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

6 months to
18 Jun 2026
Same period 2025 Same period 2024
Rank 499 558 755
Rank change year-on-year +59 +197 +26
Permanent jobs citing PyTorch 236 109 163
As % of all permanent jobs in the UK 0.25% 0.24% 0.15%
As % of the Libraries, Frameworks & Software Standards category 2.47% 1.25% 0.75%
Number of salaries quoted 65 50 113
10th Percentile £46,939 £44,750 £47,500
25th Percentile £52,500 £62,000 £55,000
Median annual salary (50th Percentile) £70,000 £85,000 £70,000
Median % change year-on-year -17.65% +21.43% -6.67%
75th Percentile £92,500 £104,375 £90,000
90th Percentile £119,000 £120,000 £122,500
UK excluding London median annual salary £60,000 £64,000 £62,500
% change year-on-year -6.25% +2.40% -16.67%

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 9,557 8,733 21,753
As % of all permanent jobs advertised in the UK 10.20% 19.53% 20.00%
Number of salaries quoted 7,146 5,718 16,540
10th Percentile £40,125 £38,750 £36,250
25th Percentile £50,000 £51,250 £45,000
Median annual salary (50th Percentile) £65,000 £66,271 £60,000
Median % change year-on-year -1.92% +10.45% -11.11%
75th Percentile £85,000 £87,500 £78,750
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 18 June 2026.

Salary histogram for PyTorch in the UK

PyTorch
Top 15 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 18 June 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 +21 188 £70,000 -17.65% 74
London +41 109 £82,500 -13.16% 57
Work from Home +67 96 £60,000 -6.25% 43
UK excluding London -37 84 £60,000 -6.25% 35
Midlands +8 36 £55,000 -12.70% 3
East Midlands +7 32 £52,500 -27.59%
East of England -7 22 £67,500 +5.47% 5
North of England -41 9 £94,150 +32.14% 4
North West +9 7 £102,500 +20.23% 2
South West -63 7 £60,000 +33.33% 4
South East -29 6 £60,000 -40.00% 10
West Midlands -15 4 £55,000 +2.80% 3
Scotland +12 2 £79,283 +13.26%
Yorkshire -39 2 £85,800 +34.06% 1
Northern Ireland - 2 - - 6

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 38 (16.10%) Apache Airflow
2 36 (15.25%) Apache Spark
3 22 (9.32%) ArcGIS
4 9 (3.81%) Jupyter
5 7 (2.97%) Appian
6 1 (0.42%) Apache
Applications
1 6 (2.54%) Chatbot
2 1 (0.42%) Microsoft Excel
2 1 (0.42%) Microsoft Office
2 1 (0.42%) Microsoft PowerPoint
2 1 (0.42%) Trello
Cloud Services
1 117 (49.58%) Azure
2 110 (46.61%) AWS
3 71 (30.08%) GCP
4 34 (14.41%) Power Platform
4 34 (14.41%) Snowflake
5 23 (9.75%) Azure Synapse Analytics
5 23 (9.75%) dbt
6 21 (8.90%) Azure Machine Learning
7 12 (5.08%) Anthropic Claude
7 12 (5.08%) Azure AI
7 12 (5.08%) Vertex AI
8 10 (4.24%) Amazon SageMaker
9 9 (3.81%) Dagster
9 9 (3.81%) Slack
10 8 (3.39%) Azure Data Factory
10 8 (3.39%) SaaS
11 7 (2.97%) Amazon OpenSearch
11 7 (2.97%) Power Automate
12 6 (2.54%) OpenShift
13 5 (2.12%) Serverless
Communications & Networking
1 29 (12.29%) Broadband
2 1 (0.42%) LTE
2 1 (0.42%) Software-Defined Radio
2 1 (0.42%) Wi-Fi
2 1 (0.42%) Wireless
Database & Business Intelligence
1 35 (14.83%) Data Warehouse
1 35 (14.83%) Tableau
2 33 (13.98%) Amazon Redshift
3 31 (13.14%) BigQuery
3 31 (13.14%) Elasticsearch
3 31 (13.14%) Looker
4 30 (12.71%) Power BI
5 27 (11.44%) Data Lake
6 24 (10.17%) Pinecone
7 23 (9.75%) GIS
7 23 (9.75%) QGIS
7 23 (9.75%) Snowflake Schema
7 23 (9.75%) Spatial Data
8 21 (8.90%) Metadata
9 12 (5.08%) Weaviate
10 9 (3.81%) Apache Iceberg
11 8 (3.39%) Delta Lake
11 8 (3.39%) SQL Server
12 6 (2.54%) Big Data
13 5 (2.12%) MongoDB
Development Applications
1 54 (22.88%) MLflow
2 13 (5.51%) Git
3 10 (4.24%) GitLab
4 2 (0.85%) Jenkins
5 1 (0.42%) JIRA
5 1 (0.42%) Poetry
5 1 (0.42%) Yeoman
General
1 69 (29.24%) Analytical Skills
2 52 (22.03%) Finance
3 40 (16.95%) Social Skills
4 18 (7.63%) Inclusion and Diversity
5 8 (3.39%) Banking
6 6 (2.54%) Manufacturing
6 6 (2.54%) Pharmaceutical
6 6 (2.54%) Retail
7 4 (1.69%) Public Sector
8 3 (1.27%) Advertising
9 2 (0.85%) Legal
9 2 (0.85%) Public Speaking
10 1 (0.42%) French Language
10 1 (0.42%) Organisational Skills
10 1 (0.42%) Publishing
Job Titles
1 61 (25.85%) Senior
2 52 (22.03%) Lead
3 49 (20.76%) Data Scientist
4 36 (15.25%) Consultant
5 33 (13.98%) Developer
6 32 (13.56%) Senior Data Scientist
7 31 (13.14%) Artificial Intelligence Consultant
8 27 (11.44%) Systems Engineer
9 26 (11.02%) Lead Data Scientist
10 24 (10.17%) Senior Systems Engineer
11 23 (9.75%) Artificial Intelligence Engineer
12 22 (9.32%) Machine Learning Consultant
13 20 (8.47%) Spatial Consultant
14 19 (8.05%) Machine Learning Engineer
15 13 (5.51%) Lead Developer
16 11 (4.66%) Data Consultant
16 11 (4.66%) Senior Consultant
17 10 (4.24%) Machine Learning Scientist
18 9 (3.81%) Python Developer
18 9 (3.81%) Software Engineer
Libraries, Frameworks & Software Standards
1 170 (72.03%) TensorFlow
2 77 (32.63%) scikit-learn
3 54 (22.88%) LangChain
4 41 (17.37%) Hugging Face
5 32 (13.56%) Kafka
6 31 (13.14%) Pandas
7 30 (12.71%) LlamaIndex
8 25 (10.59%) NumPy
8 25 (10.59%) pgvector
9 21 (8.90%) Faiss
10 17 (7.20%) LangGraph
11 16 (6.78%) REST
12 15 (6.36%) Google JAX
12 15 (6.36%) JAX
13 12 (5.08%) FastAPI
14 11 (4.66%) Flask
14 11 (4.66%) OpenCV
15 10 (4.24%) XGBoost
16 9 (3.81%) RabbitMQ
16 9 (3.81%) TFX
Miscellaneous
1 49 (20.76%) Algorithms
2 35 (14.83%) Cloud Native
3 25 (10.59%) Video\Live Streaming
4 24 (10.17%) Clustering
5 23 (9.75%) Public Cloud
6 18 (7.63%) AI Agents
7 17 (7.20%) Product Ownership
8 15 (6.36%) Distributed Systems
9 9 (3.81%) Low-Code
9 9 (3.81%) Over-the-Top Content
10 8 (3.39%) Legacy Systems
11 7 (2.97%) CUDA
12 5 (2.12%) Embedded Systems
12 5 (2.12%) Enterprise Software
13 4 (1.69%) Data Centre
13 4 (1.69%) Management Information System
13 4 (1.69%) Robotics
14 2 (0.85%) Data Structures
14 2 (0.85%) Greenfield Project
14 2 (0.85%) Lidar
Operating Systems
1 5 (2.12%) Linux
2 2 (0.85%) Robot Operating System
Processes & Methodologies
1 225 (95.34%) Machine Learning
2 193 (81.78%) AI
3 163 (69.07%) Data Science
4 110 (46.61%) Generative AI
5 81 (34.32%) LLM
6 74 (31.36%) MLOps
6 74 (31.36%) Statistics
7 73 (30.93%) Analytics
7 73 (30.93%) Data Pipeline
7 73 (30.93%) Feature Engineering
8 72 (30.51%) Retrieval-Augmented Generation
9 70 (29.66%) Deep Learning
10 69 (29.24%) Roadmaps
11 67 (28.39%) Computer Vision
12 64 (27.12%) CI/CD
13 61 (25.85%) Mentoring
13 61 (25.85%) Technical Leadership
14 60 (25.42%) Use Case
15 57 (24.15%) Data Engineering
16 54 (22.88%) Software Engineering
Programming Languages
1 226 (95.76%) Python
2 80 (33.90%) SQL
3 13 (5.51%) Java
4 12 (5.08%) C++
4 12 (5.08%) JavaScript
5 9 (3.81%) R
6 8 (3.39%) Bash
6 8 (3.39%) Go
6 8 (3.39%) Scala
7 4 (1.69%) C
8 3 (1.27%) PowerShell
9 1 (0.42%) Haskell
9 1 (0.42%) OCaml
9 1 (0.42%) Rust
Qualifications
1 63 (26.69%) Degree
2 30 (12.71%) Security Cleared
3 25 (10.59%) PhD
4 16 (6.78%) Master's Degree
5 15 (6.36%) SC Cleared
6 6 (2.54%) DBS Check
7 5 (2.12%) Computer Science Degree
8 4 (1.69%) DV Cleared
8 4 (1.69%) Microsoft Certification
9 3 (1.27%) Azure Certification
9 3 (1.27%) Postgraduate
10 2 (0.85%) Numerate Degree
11 1 (0.42%) AWS Certification
Quality Assurance & Compliance
1 23 (9.75%) California Consumer Privacy Act
1 23 (9.75%) GDPR
2 21 (8.90%) Accessibility
3 20 (8.47%) QA
4 17 (7.20%) Data Quality
5 1 (0.42%) Cyber Essentials
5 1 (0.42%) ISO/IEC 27001
System Software
1 42 (17.80%) Docker
Systems Management
1 30 (12.71%) Kubernetes
2 13 (5.51%) Kubeflow
3 9 (3.81%) Terraform
4 8 (3.39%) Grafana
5 7 (2.97%) Ansible
5 7 (2.97%) Prometheus
6 3 (1.27%) Argo
Vendors
1 57 (24.15%) Databricks
2 27 (11.44%) Dell
3 26 (11.02%) OpenAI
4 23 (9.75%) Cloudera
5 15 (6.36%) Google
6 9 (3.81%) Microsoft
7 8 (3.39%) Palantir
8 7 (2.97%) Automation Anywhere
8 7 (2.97%) UiPath
9 4 (1.69%) Foundry
9 4 (1.69%) NVIDIA
10 3 (1.27%) CrowdStrike
10 3 (1.27%) Fortinet
10 3 (1.27%) Palo Alto
11 1 (0.42%) Cognizant
11 1 (0.42%) Dataiku
11 1 (0.42%) DataRobot
11 1 (0.42%) IBM
11 1 (0.42%) Intel
11 1 (0.42%) Oracle