 1 (0.44%) Simulink
2 1 (0.44%) Trello
Cloud Services
1 116 (51.10%) AWS
2 115 (50.66%) Azure
3 73 (32.16%) GCP
4 34 (14.98%) Power Platform
5 28 (12.33%) Snowflake
6 23 (10.13%) Azure Synapse Analytics
6 23 (10.13%) dbt
7 11 (4.85%) Azure Machine Learning
8 9 (3.96%) Serverless
9 8 (3.52%) Amazon Bedrock
10 7 (3.08%) Amazon SageMaker
10 7 (3.08%) SaaS
11 6 (2.64%) Amazon OpenSearch
11 6 (2.64%) Amazon S3
11 6 (2.64%) Anthropic Claude
11 6 (2.64%) AWS Lambda
11 6 (2.64%) Azure AI
11 6 (2.64%) Slack
12 5 (2.20%) Prefect
12 5 (2.20%) Vertex AI
Communications & Networking
1 22 (9.69%) Broadband
Database & Business Intelligence
1 31 (13.66%) Power BI
2 26 (11.45%) Tableau
3 25 (11.01%) Amazon Redshift
3 25 (11.01%) Data Warehouse
4 24 (10.57%) BigQuery
4 24 (10.57%) Elasticsearch
4 24 (10.57%) Looker
5 23 (10.13%) Data Lake
5 23 (10.13%) Snowflake Schema
6 21 (9.25%) GIS
6 21 (9.25%) QGIS
6 21 (9.25%) Spatial Data
7 13 (5.73%) Metadata
8 11 (4.85%) Pinecone
9 8 (3.52%) NoSQL
10 5 (2.20%) Big Data
10 5 (2.20%) MongoDB
10 5 (2.20%) Weaviate
11 4 (1.76%) PostgreSQL
12 3 (1.32%) MySQL
Development Applications
1 37 (16.30%) MLflow
2 16 (7.05%) Git
3 9 (3.96%) GitLab
4 2 (0.88%) Jenkins
5 1 (0.44%) JIRA
5 1 (0.44%) NUnit
5 1 (0.44%) Poetry
5 1 (0.44%) Yeoman
General
1 63 (27.75%) Analytical Skills
2 61 (26.87%) Finance
3 40 (17.62%) Social Skills
4 22 (9.69%) Banking
5 17 (7.49%) Inclusion and Diversity
6 15 (6.61%) Law
7 8 (3.52%) Marketing
8 6 (2.64%) Pharmaceutical
8 6 (2.64%) Public Sector
8 6 (2.64%) Retail
9 4 (1.76%) Private Banking
10 3 (1.32%) Advertising
11 2 (0.88%) Aerospace
11 2 (0.88%) Legal
11 2 (0.88%) Public Speaking
12 1 (0.44%) Financial Institution
12 1 (0.44%) French Language
12 1 (0.44%) Investment Banking
12 1 (0.44%) Military
12 1 (0.44%) Publishing
Job Titles
1 59 (25.99%) Lead
2 49 (21.59%) Data Scientist
3 41 (18.06%) Senior
4 33 (14.54%) Senior Data Scientist
5 30 (13.22%) Developer
6 28 (12.33%) Lead Data Scientist
7 27 (11.89%) Systems Engineer
8 24 (10.57%) Consultant
8 24 (10.57%) Senior Systems Engineer
9 21 (9.25%) Artificial Intelligence Consultant
9 21 (9.25%) Machine Learning Engineer
10 20 (8.81%) Artificial Intelligence Engineer
10 20 (8.81%) Machine Learning Consultant
10 20 (8.81%) Spatial Consultant
11 18 (7.93%) Machine Learning Scientist
12 17 (7.49%) Software Engineer
13 13 (5.73%) Lead Developer
14 9 (3.96%) Architect
14 9 (3.96%) Python Developer
15 7 (3.08%) Research Scientist
Libraries, Frameworks & Software Standards
1 160 (70.48%) TensorFlow
2 80 (35.24%) scikit-learn
3 57 (25.11%) LangChain
4 40 (17.62%) Hugging Face
5 33 (14.54%) Kafka
6 31 (13.66%) LlamaIndex
7 25 (11.01%) pgvector
8 23 (10.13%) LangGraph
8 23 (10.13%) Pandas
9 19 (8.37%) NumPy
10 16 (7.05%) Google JAX
10 16 (7.05%) JAX
11 13 (5.73%) REST
12 10 (4.41%) OpenCV
13 8 (3.52%) Faiss
13 8 (3.52%) RabbitMQ
14 7 (3.08%) FastAPI
14 7 (3.08%) SciPy
14 7 (3.08%) XGBoost
15 6 (2.64%) AngularJS
Miscellaneous
1 51 (22.47%) Algorithms
2 47 (20.70%) Cloud Native
3 24 (10.57%) AI Agents
3 24 (10.57%) Clustering
4 23 (10.13%) Public Cloud
5 19 (8.37%) Distributed Systems
6 18 (7.93%) Video\Live Streaming
7 13 (5.73%) Product Ownership
8 6 (2.64%) Over-the-Top Content
9 5 (2.20%) Mobile Banking
9 5 (2.20%) Robotics
10 4 (1.76%) Embedded Systems
10 4 (1.76%) Enterprise Software
11 3 (1.32%) CUDA
11 3 (1.32%) Greenfield Project
12 2 (0.88%) Analytical Mindset
12 2 (0.88%) Data Structures
12 2 (0.88%) Legacy Systems
12 2 (0.88%) Low-Code
12 2 (0.88%) Stable Diffusion
Operating Systems
1 5 (2.20%) Linux
2 1 (0.44%) Android
2 1 (0.44%) Apple iOS
Processes & Methodologies
1 221 (97.36%) Machine Learning
2 177 (77.97%) AI
3 148 (65.20%) Data Science
4 95 (41.85%) Generative AI
5 82 (36.12%) LLM
6 74 (32.60%) Software Engineering
7 72 (31.72%) MLOps
8 69 (30.40%) Analytics
9 65 (28.63%) Mentoring
10 64 (28.19%) Deep Learning
11 63 (27.75%) Roadmaps
11 63 (27.75%) Statistics
12 62 (27.31%) Retrieval-Augmented Generation
13 59 (25.99%) Feature Engineering
14 55 (24.23%) Technical Leadership
14 55 (24.23%) Use Case
15 54 (23.79%) CI/CD
15 54 (23.79%) Predictive Modelling
16 53 (23.35%) Data Pipeline
17 51 (22.47%) Prompt Engineering
Programming Languages
1 214 (94.27%) Python
2 80 (35.24%) SQL
3 14 (6.17%) C++
4 13 (5.73%) Java
5 9 (3.96%) JavaScript
6 5 (2.20%) C
7 3 (1.32%) R
8 2 (0.88%) C#
9 1 (0.44%) Bash
9 1 (0.44%) Go
9 1 (0.44%) Haskell
9 1 (0.44%) MATLAB
9 1 (0.44%) OCaml
9 1 (0.44%) Rust
9 1 (0.44%) Scala
Qualifications
1 53 (23.35%) Degree
2 27 (11.89%) PhD
3 19 (8.37%) Security Cleared
4 18 (7.93%) Master's Degree
5 6 (2.64%) DBS Check
6 5 (2.20%) DV Cleared
7 4 (1.76%) Computer Science Degree
7 4 (1.76%) SC Cleared
8 3 (1.32%) Postgraduate
9 1 (0.44%) AWS Certification
9 1 (0.44%) AWS Certified Solutions Architect
9 1 (0.44%) Azure Certification
9 1 (0.44%) BPSS Clearance
9 1 (0.44%) Microsoft Certification
9 1 (0.44%) Microsoft Certified Professional
Quality Assurance & Compliance
1 23 (10.13%) California Consumer Privacy Act
1 23 (10.13%) GDPR
2 22 (9.69%) Accessibility
3 20 (8.81%) QA
4 3 (1.32%) Data Quality
5 1 (0.44%) Cyber Essentials
5 1 (0.44%) ISO/IEC 27001
System Software
1 32 (14.10%) Docker
Systems Management
1 28 (12.33%) Kubernetes
2 11 (4.85%) Kubeflow
3 8 (3.52%) Terraform
4 7 (3.08%) Grafana
5 6 (2.64%) Ansible
5 6 (2.64%) Prometheus
6 3 (1.32%) Argo
Vendors
1 41 (18.06%) Databricks
2 23 (10.13%) Cloudera
2 23 (10.13%) Dell
2 23 (10.13%) OpenAI
3 18 (7.93%) Google
4 11 (4.85%) Microsoft
5 2 (0.88%) Foundry
6 1 (0.44%) Automation Anywhere
6 1 (0.44%) Cognizant
6 1 (0.44%) Dataiku
6 1 (0.44%) DataRobot
6 1 (0.44%) Oracle
6 1 (0.44%) Palantir
6 1 (0.44%) UiPath