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

6 months to
21 Jun 2026
Same period 2025 Same period 2024
Rank 521 554 747
Rank change year-on-year +33 +193 +43
Permanent jobs citing PyTorch 236 107 163
As % of all permanent jobs in the UK 0.25% 0.24% 0.15%
As % of the Libraries, Frameworks & Software Standards category 2.44% 1.23% 0.75%
Number of salaries quoted 67 51 113
10th Percentile £46,939 £45,000 £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 £94,375 £106,875 £90,000
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% -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 9,673 8,732 21,804
As % of all permanent jobs advertised in the UK 10.26% 19.42% 19.94%
Number of salaries quoted 7,238 5,734 16,579
10th Percentile £40,925 £38,750 £36,250
25th Percentile £50,000 £51,250 £45,000
Median annual salary (50th Percentile) £65,000 £66,318 £60,000
Median % change year-on-year -1.99% +10.53% -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 21 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 21 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 +12 189 £70,000 -17.65% 71
London +50 110 £80,000 -15.79% 54
Work from Home +70 96 £60,000 -6.25% 38
UK excluding London -45 84 £60,000 -6.25% 35
Midlands +15 36 £55,000 -12.70% 3
East Midlands +6 32 £52,500 -27.59%
East of England -6 22 £55,000 -33.93% 5
North of England -32 9 £94,150 +34.50% 4
North West +4 7 £102,500 +29.95% 2
South West -62 7 £60,000 +33.33% 4
South East -38 6 £60,000 -40.00% 10
West Midlands -19 4 £55,000 +2.80% 3
Scotland +2 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 37 (15.68%) Apache Airflow
2 35 (14.83%) Apache Spark
3 22 (9.32%) ArcGIS
4 9 (3.81%) Jupyter
5 6 (2.54%) Appian
6 1 (0.42%) Apache
Applications
1 7 (2.97%) 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
1 116 (49.15%) Azure
2 112 (47.46%) AWS
3 72 (30.51%) GCP
4 34 (14.41%) Power Platform
5 33 (13.98%) Snowflake
6 23 (9.75%) Azure Synapse Analytics
6 23 (9.75%) dbt
7 18 (7.63%) Azure Machine Learning
8 11 (4.66%) Anthropic Claude
8 11 (4.66%) Azure AI
8 11 (4.66%) Vertex AI
9 10 (4.24%) Amazon SageMaker
10 9 (3.81%) Slack
11 8 (3.39%) Dagster
11 8 (3.39%) SaaS
12 7 (2.97%) Amazon OpenSearch
12 7 (2.97%) Azure Data Factory
13 6 (2.54%) Amazon Bedrock
13 6 (2.54%) OpenShift
13 6 (2.54%) Power Automate
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 34 (14.41%) Tableau
2 33 (13.98%) Data Warehouse
3 32 (13.56%) Amazon Redshift
4 30 (12.71%) BigQuery
4 30 (12.71%) Elasticsearch
4 30 (12.71%) Looker
4 30 (12.71%) Power BI
5 27 (11.44%) Data Lake
6 23 (9.75%) GIS
6 23 (9.75%) QGIS
6 23 (9.75%) Snowflake Schema
6 23 (9.75%) Spatial Data
7 22 (9.32%) Pinecone
8 21 (8.90%) Metadata
9 11 (4.66%) Weaviate
10 8 (3.39%) Apache Iceberg
11 7 (2.97%) Delta Lake
11 7 (2.97%) SQL Server
12 6 (2.54%) Big Data
13 5 (2.12%) MongoDB
Development Applications
1 51 (21.61%) 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 53 (22.46%) Finance
3 38 (16.10%) Social Skills
4 17 (7.20%) Inclusion and Diversity
5 9 (3.81%) Banking
6 6 (2.54%) Manufacturing
6 6 (2.54%) Pharmaceutical
6 6 (2.54%) Retail
7 4 (1.69%) Advertising
7 4 (1.69%) Public Sector
8 2 (0.85%) Legal
8 2 (0.85%) Public Speaking
9 1 (0.42%) French Language
9 1 (0.42%) Organisational Skills
9 1 (0.42%) Publishing
Job Titles
1 60 (25.42%) Senior
2 52 (22.03%) Lead
3 49 (20.76%) Data Scientist
4 33 (13.98%) Consultant
4 33 (13.98%) Developer
5 32 (13.56%) Senior Data Scientist
6 29 (12.29%) Artificial Intelligence Consultant
7 27 (11.44%) Systems Engineer
8 26 (11.02%) Lead Data Scientist
9 24 (10.17%) Senior Systems Engineer
10 23 (9.75%) Artificial Intelligence Engineer
11 21 (8.90%) Machine Learning Consultant
12 20 (8.47%) Machine Learning Engineer
12 20 (8.47%) Spatial Consultant
13 13 (5.51%) Lead Developer
14 11 (4.66%) Software Engineer
15 10 (4.24%) Machine Learning Scientist
16 9 (3.81%) Architect
16 9 (3.81%) Data Consultant
16 9 (3.81%) Senior Consultant
Libraries, Frameworks & Software Standards
1 170 (72.03%) TensorFlow
2 77 (32.63%) scikit-learn
3 54 (22.88%) LangChain
4 40 (16.95%) Hugging Face
5 32 (13.56%) Kafka
6 30 (12.71%) LlamaIndex
7 29 (12.29%) Pandas
8 25 (10.59%) pgvector
9 24 (10.17%) NumPy
10 19 (8.05%) Faiss
10 19 (8.05%) LangGraph
11 15 (6.36%) REST
12 14 (5.93%) Google JAX
12 14 (5.93%) JAX
13 12 (5.08%) FastAPI
13 12 (5.08%) OpenCV
14 10 (4.24%) Flask
15 9 (3.81%) RabbitMQ
15 9 (3.81%) RESTful
15 9 (3.81%) TFX
Miscellaneous
1 51 (21.61%) Algorithms
2 36 (15.25%) Cloud Native
3 25 (10.59%) Video\Live Streaming
4 24 (10.17%) Clustering
5 23 (9.75%) Public Cloud
6 17 (7.20%) AI Agents
6 17 (7.20%) Product Ownership
7 15 (6.36%) Distributed Systems
8 9 (3.81%) Over-the-Top Content
9 8 (3.39%) Low-Code
10 7 (2.97%) Legacy Systems
11 6 (2.54%) CUDA
11 6 (2.54%) 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%) Autonomous Agent
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
3 1 (0.42%) Android
3 1 (0.42%) Apple iOS
Processes & Methodologies
1 225 (95.34%) Machine Learning
2 194 (82.20%) AI
3 162 (68.64%) Data Science
4 111 (47.03%) Generative AI
5 80 (33.90%) LLM
6 74 (31.36%) Analytics
6 74 (31.36%) MLOps
6 74 (31.36%) Statistics
7 72 (30.51%) Data Pipeline
7 72 (30.51%) Deep Learning
8 71 (30.08%) Feature Engineering
8 71 (30.08%) Retrieval-Augmented Generation
9 69 (29.24%) Roadmaps
10 66 (27.97%) Computer Vision
11 63 (26.69%) CI/CD
11 63 (26.69%) Mentoring
11 63 (26.69%) Technical Leadership
12 60 (25.42%) Use Case
13 58 (24.58%) Software Engineering
14 53 (22.46%) Data Engineering
Programming Languages
1 226 (95.76%) Python
2 77 (32.63%) SQL
3 13 (5.51%) C++
3 13 (5.51%) Java
4 12 (5.08%) JavaScript
5 8 (3.39%) R
6 7 (2.97%) Bash
6 7 (2.97%) Go
6 7 (2.97%) Scala
7 4 (1.69%) C
8 2 (0.85%) PowerShell
9 1 (0.42%) Haskell
9 1 (0.42%) OCaml
9 1 (0.42%) Rust
Qualifications
1 61 (25.85%) 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
9 3 (1.27%) Azure Certification
9 3 (1.27%) Microsoft Certification
9 3 (1.27%) Postgraduate
10 2 (0.85%) AWS Certification
11 1 (0.42%) AWS Certified Solutions Architect
11 1 (0.42%) Microsoft Certified Professional
11 1 (0.42%) Numerate Degree
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 16 (6.78%) Data Quality
5 1 (0.42%) Cyber Essentials
5 1 (0.42%) ISO/IEC 27001
System Software
1 40 (16.95%) Docker
Systems Management
1 29 (12.29%) 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 54 (22.88%) Databricks
2 27 (11.44%) Dell
3 23 (9.75%) Cloudera
3 23 (9.75%) OpenAI
4 15 (6.36%) Google
5 8 (3.39%) Microsoft
6 7 (2.97%) Palantir
7 6 (2.54%) Automation Anywhere
7 6 (2.54%) UiPath
8 4 (1.69%) NVIDIA
9 3 (1.27%) Foundry
10 2 (0.85%) CrowdStrike
10 2 (0.85%) Fortinet
10 2 (0.85%) 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