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

6 months to
1 Jul 2026
Same period 2025 Same period 2024
Rank 528 556 734
Rank change year-on-year +28 +178 +22
Permanent jobs citing PyTorch 229 120 169
As % of all permanent jobs in the UK 0.24% 0.26% 0.16%
As % of the Libraries, Frameworks & Software Standards category 2.31% 1.36% 0.80%
Number of salaries quoted 64 53 119
10th Percentile £46,939 £45,000 £47,500
25th Percentile £53,291 £62,000 £55,000
Median annual salary (50th Percentile) £73,750 £85,000 £75,000
Median % change year-on-year -13.24% +13.33% -
75th Percentile £98,438 £105,000 £93,125
90th Percentile £120,000 £120,000 £122,500
UK excluding London median annual salary £60,000 £64,000 £62,500
% change year-on-year -6.25% +2.40% -13.79%

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 9,893 8,815 21,156
As % of all permanent jobs advertised in the UK 10.26% 18.92% 20.05%
Number of salaries quoted 7,422 5,809 16,108
10th Percentile £41,250 £38,750 £36,250
25th Percentile £50,000 £51,250 £45,000
Median annual salary (50th Percentile) £65,000 £67,500 £60,000
Median % change year-on-year -3.70% +12.50% -10.49%
75th Percentile £85,000 £87,500 £79,600
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 1 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 1 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 +12 182 £70,000 -17.65% 165
London +30 103 £85,000 -10.53% 122
Work from Home +61 95 £60,000 -14.29% 94
UK excluding London -63 85 £60,000 -6.25% 69
Midlands -10 36 £55,000 -12.70% 5
East Midlands +2 32 £52,500 -27.59% 2
East of England -10 20 £55,000 -33.93% 9
North of England -50 9 £94,150 +40.52% 6
South East -40 8 £62,500 -37.50% 17
North West -7 7 £102,500 +41.38% 4
South West -61 7 £60,000 +26.32% 13
West Midlands -29 4 £55,000 +2.80% 3
Scotland +17 2 £79,283 +13.26% 4
Yorkshire -40 2 £85,800 +34.06% 1
Northern Ireland - 2 - - 1
Wales -48 1 £105,000 - 14

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 36 (15.72%) Apache Airflow
2 31 (13.54%) Apache Spark
3 22 (9.61%) ArcGIS
4 6 (2.62%) Jupyter
5 5 (2.18%) Appian
6 1 (0.44%) Apache
Applications
1 7 (3.06%) Chatbot
2 1 (0.44%) Microsoft Excel
2 1 (0.44%) Microsoft Office
2 1 (0.44%) Microsoft PowerPoint
2 1 (0.44%) Trello
Cloud Services
1 116 (50.66%) Azure
2 112 (48.91%) AWS
3 73 (31.88%) GCP
4 34 (14.85%) Power Platform
5 32 (13.97%) Snowflake
6 23 (10.04%) Azure Synapse Analytics
6 23 (10.04%) dbt
7 17 (7.42%) Azure Machine Learning
8 11 (4.80%) Amazon SageMaker
9 10 (4.37%) Anthropic Claude
9 10 (4.37%) Vertex AI
10 9 (3.93%) Azure AI
10 9 (3.93%) SaaS
11 8 (3.49%) Slack
12 7 (3.06%) Amazon Bedrock
12 7 (3.06%) Amazon OpenSearch
12 7 (3.06%) Dagster
13 6 (2.62%) Azure Data Factory
13 6 (2.62%) OpenShift
14 5 (2.18%) Serverless
Communications & Networking
1 28 (12.23%) Broadband
2 1 (0.44%) LTE
2 1 (0.44%) Software-Defined Radio
2 1 (0.44%) Wi-Fi
2 1 (0.44%) Wireless
Database & Business Intelligence
1 31 (13.54%) Amazon Redshift
1 31 (13.54%) Data Warehouse
2 30 (13.10%) Power BI
2 30 (13.10%) Tableau
3 29 (12.66%) BigQuery
3 29 (12.66%) Elasticsearch
3 29 (12.66%) Looker
4 27 (11.79%) Data Lake
5 23 (10.04%) GIS
5 23 (10.04%) QGIS
5 23 (10.04%) Snowflake Schema
5 23 (10.04%) Spatial Data
6 21 (9.17%) Metadata
7 20 (8.73%) Pinecone
8 10 (4.37%) Weaviate
9 7 (3.06%) Apache Iceberg
10 6 (2.62%) Delta Lake
10 6 (2.62%) SQL Server
11 5 (2.18%) MongoDB
12 4 (1.75%) PostgreSQL
Development Applications
1 48 (20.96%) MLflow
2 14 (6.11%) Git
3 10 (4.37%) GitLab
4 2 (0.87%) Jenkins
5 1 (0.44%) JIRA
5 1 (0.44%) Poetry
5 1 (0.44%) Yeoman
General
1 66 (28.82%) Analytical Skills
2 53 (23.14%) Finance
3 40 (17.47%) Social Skills
4 11 (4.80%) Inclusion and Diversity
5 9 (3.93%) Banking
6 6 (2.62%) Manufacturing
6 6 (2.62%) Pharmaceutical
6 6 (2.62%) Retail
7 4 (1.75%) Advertising
7 4 (1.75%) Public Sector
8 2 (0.87%) Legal
8 2 (0.87%) Public Speaking
9 1 (0.44%) French Language
9 1 (0.44%) Organisational Skills
9 1 (0.44%) Publishing
Job Titles
1 56 (24.45%) Senior
2 52 (22.71%) Lead
3 50 (21.83%) Data Scientist
4 33 (14.41%) Senior Data Scientist
5 31 (13.54%) Consultant
6 30 (13.10%) Developer
7 27 (11.79%) Artificial Intelligence Consultant
7 27 (11.79%) Lead Data Scientist
7 27 (11.79%) Systems Engineer
8 24 (10.48%) Senior Systems Engineer
9 23 (10.04%) Artificial Intelligence Engineer
10 21 (9.17%) Machine Learning Consultant
11 20 (8.73%) Machine Learning Engineer
11 20 (8.73%) Spatial Consultant
12 13 (5.68%) Lead Developer
13 11 (4.80%) Software Engineer
14 10 (4.37%) Architect
14 10 (4.37%) Machine Learning Scientist
15 9 (3.93%) Python Developer
16 8 (3.49%) Artificial Intelligence Architect
Libraries, Frameworks & Software Standards
1 167 (72.93%) TensorFlow
2 73 (31.88%) scikit-learn
3 55 (24.02%) LangChain
4 40 (17.47%) Hugging Face
5 32 (13.97%) Kafka
6 30 (13.10%) LlamaIndex
7 25 (10.92%) Pandas
7 25 (10.92%) pgvector
8 20 (8.73%) LangGraph
8 20 (8.73%) NumPy
9 17 (7.42%) Faiss
10 14 (6.11%) Google JAX
10 14 (6.11%) JAX
10 14 (6.11%) REST
11 12 (5.24%) OpenCV
12 11 (4.80%) FastAPI
13 9 (3.93%) Flask
13 9 (3.93%) RabbitMQ
14 8 (3.49%) RESTful
14 8 (3.49%) SciPy
Miscellaneous
1 50 (21.83%) Algorithms
2 36 (15.72%) Cloud Native
3 24 (10.48%) Clustering
3 24 (10.48%) Video\Live Streaming
4 23 (10.04%) Public Cloud
5 18 (7.86%) AI Agents
6 16 (6.99%) Distributed Systems
6 16 (6.99%) Product Ownership
7 8 (3.49%) Over-the-Top Content
8 7 (3.06%) Low-Code
9 6 (2.62%) CUDA
9 6 (2.62%) Embedded Systems
9 6 (2.62%) Legacy Systems
10 4 (1.75%) Data Centre
10 4 (1.75%) Enterprise Software
10 4 (1.75%) Management Information System
10 4 (1.75%) Robotics
11 2 (0.87%) Autonomous Agent
11 2 (0.87%) Greenfield Project
11 2 (0.87%) Lidar
Operating Systems
1 5 (2.18%) Linux
2 2 (0.87%) Robot Operating System
3 1 (0.44%) Android
3 1 (0.44%) Apple iOS
Processes & Methodologies
1 220 (96.07%) Machine Learning
2 187 (81.66%) AI
3 156 (68.12%) Data Science
4 107 (46.72%) Generative AI
5 76 (33.19%) MLOps
6 75 (32.75%) LLM
7 73 (31.88%) Analytics
8 70 (30.57%) Retrieval-Augmented Generation
8 70 (30.57%) Statistics
9 69 (30.13%) Roadmaps
10 68 (29.69%) Data Pipeline
10 68 (29.69%) Deep Learning
11 65 (28.38%) Feature Engineering
12 64 (27.95%) Mentoring
13 63 (27.51%) Computer Vision
14 62 (27.07%) CI/CD
15 61 (26.64%) Technical Leadership
16 60 (26.20%) Use Case
17 59 (25.76%) Software Engineering
18 52 (22.71%) Data Engineering
Programming Languages
1 219 (95.63%) Python
2 75 (32.75%) SQL
3 16 (6.99%) C++
4 15 (6.55%) Java
5 11 (4.80%) JavaScript
6 6 (2.62%) Bash
6 6 (2.62%) Go
6 6 (2.62%) Scala
7 4 (1.75%) C
7 4 (1.75%) R
8 1 (0.44%) Haskell
8 1 (0.44%) OCaml
8 1 (0.44%) PowerShell
8 1 (0.44%) Rust
Qualifications
1 54 (23.58%) Degree
2 26 (11.35%) Security Cleared
3 20 (8.73%) PhD
4 16 (6.99%) Master's Degree
5 10 (4.37%) SC Cleared
6 6 (2.62%) DBS Check
7 5 (2.18%) Computer Science Degree
8 4 (1.75%) DV Cleared
9 3 (1.31%) Azure Certification
9 3 (1.31%) Postgraduate
10 2 (0.87%) AWS Certification
10 2 (0.87%) Microsoft Certification
11 1 (0.44%) AWS Certified Solutions Architect
11 1 (0.44%) Microsoft Certified Professional
11 1 (0.44%) Numerate Degree
Quality Assurance & Compliance
1 23 (10.04%) California Consumer Privacy Act
1 23 (10.04%) GDPR
2 21 (9.17%) Accessibility
3 20 (8.73%) QA
4 12 (5.24%) Data Quality
5 1 (0.44%) Cyber Essentials
5 1 (0.44%) ISO/IEC 27001
System Software
1 38 (16.59%) Docker
Systems Management
1 28 (12.23%) Kubernetes
2 12 (5.24%) Kubeflow
3 9 (3.93%) Terraform
4 8 (3.49%) Grafana
5 7 (3.06%) Ansible
5 7 (3.06%) Prometheus
6 3 (1.31%) Argo
Vendors
1 52 (22.71%) Databricks
2 27 (11.79%) Dell
3 23 (10.04%) Cloudera
4 21 (9.17%) OpenAI
5 17 (7.42%) Google
6 7 (3.06%) Microsoft
7 6 (2.62%) Palantir
8 5 (2.18%) Automation Anywhere
8 5 (2.18%) UiPath
9 4 (1.75%) NVIDIA
10 2 (0.87%) Foundry
11 1 (0.44%) Cognizant
11 1 (0.44%) CrowdStrike
11 1 (0.44%) Dataiku
11 1 (0.44%) DataRobot
11 1 (0.44%) Fortinet
11 1 (0.44%) IBM
11 1 (0.44%) Intel
11 1 (0.44%) Oracle
11 1 (0.44%) Palo Alto