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

6 months to
21 Sep 2026
Same period 2025 Same period 2024
Rank 581 537 683
Rank change year-on-year -44 +146 -35
Permanent jobs citing PyTorch 218 128 113
As % of all permanent jobs in the UK 0.19% 0.26% 0.15%
As % of the Libraries, Frameworks & Software Standards category 1.83% 1.50% 0.68%
Number of salaries quoted 74 54 70
10th Percentile £46,250 £48,250 £47,375
25th Percentile £59,063 £60,938 £58,750
Median annual salary (50th Percentile) £85,000 £75,000 £83,750
Median % change year-on-year +13.33% -10.45% +11.67%
75th Percentile £105,000 £101,250 £105,000
90th Percentile £120,000 £118,500 £120,250
UK excluding London median annual salary £70,000 £62,500 £62,500
% change year-on-year +12.00% - -13.79%

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 11,936 8,510 16,609
As % of all permanent jobs advertised in the UK 10.28% 17.32% 21.43%
Number of salaries quoted 8,518 5,452 10,637
10th Percentile £42,500 £40,000 £39,750
25th Percentile £51,250 £52,438 £48,250
Median annual salary (50th Percentile) £67,500 £69,442 £65,000
Median % change year-on-year -2.80% +6.83% -3.70%
75th Percentile £86,250 £87,500 £85,000
90th Percentile £100,000 £115,000 £110,222
UK excluding London median annual salary £60,000 £60,000 £57,500
% change year-on-year - +4.35% -4.17%

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 September 2026.

Salary histogram for PyTorch in the UK

PyTorch
Top 16 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 September 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 -45 192 £85,000 +13.33% 749
London -32 104 £90,000 - 546
UK excluding London -74 97 £70,000 +12.00% 246
Work from Home +13 79 £110,000 +29.41% 278
Midlands -23 38 £41,000 -32.23% 26
East Midlands -4 32 £38,000 - 9
East of England -29 19 £100,000 +42.86% 61
South West -62 13 £85,000 +15.25% 36
South East -63 12 £62,500 -21.88% 30
West Midlands -46 6 £145,000 +139.67% 17
Wales -67 5 £65,000 - 7
Scotland +16 4 - - 35
North of England -76 4 £87,900 +63.53% 37
North West -36 3 £90,000 +71.43% 34
Northern Ireland - 2 - - 15
Yorkshire -41 1 £85,800 +20.85%

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 12 (5.50%) Apache Spark
2 10 (4.59%) Apache Airflow
Applications
1 9 (4.13%) Chatbot
2 4 (1.83%) Simulink
3 1 (0.46%) Trello
Cloud Services
1 99 (45.41%) AWS
2 96 (44.04%) Azure
3 72 (33.03%) GCP
4 23 (10.55%) Power Platform
5 12 (5.50%) Serverless
6 11 (5.05%) Amazon S3
6 11 (5.05%) AWS Lambda
6 11 (5.05%) Azure Machine Learning
6 11 (5.05%) Snowflake
7 8 (3.67%) Azure Synapse Analytics
7 8 (3.67%) dbt
8 7 (3.21%) Amazon Bedrock
8 7 (3.21%) Azure AI
9 6 (2.75%) Anthropic Claude
9 6 (2.75%) SaaS
10 5 (2.29%) Amazon SageMaker
10 5 (2.29%) PaaS
10 5 (2.29%) Slack
11 4 (1.83%) Amazon OpenSearch
11 4 (1.83%) Google Gemini
Communications & Networking
1 13 (5.96%) Broadband
2 1 (0.46%) DHCP
2 1 (0.46%) DNS
2 1 (0.46%) Kerberos
2 1 (0.46%) Remote Desktop
Database & Business Intelligence
1 22 (10.09%) Power BI
2 17 (7.80%) Tableau
3 13 (5.96%) Data Lake
3 13 (5.96%) NoSQL
4 12 (5.50%) Big Data
5 9 (4.13%) Amazon Redshift
5 9 (4.13%) Data Warehouse
5 9 (4.13%) Metadata
6 8 (3.67%) BigQuery
6 8 (3.67%) Elasticsearch
6 8 (3.67%) Looker
6 8 (3.67%) Milvus
6 8 (3.67%) Pinecone
6 8 (3.67%) Snowflake Schema
7 5 (2.29%) Data Mining
7 5 (2.29%) MongoDB
7 5 (2.29%) Oracle BI EE
7 5 (2.29%) QlikView
8 4 (1.83%) PostgreSQL
9 3 (1.38%) Neo4j
Development Applications
1 18 (8.26%) MLflow
2 9 (4.13%) Git
3 6 (2.75%) GitLab
4 2 (0.92%) Jenkins
5 1 (0.46%) JIRA
5 1 (0.46%) NUnit
5 1 (0.46%) Poetry
5 1 (0.46%) Yeoman
General
1 75 (34.40%) Finance
2 50 (22.94%) Social Skills
3 48 (22.02%) Analytical Skills
4 32 (14.68%) Banking
5 30 (13.76%) Inclusion and Diversity
6 25 (11.47%) Law
7 19 (8.72%) Marketing
8 10 (4.59%) Legal
8 10 (4.59%) Public Sector
9 9 (4.13%) Aerospace
10 6 (2.75%) Organisational Skills
10 6 (2.75%) Retail
11 5 (2.29%) Pharmaceutical
12 4 (1.83%) Private Banking
13 3 (1.38%) Electronics
13 3 (1.38%) Military
14 2 (0.92%) Aviation
14 2 (0.92%) Public Speaking
15 1 (0.46%) Financial Institution
15 1 (0.46%) Telecoms
Job Titles
1 67 (30.73%) Lead
2 46 (21.10%) Data Scientist
3 30 (13.76%) Senior Data Scientist
4 28 (12.84%) Artificial Intelligence Engineer
4 28 (12.84%) Machine Learning Engineer
4 28 (12.84%) Senior
5 26 (11.93%) Lead Data Scientist
6 24 (11.01%) Software Engineer
7 23 (10.55%) Developer
7 23 (10.55%) Machine Learning Scientist
8 13 (5.96%) Lead Developer
9 12 (5.50%) Systems Engineer
10 10 (4.59%) Research Scientist
11 9 (4.13%) Data Engineer
11 9 (4.13%) Senior Systems Engineer
12 7 (3.21%) Architect
13 6 (2.75%) Principal Engineer
14 5 (2.29%) Artificial Intelligence Architect
14 5 (2.29%) Python Engineer
15 4 (1.83%) Java Engineer
Libraries, Frameworks & Software Standards
1 171 (78.44%) TensorFlow
2 76 (34.86%) scikit-learn
3 48 (22.02%) LangChain
4 39 (17.89%) Hugging Face
5 27 (12.39%) LangGraph
6 24 (11.01%) Google JAX
6 24 (11.01%) JAX
7 20 (9.17%) Pandas
8 18 (8.26%) Kafka
8 18 (8.26%) LlamaIndex
9 17 (7.80%) NumPy
10 12 (5.50%) REST
11 10 (4.59%) pgvector
12 7 (3.21%) FastAPI
12 7 (3.21%) Keras
12 7 (3.21%) OpenCV
13 6 (2.75%) RabbitMQ
13 6 (2.75%) Spring
13 6 (2.75%) Spring Boot
14 5 (2.29%) Faiss
Miscellaneous
1 49 (22.48%) Cloud Native
2 33 (15.14%) Algorithms
3 30 (13.76%) AI Agents
4 18 (8.26%) Distributed Systems
4 18 (8.26%) Product Ownership
5 13 (5.96%) Public Cloud
5 13 (5.96%) Video\Live Streaming
6 11 (5.05%) Mobile Banking
7 9 (4.13%) Clustering
8 7 (3.21%) Robotics
9 5 (2.29%) Blog
9 5 (2.29%) Over-the-Top Content
9 5 (2.29%) Reference Data
10 4 (1.83%) Analytical Mindset
10 4 (1.83%) Embedded Systems
10 4 (1.83%) Enterprise Software
11 3 (1.38%) Greenfield Project
12 2 (0.92%) Legacy Systems
12 2 (0.92%) Stable Diffusion
12 2 (0.92%) Synthetic Data
Operating Systems
1 2 (0.92%) Linux
2 1 (0.46%) Android
2 1 (0.46%) Apple iOS
2 1 (0.46%) CentOS
2 1 (0.46%) Debian
2 1 (0.46%) Mac OS X
2 1 (0.46%) Unix
2 1 (0.46%) Windows
2 1 (0.46%) Windows 10
Processes & Methodologies
1 217 (99.54%) Machine Learning
2 163 (74.77%) AI
3 124 (56.88%) Data Science
4 100 (45.87%) LLM
5 94 (43.12%) Software Engineering
6 87 (39.91%) Generative AI
7 82 (37.61%) Deep Learning
8 78 (35.78%) MLOps
9 75 (34.40%) Mentoring
10 66 (30.28%) Statistics
11 64 (29.36%) Roadmaps
12 53 (24.31%) CI/CD
13 52 (23.85%) Natural Language Processing
14 49 (22.48%) Actionable Insight
14 49 (22.48%) Computer Science
14 49 (22.48%) Retrieval-Augmented Generation
15 48 (22.02%) Prompt Engineering
16 46 (21.10%) Analytics
16 46 (21.10%) Decision-Making
17 45 (20.64%) Problem-Solving
Programming Languages
1 194 (88.99%) Python
2 77 (35.32%) SQL
3 21 (9.63%) Java
4 17 (7.80%) C++
5 9 (4.13%) C
6 8 (3.67%) R
7 6 (2.75%) JavaScript
8 4 (1.83%) MATLAB
9 2 (0.92%) C#
9 2 (0.92%) Scala
10 1 (0.46%) Fortran
10 1 (0.46%) Gremlin
10 1 (0.46%) Haskell
10 1 (0.46%) OCaml
10 1 (0.46%) Rust
10 1 (0.46%) Shell Script
Qualifications
1 70 (32.11%) Degree
2 37 (16.97%) PhD
3 28 (12.84%) Security Cleared
4 17 (7.80%) Master's Degree
5 12 (5.50%) SC Cleared
6 11 (5.05%) Computer Science Degree
7 8 (3.67%) DV Cleared
8 5 (2.29%) DBS Check
9 3 (1.38%) BPSS Clearance
10 1 (0.46%) AWS Certification
10 1 (0.46%) AWS Certified Solutions Architect
10 1 (0.46%) Azure Certification
10 1 (0.46%) CISSP
10 1 (0.46%) Microsoft Certification
10 1 (0.46%) Microsoft Certified Professional
Quality Assurance & Compliance
1 8 (3.67%) California Consumer Privacy Act
1 8 (3.67%) Data Quality
1 8 (3.67%) GDPR
2 5 (2.29%) Accessibility
3 2 (0.92%) ISO/IEC 42001
4 1 (0.46%) Cyber Essentials
4 1 (0.46%) ISO/IEC 27001
4 1 (0.46%) QA
System Software
1 27 (12.39%) Docker
2 1 (0.46%) Active Directory
2 1 (0.46%) Ceph
2 1 (0.46%) Lustre
2 1 (0.46%) NFS
2 1 (0.46%) Samba
2 1 (0.46%) Slurm Workload Manager
Systems Management
1 27 (12.39%) Kubernetes
2 9 (4.13%) Kubeflow
3 4 (1.83%) Ansible
3 4 (1.83%) Grafana
3 4 (1.83%) Prometheus
4 2 (0.92%) Argo
5 1 (0.46%) Oracle ZFS
Vendors
1 29 (13.30%) OpenAI
2 26 (11.93%) Databricks
3 18 (8.26%) Google
4 17 (7.80%) Microsoft
5 8 (3.67%) Cloudera
5 8 (3.67%) Dell
6 4 (1.83%) Foundry
6 4 (1.83%) Mistral
7 2 (0.92%) Thales
7 2 (0.92%) Workday
8 1 (0.46%) Apple
8 1 (0.46%) Cognizant
8 1 (0.46%) Oracle
8 1 (0.46%) Red Hat