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

6 months to
27 Jul 2026
Same period 2025 Same period 2024
Rank 549 555 703
Rank change year-on-year +6 +148 +22
Permanent jobs citing PyTorch 231 124 127
As % of all permanent jobs in the UK 0.23% 0.25% 0.14%
As % of the Libraries, Frameworks & Software Standards category 2.22% 1.41% 0.74%
Number of salaries quoted 64 58 82
10th Percentile £45,750 £45,875 £51,375
25th Percentile £58,750 £60,000 £57,500
Median annual salary (50th Percentile) £85,400 £82,500 £76,250
Median % change year-on-year +3.52% +8.20% +5.17%
75th Percentile £110,000 £103,125 £98,063
90th Percentile £128,750 £120,000 £119,500
UK excluding London median annual salary £65,000 £64,000 £70,000
% change year-on-year +1.56% -8.57% +5.66%

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 10,402 8,812 17,126
As % of all permanent jobs advertised in the UK 10.27% 17.83% 19.39%
Number of salaries quoted 7,708 5,809 12,650
10th Percentile £40,175 £38,250 £36,750
25th Percentile £50,000 £51,250 £46,250
Median annual salary (50th Percentile) £65,000 £67,500 £60,000
Median % change year-on-year -3.70% +12.50% -11.11%
75th Percentile £85,000 £87,500 £80,000
90th Percentile £100,000 £113,796 £105,000
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 27 July 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 27 July 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 -8 183 £85,800 +0.94% 166
London +45 103 £100,000 +5.26% 121
UK excluding London -50 94 £65,000 +1.56% 67
Work from Home +32 91 £77,500 +10.71% 68
Midlands -3 36 £50,000 -25.93% 4
East Midlands +2 34 £41,000 -43.45% 1
East of England -13 19 £100,000 +56.25% 12
South West -59 10 £60,000 +20.00% 15
South East -35 8 £62,500 -37.50% 17
North of England -38 8 £102,500 +60.16% 9
Scotland +16 6 £79,283 +13.26% 4
North West -9 6 £102,500 +86.36% 9
Wales -51 5 £65,000 - 4
West Midlands -27 2 £97,500 +61.16% 3
Yorkshire -37 2 £85,800 +34.06%
Northern Ireland - 2 - - 3

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 32 (13.85%) Apache Airflow
2 27 (11.69%) Apache Spark
3 20 (8.66%) ArcGIS
4 1 (0.43%) Apache
4 1 (0.43%) Appian
Applications
1 6 (2.60%) Chatbot
2 1 (0.43%) Microsoft Excel
2 1 (0.43%) Microsoft Office
2 1 (0.43%) Microsoft PowerPoint
2 1 (0.43%) Trello
Cloud Services
1 117 (50.65%) AWS
2 115 (49.78%) Azure
3 73 (31.60%) GCP
4 34 (14.72%) Power Platform
5 29 (12.55%) Snowflake
6 23 (9.96%) Azure Synapse Analytics
6 23 (9.96%) dbt
7 12 (5.19%) Azure Machine Learning
8 9 (3.90%) Amazon SageMaker
8 9 (3.90%) Serverless
9 8 (3.46%) Amazon Bedrock
9 8 (3.46%) SaaS
10 7 (3.03%) Slack
11 6 (2.60%) Amazon OpenSearch
11 6 (2.60%) Anthropic Claude
11 6 (2.60%) AWS Lambda
11 6 (2.60%) Azure AI
11 6 (2.60%) Vertex AI
12 5 (2.16%) Amazon S3
12 5 (2.16%) GitHub
Communications & Networking
1 27 (11.69%) Broadband
Database & Business Intelligence
1 31 (13.42%) Power BI
2 27 (11.69%) Amazon Redshift
2 27 (11.69%) Tableau
3 26 (11.26%) Data Warehouse
4 25 (10.82%) BigQuery
4 25 (10.82%) Elasticsearch
4 25 (10.82%) Looker
5 23 (9.96%) Data Lake
5 23 (9.96%) Snowflake Schema
6 21 (9.09%) GIS
6 21 (9.09%) QGIS
6 21 (9.09%) Spatial Data
7 17 (7.36%) Metadata
8 12 (5.19%) Pinecone
9 8 (3.46%) NoSQL
10 6 (2.60%) Weaviate
11 5 (2.16%) Big Data
11 5 (2.16%) MongoDB
12 4 (1.73%) PostgreSQL
13 3 (1.30%) MySQL
Development Applications
1 38 (16.45%) MLflow
2 16 (6.93%) Git
3 9 (3.90%) GitLab
4 2 (0.87%) Jenkins
5 1 (0.43%) JIRA
5 1 (0.43%) NUnit
5 1 (0.43%) Poetry
5 1 (0.43%) Yeoman
General
1 68 (29.44%) Analytical Skills
2 60 (25.97%) Finance
3 43 (18.61%) Social Skills
4 21 (9.09%) Banking
5 16 (6.93%) Inclusion and Diversity
6 13 (5.63%) Law
7 7 (3.03%) Marketing
8 6 (2.60%) Pharmaceutical
8 6 (2.60%) Public Sector
8 6 (2.60%) Retail
9 4 (1.73%) Advertising
9 4 (1.73%) Private Banking
10 2 (0.87%) Legal
10 2 (0.87%) Public Speaking
11 1 (0.43%) Aerospace
11 1 (0.43%) Electronics
11 1 (0.43%) Financial Institution
11 1 (0.43%) Investment Banking
11 1 (0.43%) Military
11 1 (0.43%) Publishing
Job Titles
1 61 (26.41%) Lead
2 50 (21.65%) Data Scientist
3 43 (18.61%) Senior
4 33 (14.29%) Senior Data Scientist
5 30 (12.99%) Developer
6 28 (12.12%) Lead Data Scientist
7 27 (11.69%) Systems Engineer
8 25 (10.82%) Consultant
9 24 (10.39%) Senior Systems Engineer
10 22 (9.52%) Artificial Intelligence Consultant
11 21 (9.09%) Machine Learning Engineer
12 20 (8.66%) Machine Learning Consultant
12 20 (8.66%) Spatial Consultant
13 19 (8.23%) Artificial Intelligence Engineer
14 17 (7.36%) Machine Learning Scientist
14 17 (7.36%) Software Engineer
15 13 (5.63%) Lead Developer
16 9 (3.90%) Architect
16 9 (3.90%) Python Developer
17 7 (3.03%) Research Scientist
Libraries, Frameworks & Software Standards
1 165 (71.43%) TensorFlow
2 79 (34.20%) scikit-learn
3 56 (24.24%) LangChain
4 40 (17.32%) Hugging Face
5 33 (14.29%) Kafka
6 30 (12.99%) LlamaIndex
7 25 (10.82%) pgvector
8 23 (9.96%) LangGraph
8 23 (9.96%) Pandas
9 19 (8.23%) NumPy
10 15 (6.49%) Google JAX
10 15 (6.49%) JAX
11 13 (5.63%) REST
12 10 (4.33%) OpenCV
13 9 (3.90%) Faiss
14 8 (3.46%) RabbitMQ
14 8 (3.46%) XGBoost
15 7 (3.03%) FastAPI
15 7 (3.03%) SciPy
15 7 (3.03%) TFX
Miscellaneous
1 52 (22.51%) Algorithms
2 46 (19.91%) Cloud Native
3 24 (10.39%) Clustering
4 23 (9.96%) Public Cloud
4 23 (9.96%) Video\Live Streaming
5 22 (9.52%) AI Agents
6 19 (8.23%) Distributed Systems
7 14 (6.06%) Product Ownership
8 7 (3.03%) Over-the-Top Content
9 5 (2.16%) Robotics
10 4 (1.73%) Embedded Systems
10 4 (1.73%) Enterprise Software
10 4 (1.73%) Mobile Banking
11 3 (1.30%) CUDA
11 3 (1.30%) Greenfield Project
12 2 (0.87%) Analytical Mindset
12 2 (0.87%) Autonomous Agent
12 2 (0.87%) Blog
12 2 (0.87%) Data Structures
12 2 (0.87%) Legacy Systems
Operating Systems
1 5 (2.16%) Linux
2 1 (0.43%) Android
2 1 (0.43%) Apple iOS
Processes & Methodologies
1 224 (96.97%) Machine Learning
2 182 (78.79%) AI
3 154 (66.67%) Data Science
4 101 (43.72%) Generative AI
5 80 (34.63%) LLM
6 77 (33.33%) MLOps
7 72 (31.17%) Software Engineering
8 69 (29.87%) Analytics
9 68 (29.44%) Mentoring
9 68 (29.44%) Roadmaps
10 67 (29.00%) Statistics
11 66 (28.57%) Deep Learning
12 61 (26.41%) Feature Engineering
12 61 (26.41%) Retrieval-Augmented Generation
13 60 (25.97%) Use Case
14 58 (25.11%) CI/CD
14 58 (25.11%) Technical Leadership
15 57 (24.68%) Data Pipeline
16 56 (24.24%) Computer Vision
17 54 (23.38%) Predictive Modelling
Programming Languages
1 218 (94.37%) Python
2 80 (34.63%) SQL
3 14 (6.06%) Java
4 13 (5.63%) C++
5 9 (3.90%) JavaScript
6 4 (1.73%) C
6 4 (1.73%) R
7 2 (0.87%) Bash
7 2 (0.87%) C#
7 2 (0.87%) Go
7 2 (0.87%) Scala
8 1 (0.43%) Haskell
8 1 (0.43%) OCaml
8 1 (0.43%) Rust
Qualifications
1 53 (22.94%) Degree
2 27 (11.69%) PhD
3 19 (8.23%) Security Cleared
4 18 (7.79%) Master's Degree
5 6 (2.60%) DBS Check
6 5 (2.16%) DV Cleared
7 4 (1.73%) Computer Science Degree
7 4 (1.73%) SC Cleared
8 3 (1.30%) Postgraduate
9 1 (0.43%) AWS Certification
9 1 (0.43%) AWS Certified Solutions Architect
9 1 (0.43%) Azure Certification
9 1 (0.43%) BPSS Clearance
9 1 (0.43%) Microsoft Certification
9 1 (0.43%) Microsoft Certified Professional
Quality Assurance & Compliance
1 23 (9.96%) California Consumer Privacy Act
1 23 (9.96%) GDPR
2 22 (9.52%) Accessibility
3 20 (8.66%) QA
4 4 (1.73%) Data Quality
5 1 (0.43%) Cyber Essentials
5 1 (0.43%) ISO/IEC 27001
System Software
1 33 (14.29%) Docker
Systems Management
1 28 (12.12%) Kubernetes
2 12 (5.19%) Kubeflow
3 8 (3.46%) Terraform
4 7 (3.03%) Grafana
5 6 (2.60%) Ansible
5 6 (2.60%) Prometheus
6 3 (1.30%) Argo
Vendors
1 42 (18.18%) Databricks
2 23 (9.96%) Cloudera
2 23 (9.96%) Dell
3 22 (9.52%) OpenAI
4 18 (7.79%) Google
5 11 (4.76%) Microsoft
6 2 (0.87%) Foundry
6 2 (0.87%) Palantir
7 1 (0.43%) Automation Anywhere
7 1 (0.43%) Cognizant
7 1 (0.43%) Dataiku
7 1 (0.43%) DataRobot
7 1 (0.43%) Oracle
7 1 (0.43%) UiPath