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

6 months to
23 May 2026
Same period 2025 Same period 2024
Rank 524 548 733
Rank change year-on-year +24 +185 +82
Permanent jobs citing PyTorch 214 98 159
As % of all permanent jobs in the UK 0.23% 0.23% 0.16%
As % of the Libraries, Frameworks & Software Standards category 2.33% 1.18% 0.78%
Number of salaries quoted 65 47 118
10th Percentile £46,939 £44,000 £47,125
25th Percentile £53,555 £62,000 £55,000
Median annual salary (50th Percentile) £70,000 £85,000 £72,500
Median % change year-on-year -17.65% +17.24% -3.33%
75th Percentile £91,250 £111,250 £90,000
90th Percentile £111,250 £124,000 £122,500
UK excluding London median annual salary £60,000 £67,000 £62,500
% change year-on-year -10.45% +7.20% -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 9,172 8,273 20,413
As % of all permanent jobs advertised in the UK 9.89% 19.41% 20.96%
Number of salaries quoted 6,760 5,595 15,743
10th Percentile £40,000 £38,750 £36,250
25th Percentile £50,000 £51,250 £45,000
Median annual salary (50th Percentile) £65,000 £66,240 £60,000
Median % change year-on-year -1.87% +10.40% -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 23 May 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 23 May 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 -6 170 £70,000 -17.65% 114
London +41 105 £77,500 -27.91% 73
Work from Home +43 70 £61,250 -4.30% 45
UK excluding London -30 70 £60,000 -10.45% 48
Midlands -10 23 £55,000 -12.70% 6
East of England +1 22 £67,500 +5.47% 7
East Midlands -14 19 £70,000 -3.45% 4
North of England -54 10 £65,000 -17.46% 6
North West -1 9 £65,000 -23.76% 5
South West -56 6 £60,000 +33.33% 10
South East -29 5 £50,000 -50.00% 12
West Midlands -31 4 £52,500 -1.87% 2
Scotland +2 2 £79,283 +13.26% 4
Northern Ireland - 2 - -
Yorkshire -47 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 40 (18.69%) Apache Airflow
1 40 (18.69%) Apache Spark
2 22 (10.28%) ArcGIS
3 12 (5.61%) Appian
4 9 (4.21%) Jupyter
5 1 (0.47%) Apache
Applications
1 7 (3.27%) Chatbot
2 1 (0.47%) Microsoft Excel
2 1 (0.47%) Microsoft Office
2 1 (0.47%) Microsoft PowerPoint
2 1 (0.47%) Trello
Cloud Services
1 109 (50.93%) Azure
2 102 (47.66%) AWS
3 63 (29.44%) GCP
4 35 (16.36%) Power Platform
4 35 (16.36%) Snowflake
5 23 (10.75%) Azure Synapse Analytics
5 23 (10.75%) dbt
6 22 (10.28%) Azure Machine Learning
7 17 (7.94%) Azure AI
8 15 (7.01%) Anthropic Claude
9 13 (6.07%) Vertex AI
10 11 (5.14%) Amazon SageMaker
10 11 (5.14%) Azure Data Factory
11 10 (4.67%) Dagster
11 10 (4.67%) Power Automate
12 7 (3.27%) Prefect
12 7 (3.27%) Slack
13 6 (2.80%) Amazon OpenSearch
13 6 (2.80%) OpenShift
13 6 (2.80%) SaaS
Communications & Networking
1 23 (10.75%) Broadband
2 1 (0.47%) LTE
2 1 (0.47%) Software-Defined Radio
2 1 (0.47%) Wi-Fi
2 1 (0.47%) Wireless
Database & Business Intelligence
1 37 (17.29%) Data Warehouse
2 35 (16.36%) Tableau
3 34 (15.89%) Amazon Redshift
4 32 (14.95%) BigQuery
4 32 (14.95%) Elasticsearch
4 32 (14.95%) Looker
5 29 (13.55%) Power BI
6 28 (13.08%) Pinecone
7 27 (12.62%) Data Lake
8 23 (10.75%) GIS
8 23 (10.75%) QGIS
8 23 (10.75%) Snowflake Schema
8 23 (10.75%) Spatial Data
9 16 (7.48%) Metadata
10 15 (7.01%) Weaviate
11 11 (5.14%) SQL Server
12 9 (4.21%) Apache Iceberg
12 9 (4.21%) Delta Lake
13 7 (3.27%) Hadoop
14 6 (2.80%) Big Data
Development Applications
1 60 (28.04%) MLflow
2 11 (5.14%) Git
3 9 (4.21%) GitLab
4 2 (0.93%) Jenkins
5 1 (0.47%) JIRA
5 1 (0.47%) Poetry
General
1 61 (28.50%) Analytical Skills
2 40 (18.69%) Social Skills
3 36 (16.82%) Finance
4 18 (8.41%) Inclusion and Diversity
5 6 (2.80%) Manufacturing
5 6 (2.80%) Pharmaceutical
5 6 (2.80%) Retail
6 3 (1.40%) Advertising
6 3 (1.40%) Banking
6 3 (1.40%) Marketing
6 3 (1.40%) Public Sector
7 2 (0.93%) Legal
7 2 (0.93%) Organisational Skills
8 1 (0.47%) French Language
8 1 (0.47%) Law
8 1 (0.47%) Presentation Skills
8 1 (0.47%) Publishing
Job Titles
1 60 (28.04%) Senior
2 40 (18.69%) Consultant
3 39 (18.22%) Lead
4 37 (17.29%) Data Scientist
5 33 (15.42%) Artificial Intelligence Consultant
6 26 (12.15%) Systems Engineer
7 24 (11.21%) Machine Learning Consultant
8 23 (10.75%) Senior Systems Engineer
9 22 (10.28%) Artificial Intelligence Engineer
10 20 (9.35%) Senior Data Scientist
10 20 (9.35%) Spatial Consultant
11 18 (8.41%) Developer
12 14 (6.54%) Lead Data Scientist
13 13 (6.07%) Data Consultant
13 13 (6.07%) Machine Learning Scientist
13 13 (6.07%) Senior Consultant
14 12 (5.61%) Machine Learning Engineer
15 10 (4.67%) Automation Engineer
16 8 (3.74%) Data Engineer
16 8 (3.74%) Python Developer
Libraries, Frameworks & Software Standards
1 151 (70.56%) TensorFlow
2 77 (35.98%) scikit-learn
3 49 (22.90%) LangChain
4 39 (18.22%) Pandas
5 30 (14.02%) Hugging Face
5 30 (14.02%) LlamaIndex
6 29 (13.55%) Kafka
6 29 (13.55%) NumPy
7 25 (11.68%) pgvector
8 23 (10.75%) Faiss
9 18 (8.41%) REST
10 17 (7.94%) Google JAX
10 17 (7.94%) JAX
11 15 (7.01%) FastAPI
12 13 (6.07%) Django
13 12 (5.61%) Flask
13 12 (5.61%) RESTful
14 11 (5.14%) JWT
14 11 (5.14%) pytest
14 11 (5.14%) XGBoost
Miscellaneous
1 47 (21.96%) Algorithms
2 32 (14.95%) Cloud Native
3 24 (11.21%) Clustering
4 23 (10.75%) Public Cloud
5 19 (8.88%) Video\Live Streaming
6 16 (7.48%) AI Agents
7 14 (6.54%) Low-Code
8 13 (6.07%) Distributed Systems
9 11 (5.14%) Product Ownership
10 10 (4.67%) Legacy Systems
11 9 (4.21%) CUDA
12 7 (3.27%) Over-the-Top Content
13 6 (2.80%) Enterprise Software
14 5 (2.34%) Embedded Systems
15 4 (1.87%) Cyber Threat
15 4 (1.87%) Data Centre
15 4 (1.87%) Management Information System
15 4 (1.87%) Robotics
16 2 (0.93%) Lidar
16 2 (0.93%) Life Science
Operating Systems
1 5 (2.34%) Linux
2 2 (0.93%) Robot Operating System
Processes & Methodologies
1 203 (94.86%) Machine Learning
2 180 (84.11%) AI
3 140 (65.42%) Data Science
4 103 (48.13%) Generative AI
5 85 (39.72%) Analytics
6 83 (38.79%) LLM
7 74 (34.58%) Feature Engineering
8 73 (34.11%) Retrieval-Augmented Generation
9 71 (33.18%) Data Pipeline
10 68 (31.78%) MLOps
11 64 (29.91%) Computer Vision
12 61 (28.50%) CI/CD
12 61 (28.50%) Data Engineering
13 58 (27.10%) Statistics
14 55 (25.70%) Deep Learning
15 54 (25.23%) Computer Science
16 53 (24.77%) Use Case
17 50 (23.36%) Prompt Engineering
17 50 (23.36%) Roadmaps
18 49 (22.90%) Technical Leadership
Programming Languages
1 206 (96.26%) Python
2 67 (31.31%) SQL
3 14 (6.54%) Java
3 14 (6.54%) JavaScript
4 11 (5.14%) Go
5 10 (4.67%) R
6 9 (4.21%) Bash
6 9 (4.21%) C++
6 9 (4.21%) Scala
7 4 (1.87%) C
7 4 (1.87%) PowerShell
8 3 (1.40%) PHP
9 2 (0.93%) TypeScript
10 1 (0.47%) Haskell
10 1 (0.47%) OCaml
10 1 (0.47%) Rust
Qualifications
1 69 (32.24%) Degree
2 28 (13.08%) PhD
3 26 (12.15%) Security Cleared
4 18 (8.41%) Master's Degree
5 14 (6.54%) SC Cleared
6 7 (3.27%) Computer Science Degree
7 6 (2.80%) DBS Check
8 5 (2.34%) Microsoft Certification
9 4 (1.87%) Azure Certification
9 4 (1.87%) Numerate Degree
10 3 (1.40%) DV Cleared
10 3 (1.40%) Postgraduate
11 1 (0.47%) AWS Certification
Quality Assurance & Compliance
1 23 (10.75%) California Consumer Privacy Act
1 23 (10.75%) GDPR
2 21 (9.81%) Accessibility
3 20 (9.35%) Data Quality
3 20 (9.35%) QA
4 2 (0.93%) SLA
System Software
1 51 (23.83%) Docker
Systems Management
1 38 (17.76%) Kubernetes
2 10 (4.67%) Kubeflow
2 10 (4.67%) Terraform
3 8 (3.74%) Ansible
4 7 (3.27%) Grafana
5 6 (2.80%) Prometheus
6 3 (1.40%) Argo
Vendors
1 58 (27.10%) Databricks
2 30 (14.02%) OpenAI
3 27 (12.62%) Dell
4 23 (10.75%) Cloudera
5 12 (5.61%) Google
6 11 (5.14%) Microsoft
7 10 (4.67%) Automation Anywhere
7 10 (4.67%) UiPath
8 9 (4.21%) Palantir
9 5 (2.34%) Foundry
10 4 (1.87%) CrowdStrike
10 4 (1.87%) Fortinet
10 4 (1.87%) NVIDIA
10 4 (1.87%) Palo Alto
11 1 (0.47%) Cognizant
11 1 (0.47%) Dataiku
11 1 (0.47%) DataRobot
11 1 (0.47%) IBM
11 1 (0.47%) Intel
11 1 (0.47%) Oracle