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

6 months to
26 May 2026
Same period 2025 Same period 2024
Rank 516 552 710
Rank change year-on-year +36 +158 +99
Permanent jobs citing PyTorch 214 98 160
As % of all permanent jobs in the UK 0.23% 0.23% 0.16%
As % of the Libraries, Frameworks & Software Standards category 2.33% 1.19% 0.78%
Number of salaries quoted 61 47 119
10th Percentile £46,939 £44,000 £47,250
25th Percentile £52,500 £62,000 £55,000
Median annual salary (50th Percentile) £65,000 £85,000 £72,500
Median % change year-on-year -23.53% +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 9,194 8,255 20,543
As % of all permanent jobs advertised in the UK 9.91% 19.40% 20.76%
Number of salaries quoted 6,788 5,567 15,835
10th Percentile £40,000 £38,750 £36,250
25th Percentile £50,000 £51,250 £45,000
Median annual salary (50th Percentile) £65,000 £66,254 £60,000
Median % change year-on-year -1.89% +10.42% -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 26 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 26 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 +7 170 £65,000 -23.53% 133
London +38 101 £77,500 -27.91% 85
Work from Home +47 76 £61,250 -4.30% 68
UK excluding London -25 74 £60,000 -10.45% 56
Midlands -14 28 £55,000 -12.70% 6
East Midlands -9 24 £70,000 -3.45% 5
East of England -14 22 £67,500 +5.47% 11
North of England -38 10 £65,000 -17.46% 11
North West -4 9 £65,000 -23.76% 8
South West -64 6 £60,000 +33.33% 9
South East -20 4 £50,000 -50.00% 11
West Midlands -41 4 £52,500 -1.87% 1
Scotland -3 2 £79,283 +13.26% 4
Northern Ireland - 2 - -
Yorkshire -55 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 40 (18.69%) Apache Airflow
2 39 (18.22%) Apache Spark
3 22 (10.28%) ArcGIS
4 11 (5.14%) Appian
5 9 (4.21%) Jupyter
6 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
2 101 (47.20%) AWS
3 62 (28.97%) 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 16 (7.48%) Azure AI
8 14 (6.54%) Anthropic Claude
9 13 (6.07%) Vertex AI
10 11 (5.14%) Amazon SageMaker
11 10 (4.67%) Azure Data Factory
11 10 (4.67%) Dagster
12 9 (4.21%) Power Automate
13 7 (3.27%) Prefect
13 7 (3.27%) Slack
14 6 (2.80%) Amazon OpenSearch
14 6 (2.80%) OpenShift
15 5 (2.34%) 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 27 (12.62%) Data Lake
6 27 (12.62%) Pinecone
7 23 (10.75%) GIS
7 23 (10.75%) QGIS
7 23 (10.75%) Snowflake Schema
7 23 (10.75%) Spatial Data
8 16 (7.48%) Metadata
9 15 (7.01%) Weaviate
10 10 (4.67%) SQL Server
11 9 (4.21%) Apache Iceberg
11 9 (4.21%) Delta Lake
12 6 (2.80%) Big Data
12 6 (2.80%) Hadoop
Development Applications
1 59 (27.57%) 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 41 (19.16%) Finance
3 39 (18.22%) Social Skills
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%) 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%) Marketing
8 1 (0.47%) Presentation Skills
8 1 (0.47%) Publishing
Job Titles
1 60 (28.04%) Senior
2 42 (19.63%) Lead
3 41 (19.16%) Data Scientist
4 40 (18.69%) Consultant
5 33 (15.42%) Artificial Intelligence Consultant
6 26 (12.15%) Systems Engineer
7 25 (11.68%) Senior Data Scientist
8 24 (11.21%) Machine Learning Consultant
9 23 (10.75%) Developer
9 23 (10.75%) Senior Systems Engineer
10 20 (9.35%) Artificial Intelligence Engineer
10 20 (9.35%) Spatial Consultant
11 19 (8.88%) Lead Data Scientist
12 13 (6.07%) Data Consultant
12 13 (6.07%) Machine Learning Engineer
12 13 (6.07%) Senior Consultant
13 12 (5.61%) Machine Learning Scientist
14 9 (4.21%) Automation Engineer
15 8 (3.74%) Python Developer
16 6 (2.80%) Data Engineer
Libraries, Frameworks & Software Standards
1 153 (71.50%) TensorFlow
2 74 (34.58%) scikit-learn
3 48 (22.43%) LangChain
4 35 (16.36%) Pandas
5 34 (15.89%) Hugging Face
6 30 (14.02%) LlamaIndex
7 29 (13.55%) Kafka
8 27 (12.62%) NumPy
9 25 (11.68%) pgvector
10 22 (10.28%) Faiss
11 17 (7.94%) Google JAX
11 17 (7.94%) JAX
11 17 (7.94%) REST
12 14 (6.54%) FastAPI
13 12 (5.61%) Django
14 11 (5.14%) Flask
14 11 (5.14%) RESTful
14 11 (5.14%) XGBoost
15 10 (4.67%) OpenCV
15 10 (4.67%) pytest
Miscellaneous
1 46 (21.50%) Algorithms
2 33 (15.42%) Cloud Native
3 24 (11.21%) Clustering
4 23 (10.75%) Public Cloud
5 19 (8.88%) Video\Live Streaming
6 15 (7.01%) AI Agents
7 13 (6.07%) Low-Code
8 12 (5.61%) Distributed Systems
8 12 (5.61%) Product Ownership
9 9 (4.21%) CUDA
9 9 (4.21%) Legacy Systems
10 7 (3.27%) Over-the-Top Content
11 6 (2.80%) Enterprise Software
12 5 (2.34%) Embedded Systems
13 4 (1.87%) Cyber Threat
13 4 (1.87%) Data Centre
13 4 (1.87%) Management Information System
13 4 (1.87%) Robotics
14 2 (0.93%) Autonomous Agent
14 2 (0.93%) Lidar
Operating Systems
1 5 (2.34%) Linux
2 2 (0.93%) Robot Operating System
Processes & Methodologies
1 203 (94.86%) Machine Learning
2 176 (82.24%) AI
3 143 (66.82%) Data Science
4 101 (47.20%) Generative AI
5 82 (38.32%) Analytics
6 78 (36.45%) LLM
7 73 (34.11%) Feature Engineering
8 71 (33.18%) Retrieval-Augmented Generation
9 69 (32.24%) Data Pipeline
10 68 (31.78%) MLOps
11 64 (29.91%) Computer Vision
12 62 (28.97%) Statistics
13 59 (27.57%) CI/CD
13 59 (27.57%) Deep Learning
14 58 (27.10%) Data Engineering
15 56 (26.17%) Roadmaps
16 54 (25.23%) Use Case
17 53 (24.77%) Computer Science
18 50 (23.36%) Technical Leadership
19 49 (22.90%) Prompt Engineering
Programming Languages
1 206 (96.26%) Python
2 71 (33.18%) SQL
3 14 (6.54%) JavaScript
4 13 (6.07%) Java
5 11 (5.14%) Go
6 10 (4.67%) R
7 9 (4.21%) Bash
7 9 (4.21%) C++
7 9 (4.21%) Scala
8 4 (1.87%) C
8 4 (1.87%) PowerShell
9 2 (0.93%) TypeScript
10 1 (0.47%) Haskell
10 1 (0.47%) OCaml
10 1 (0.47%) PHP
10 1 (0.47%) Rust
Qualifications
1 68 (31.78%) Degree
2 27 (12.62%) 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%) QA
4 19 (8.88%) Data Quality
5 2 (0.93%) SLA
System Software
1 47 (21.96%) Docker
Systems Management
1 34 (15.89%) 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 29 (13.55%) OpenAI
3 27 (12.62%) Dell
4 23 (10.75%) Cloudera
5 12 (5.61%) Google
6 11 (5.14%) Microsoft
7 9 (4.21%) Automation Anywhere
7 9 (4.21%) Palantir
7 9 (4.21%) UiPath
8 5 (2.34%) Foundry
9 4 (1.87%) CrowdStrike
9 4 (1.87%) Fortinet
9 4 (1.87%) NVIDIA
9 4 (1.87%) Palo Alto
10 1 (0.47%) Cognizant
10 1 (0.47%) Dataiku
10 1 (0.47%) DataRobot
10 1 (0.47%) IBM
10 1 (0.47%) Intel
10 1 (0.47%) Oracle