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

6 months to
2 Jun 2026
Same period 2025 Same period 2024
Rank 518 557 724
Rank change year-on-year +39 +167 +83
Permanent jobs citing PyTorch 222 105 160
As % of all permanent jobs in the UK 0.24% 0.24% 0.16%
As % of the Libraries, Frameworks & Software Standards category 2.40% 1.23% 0.77%
Number of salaries quoted 60 47 116
10th Percentile £46,745 £44,000 £47,500
25th Percentile £52,500 £60,375 £55,000
Median annual salary (50th Percentile) £63,500 £80,000 £71,250
Median % change year-on-year -20.63% +12.28% -5.00%
75th Percentile £91,250 £111,250 £90,000
90th Percentile £111,625 £124,000 £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 9,265 8,567 20,887
As % of all permanent jobs advertised in the UK 9.95% 19.58% 20.42%
Number of salaries quoted 6,868 5,741 16,008
10th Percentile £40,000 £38,750 £36,250
25th Percentile £50,000 £51,250 £45,000
Median annual salary (50th Percentile) £65,000 £66,200 £60,000
Median % change year-on-year -1.81% +10.33% -11.11%
75th Percentile £85,000 £87,500 £78,750
90th Percentile £100,000 £111,250 £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 2 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 2 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 +15 176 £63,500 -23.03% 313
London +30 103 £77,500 -27.91% 195
Work from Home +75 84 £60,000 -6.25% 266
UK excluding London -42 78 £60,000 -6.25% 166
Midlands +3 30 £55,000 -12.70% 13
East Midlands -4 26 £70,000 -3.45% 9
East of England +3 23 £67,500 +5.47% 51
North of England -33 10 £65,000 -8.77% 11
North West -6 9 £65,000 -23.76% 9
South West -61 7 £60,000 +33.33% 28
West Midlands -24 4 £52,500 -1.87% 4
South East -30 4 £50,000 -50.00% 59
Scotland +6 2 £79,283 +13.26% 4
Northern Ireland - 2 - - 1
Yorkshire -47 1 - - 1

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 39 (17.57%) Apache Airflow
1 39 (17.57%) Apache Spark
2 22 (9.91%) ArcGIS
3 9 (4.05%) Appian
3 9 (4.05%) Jupyter
4 1 (0.45%) Apache
Applications
1 6 (2.70%) 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
1 111 (50.00%) Azure
2 103 (46.40%) AWS
3 64 (28.83%) GCP
4 35 (15.77%) Power Platform
4 35 (15.77%) Snowflake
5 23 (10.36%) Azure Synapse Analytics
5 23 (10.36%) dbt
6 22 (9.91%) Azure Machine Learning
7 14 (6.31%) Azure AI
8 13 (5.86%) Anthropic Claude
8 13 (5.86%) Vertex AI
9 11 (4.95%) Amazon SageMaker
10 10 (4.50%) Dagster
11 9 (4.05%) Azure Data Factory
12 8 (3.60%) Power Automate
13 7 (3.15%) Slack
14 6 (2.70%) Amazon OpenSearch
14 6 (2.70%) OpenShift
14 6 (2.70%) Prefect
14 6 (2.70%) SaaS
Communications & Networking
1 27 (12.16%) Broadband
2 1 (0.45%) LTE
2 1 (0.45%) Software-Defined Radio
2 1 (0.45%) Wi-Fi
2 1 (0.45%) Wireless
Database & Business Intelligence
1 37 (16.67%) Data Warehouse
2 35 (15.77%) Tableau
3 34 (15.32%) Amazon Redshift
4 32 (14.41%) BigQuery
4 32 (14.41%) Elasticsearch
4 32 (14.41%) Looker
5 29 (13.06%) Power BI
6 27 (12.16%) Data Lake
7 25 (11.26%) Pinecone
8 23 (10.36%) GIS
8 23 (10.36%) QGIS
8 23 (10.36%) Snowflake Schema
8 23 (10.36%) Spatial Data
9 20 (9.01%) Metadata
10 14 (6.31%) Weaviate
11 9 (4.05%) Apache Iceberg
11 9 (4.05%) Delta Lake
11 9 (4.05%) SQL Server
12 6 (2.70%) Big Data
12 6 (2.70%) Hadoop
Development Applications
1 58 (26.13%) MLflow
2 11 (4.95%) Git
3 9 (4.05%) GitLab
4 2 (0.90%) Jenkins
5 1 (0.45%) JIRA
5 1 (0.45%) Poetry
General
1 66 (29.73%) Analytical Skills
2 44 (19.82%) Finance
3 38 (17.12%) Social Skills
4 18 (8.11%) Inclusion and Diversity
5 6 (2.70%) Manufacturing
5 6 (2.70%) Pharmaceutical
5 6 (2.70%) Retail
6 4 (1.80%) Banking
6 4 (1.80%) Public Sector
7 3 (1.35%) Advertising
8 2 (0.90%) Legal
9 1 (0.45%) French Language
9 1 (0.45%) Law
9 1 (0.45%) Organisational Skills
9 1 (0.45%) Presentation Skills
9 1 (0.45%) Public Speaking
9 1 (0.45%) Publishing
Job Titles
1 60 (27.03%) Senior
2 46 (20.72%) Lead
3 44 (19.82%) Data Scientist
4 40 (18.02%) Consultant
5 33 (14.86%) Artificial Intelligence Consultant
6 27 (12.16%) Senior Data Scientist
7 26 (11.71%) Systems Engineer
8 25 (11.26%) Developer
9 24 (10.81%) Machine Learning Consultant
10 23 (10.36%) Senior Systems Engineer
11 21 (9.46%) Lead Data Scientist
12 20 (9.01%) Artificial Intelligence Engineer
12 20 (9.01%) Spatial Consultant
13 15 (6.76%) Machine Learning Engineer
14 13 (5.86%) Data Consultant
14 13 (5.86%) Senior Consultant
15 12 (5.41%) Machine Learning Scientist
16 8 (3.60%) Automation Engineer
16 8 (3.60%) Lead Developer
16 8 (3.60%) Python Developer
Libraries, Frameworks & Software Standards
1 161 (72.52%) TensorFlow
2 73 (32.88%) scikit-learn
3 49 (22.07%) LangChain
4 35 (15.77%) Hugging Face
5 33 (14.86%) Pandas
6 30 (13.51%) LlamaIndex
7 29 (13.06%) Kafka
8 26 (11.71%) NumPy
9 25 (11.26%) pgvector
10 21 (9.46%) Faiss
11 17 (7.66%) Google JAX
11 17 (7.66%) JAX
12 15 (6.76%) REST
13 13 (5.86%) LangGraph
14 12 (5.41%) FastAPI
15 11 (4.95%) XGBoost
16 10 (4.50%) Django
16 10 (4.50%) Flask
16 10 (4.50%) OpenCV
16 10 (4.50%) RESTful
Miscellaneous
1 46 (20.72%) Algorithms
2 34 (15.32%) Cloud Native
3 24 (10.81%) Clustering
4 23 (10.36%) Public Cloud
4 23 (10.36%) Video\Live Streaming
5 15 (6.76%) AI Agents
5 15 (6.76%) Product Ownership
6 12 (5.41%) Distributed Systems
6 12 (5.41%) Low-Code
7 9 (4.05%) CUDA
8 8 (3.60%) Legacy Systems
9 7 (3.15%) Over-the-Top Content
10 6 (2.70%) Enterprise Software
11 5 (2.25%) Embedded Systems
12 4 (1.80%) Cyber Threat
12 4 (1.80%) Data Centre
12 4 (1.80%) Management Information System
12 4 (1.80%) Robotics
13 2 (0.90%) Autonomous Agent
13 2 (0.90%) Lidar
Operating Systems
1 5 (2.25%) Linux
2 2 (0.90%) Robot Operating System
Processes & Methodologies
1 211 (95.05%) Machine Learning
2 182 (81.98%) AI
3 151 (68.02%) Data Science
4 106 (47.75%) Generative AI
5 79 (35.59%) Analytics
6 77 (34.68%) LLM
7 72 (32.43%) Feature Engineering
7 72 (32.43%) MLOps
8 70 (31.53%) Retrieval-Augmented Generation
8 70 (31.53%) Statistics
9 69 (31.08%) Computer Vision
9 69 (31.08%) Data Pipeline
10 64 (28.83%) Roadmaps
11 62 (27.93%) Deep Learning
12 61 (27.48%) CI/CD
13 57 (25.68%) Data Engineering
13 57 (25.68%) Technical Leadership
13 57 (25.68%) Use Case
14 53 (23.87%) Computer Science
15 49 (22.07%) Predictive Modelling
Programming Languages
1 214 (96.40%) Python
2 73 (32.88%) SQL
3 13 (5.86%) JavaScript
4 12 (5.41%) Java
5 10 (4.50%) Go
5 10 (4.50%) R
6 9 (4.05%) Bash
6 9 (4.05%) C++
6 9 (4.05%) Scala
7 4 (1.80%) C
7 4 (1.80%) PowerShell
8 1 (0.45%) Haskell
8 1 (0.45%) OCaml
8 1 (0.45%) Rust
8 1 (0.45%) TypeScript
Qualifications
1 68 (30.63%) Degree
2 27 (12.16%) PhD
2 27 (12.16%) Security Cleared
3 17 (7.66%) Master's Degree
4 14 (6.31%) SC Cleared
5 6 (2.70%) Computer Science Degree
5 6 (2.70%) DBS Check
6 5 (2.25%) Microsoft Certification
7 4 (1.80%) DV Cleared
7 4 (1.80%) Numerate Degree
8 3 (1.35%) Azure Certification
8 3 (1.35%) Postgraduate
9 1 (0.45%) AWS Certification
Quality Assurance & Compliance
1 23 (10.36%) California Consumer Privacy Act
1 23 (10.36%) GDPR
2 21 (9.46%) Accessibility
3 20 (9.01%) QA
4 18 (8.11%) Data Quality
5 1 (0.45%) SLA
System Software
1 43 (19.37%) Docker
Systems Management
1 30 (13.51%) Kubernetes
2 11 (4.95%) Kubeflow
3 9 (4.05%) Terraform
4 7 (3.15%) Ansible
4 7 (3.15%) Grafana
5 6 (2.70%) Prometheus
6 3 (1.35%) Argo
Vendors
1 57 (25.68%) Databricks
2 27 (12.16%) Dell
2 27 (12.16%) OpenAI
3 23 (10.36%) Cloudera
4 12 (5.41%) Google
5 11 (4.95%) Microsoft
6 9 (4.05%) Palantir
7 8 (3.60%) Automation Anywhere
7 8 (3.60%) UiPath
8 5 (2.25%) Foundry
9 4 (1.80%) CrowdStrike
9 4 (1.80%) Fortinet
9 4 (1.80%) NVIDIA
9 4 (1.80%) Palo Alto
10 1 (0.45%) Cognizant
10 1 (0.45%) Dataiku
10 1 (0.45%) DataRobot
10 1 (0.45%) IBM
10 1 (0.45%) Intel
10 1 (0.45%) Oracle