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

6 months to
16 Jul 2026
Same period 2025 Same period 2024
Rank 556 557 725
Rank change year-on-year +1 +168 +12
Permanent jobs citing PyTorch 223 121 164
As % of all permanent jobs in the UK 0.23% 0.25% 0.16%
As % of the Libraries, Frameworks & Software Standards category 2.19% 1.36% 0.82%
Number of salaries quoted 62 57 114
10th Percentile £45,250 £45,000 £47,500
25th Percentile £54,479 £60,000 £55,000
Median annual salary (50th Percentile) £77,500 £80,000 £75,000
Median % change year-on-year -3.13% +6.67% -
75th Percentile £106,875 £97,500 £94,063
90th Percentile £120,000 £120,000 £121,750
UK excluding London median annual salary £62,500 £64,000 £62,500
% change year-on-year -2.34% +2.40% -10.71%

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 10,165 8,925 20,012
As % of all permanent jobs advertised in the UK 10.29% 18.16% 19.83%
Number of salaries quoted 7,600 5,903 15,100
10th Percentile £40,975 £38,750 £36,250
25th Percentile £50,000 £51,250 £45,000
Median annual salary (50th Percentile) £65,000 £67,037 £60,000
Median % change year-on-year -3.04% +11.73% -10.45%
75th Percentile £85,000 £87,500 £80,000
90th Percentile £100,000 £112,500 £100,000
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 16 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 16 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 -18 177 £77,500 -6.06% 166
London +24 97 £87,500 -7.89% 92
Work from Home +48 92 £60,000 -14.29% 107
UK excluding London -72 89 £62,500 -2.34% 104
Midlands +9 37 £55,000 -18.52% 12
East Midlands -7 33 £41,000 -43.45% 6
East of England -10 19 £55,000 -33.93% 15
South West -56 9 £60,000 +20.00% 18
South East -25 8 £62,500 -37.50% 18
North of England -40 8 £102,500 +60.16% 17
North West -5 6 £102,500 +86.36% 8
West Midlands -29 4 £55,000 -9.09% 6
Wales -50 4 £85,000 - 11
Scotland +13 2 £79,283 +13.26% 11
Yorkshire -38 2 £85,800 +34.06% 5
Northern Ireland - 2 - - 4

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 33 (14.80%) Apache Airflow
2 28 (12.56%) Apache Spark
3 22 (9.87%) ArcGIS
4 3 (1.35%) Appian
5 2 (0.90%) Jupyter
6 1 (0.45%) Apache
Applications
1 6 (2.69%) Chatbot
2 1 (0.45%) Microsoft Excel
2 1 (0.45%) Microsoft Office
2 1 (0.45%) Microsoft PowerPoint
2 1 (0.45%) Trello
Cloud Services
1 116 (52.02%) Azure
2 112 (50.22%) AWS
3 72 (32.29%) GCP
4 34 (15.25%) Power Platform
5 29 (13.00%) Snowflake
6 23 (10.31%) Azure Synapse Analytics
6 23 (10.31%) dbt
7 14 (6.28%) Azure Machine Learning
8 9 (4.04%) Amazon SageMaker
8 9 (4.04%) SaaS
9 8 (3.59%) Anthropic Claude
9 8 (3.59%) Slack
10 7 (3.14%) Amazon Bedrock
10 7 (3.14%) Azure AI
10 7 (3.14%) Vertex AI
11 6 (2.69%) Amazon OpenSearch
11 6 (2.69%) OpenShift
12 5 (2.24%) Prefect
12 5 (2.24%) Serverless
13 4 (1.79%) H2O.ai
Communications & Networking
1 28 (12.56%) Broadband
Database & Business Intelligence
1 31 (13.90%) Power BI
2 28 (12.56%) Amazon Redshift
2 28 (12.56%) Tableau
3 27 (12.11%) Data Lake
3 27 (12.11%) Data Warehouse
4 26 (11.66%) BigQuery
4 26 (11.66%) Elasticsearch
4 26 (11.66%) Looker
5 23 (10.31%) GIS
5 23 (10.31%) QGIS
5 23 (10.31%) Snowflake Schema
5 23 (10.31%) Spatial Data
6 21 (9.42%) Metadata
7 15 (6.73%) Pinecone
8 7 (3.14%) Weaviate
9 5 (2.24%) MongoDB
10 4 (1.79%) Apache Iceberg
10 4 (1.79%) NoSQL
10 4 (1.79%) PostgreSQL
10 4 (1.79%) SQL Server
Development Applications
1 42 (18.83%) MLflow
2 15 (6.73%) Git
3 9 (4.04%) GitLab
4 2 (0.90%) Jenkins
5 1 (0.45%) JIRA
5 1 (0.45%) Poetry
5 1 (0.45%) Yeoman
General
1 66 (29.60%) Analytical Skills
2 53 (23.77%) Finance
3 41 (18.39%) Social Skills
4 11 (4.93%) Banking
5 6 (2.69%) Manufacturing
5 6 (2.69%) Pharmaceutical
5 6 (2.69%) Retail
6 5 (2.24%) Public Sector
7 4 (1.79%) Advertising
7 4 (1.79%) Inclusion and Diversity
8 2 (0.90%) Legal
8 2 (0.90%) Public Speaking
9 1 (0.45%) French Language
9 1 (0.45%) Publishing
Job Titles
1 52 (23.32%) Lead
2 51 (22.87%) Data Scientist
3 48 (21.52%) Senior
4 33 (14.80%) Senior Data Scientist
5 29 (13.00%) Developer
6 28 (12.56%) Lead Data Scientist
7 27 (12.11%) Systems Engineer
8 26 (11.66%) Consultant
9 24 (10.76%) Senior Systems Engineer
10 23 (10.31%) Artificial Intelligence Consultant
11 22 (9.87%) Artificial Intelligence Engineer
11 22 (9.87%) Machine Learning Engineer
12 20 (8.97%) Machine Learning Consultant
12 20 (8.97%) Spatial Consultant
13 13 (5.83%) Lead Developer
13 13 (5.83%) Software Engineer
14 10 (4.48%) Architect
14 10 (4.48%) Machine Learning Scientist
15 9 (4.04%) Python Developer
16 8 (3.59%) Artificial Intelligence Architect
Libraries, Frameworks & Software Standards
1 163 (73.09%) TensorFlow
2 72 (32.29%) scikit-learn
3 56 (25.11%) LangChain
4 39 (17.49%) Hugging Face
5 32 (14.35%) Kafka
6 30 (13.45%) LlamaIndex
7 25 (11.21%) pgvector
8 23 (10.31%) LangGraph
9 22 (9.87%) Pandas
10 17 (7.62%) NumPy
11 12 (5.38%) Faiss
11 12 (5.38%) Google JAX
11 12 (5.38%) JAX
11 12 (5.38%) OpenCV
11 12 (5.38%) REST
12 9 (4.04%) FastAPI
13 8 (3.59%) Keras
13 8 (3.59%) RabbitMQ
13 8 (3.59%) TFX
14 7 (3.14%) RESTful
Miscellaneous
1 50 (22.42%) Algorithms
2 39 (17.49%) Cloud Native
3 24 (10.76%) Clustering
3 24 (10.76%) Video\Live Streaming
4 23 (10.31%) Public Cloud
5 17 (7.62%) AI Agents
6 16 (7.17%) Distributed Systems
7 15 (6.73%) Product Ownership
8 8 (3.59%) Over-the-Top Content
9 6 (2.69%) Embedded Systems
9 6 (2.69%) Robotics
10 5 (2.24%) CUDA
11 4 (1.79%) Data Centre
11 4 (1.79%) Legacy Systems
11 4 (1.79%) Low-Code
11 4 (1.79%) Management Information System
12 3 (1.35%) Enterprise Software
12 3 (1.35%) Greenfield Project
13 2 (0.90%) Autonomous Agent
13 2 (0.90%) Data Structures
Operating Systems
1 5 (2.24%) Linux
2 2 (0.90%) Robot Operating System
3 1 (0.45%) Android
3 1 (0.45%) Apple iOS
Processes & Methodologies
1 216 (96.86%) Machine Learning
2 180 (80.72%) AI
3 150 (67.26%) Data Science
4 103 (46.19%) Generative AI
5 76 (34.08%) MLOps
6 74 (33.18%) Analytics
7 69 (30.94%) LLM
8 68 (30.49%) Roadmaps
9 66 (29.60%) Retrieval-Augmented Generation
10 65 (29.15%) Data Pipeline
10 65 (29.15%) Mentoring
11 64 (28.70%) Statistics
12 62 (27.80%) Feature Engineering
13 61 (27.35%) Deep Learning
13 61 (27.35%) Software Engineering
14 60 (26.91%) CI/CD
15 59 (26.46%) Computer Vision
15 59 (26.46%) Technical Leadership
15 59 (26.46%) Use Case
16 51 (22.87%) Predictive Modelling
Programming Languages
1 212 (95.07%) Python
2 74 (33.18%) SQL
3 15 (6.73%) C++
4 14 (6.28%) Java
5 9 (4.04%) JavaScript
6 4 (1.79%) C
6 4 (1.79%) R
7 3 (1.35%) Bash
7 3 (1.35%) Go
7 3 (1.35%) Scala
8 1 (0.45%) C#
8 1 (0.45%) Haskell
8 1 (0.45%) OCaml
8 1 (0.45%) Rust
Qualifications
1 47 (21.08%) Degree
2 20 (8.97%) Security Cleared
3 19 (8.52%) Master's Degree
4 18 (8.07%) PhD
5 6 (2.69%) DBS Check
6 5 (2.24%) SC Cleared
7 4 (1.79%) Computer Science Degree
7 4 (1.79%) DV Cleared
8 3 (1.35%) Postgraduate
9 2 (0.90%) AWS Certification
9 2 (0.90%) Azure Certification
10 1 (0.45%) AWS Certified Solutions Architect
10 1 (0.45%) Microsoft Certification
10 1 (0.45%) Microsoft Certified Professional
Quality Assurance & Compliance
1 23 (10.31%) California Consumer Privacy Act
1 23 (10.31%) GDPR
2 21 (9.42%) Accessibility
3 20 (8.97%) QA
4 10 (4.48%) Data Quality
5 1 (0.45%) Cyber Essentials
5 1 (0.45%) ISO/IEC 27001
System Software
1 32 (14.35%) Docker
Systems Management
1 25 (11.21%) Kubernetes
2 12 (5.38%) Kubeflow
3 8 (3.59%) Terraform
4 7 (3.14%) Grafana
5 6 (2.69%) Ansible
5 6 (2.69%) Prometheus
6 3 (1.35%) Argo
Vendors
1 47 (21.08%) Databricks
2 27 (12.11%) Dell
3 23 (10.31%) Cloudera
4 18 (8.07%) Google
4 18 (8.07%) OpenAI
5 9 (4.04%) Microsoft
6 4 (1.79%) NVIDIA
7 3 (1.35%) Automation Anywhere
7 3 (1.35%) Palantir
7 3 (1.35%) UiPath
8 2 (0.90%) Foundry
9 1 (0.45%) Cognizant
9 1 (0.45%) Dataiku
9 1 (0.45%) DataRobot
9 1 (0.45%) IBM
9 1 (0.45%) Intel
9 1 (0.45%) Oracle