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

6 months to
4 Aug 2026
Same period 2025 Same period 2024
Rank 558 552 699
Rank change year-on-year -6 +147 +21
Permanent jobs citing PyTorch 235 131 118
As % of all permanent jobs in the UK 0.23% 0.26% 0.14%
As % of the Libraries, Frameworks & Software Standards category 2.22% 1.51% 0.73%
Number of salaries quoted 67 60 72
10th Percentile £45,750 £45,000 £50,125
25th Percentile £58,750 £58,125 £60,625
Median annual salary (50th Percentile) £85,800 £82,500 £75,000
Median % change year-on-year +4.00% +10.00% -
75th Percentile £110,625 £105,938 £102,813
90th Percentile £137,500 £120,000 £119,500
UK excluding London median annual salary £65,000 £64,000 £70,000
% change year-on-year +1.56% -8.57% -

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 10,564 8,654 16,198
As % of all permanent jobs advertised in the UK 10.20% 17.44% 19.32%
Number of salaries quoted 7,770 5,667 11,657
10th Percentile £41,250 £37,500 £37,500
25th Percentile £50,000 £50,000 £46,250
Median annual salary (50th Percentile) £65,000 £67,500 £61,500
Median % change year-on-year -3.70% +9.76% -8.89%
75th Percentile £85,000 £87,500 £81,250
90th Percentile £100,000 £113,750 £107,500
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 4 August 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 4 August 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 -10 189 £87,500 +6.06% 330
London +17 109 £102,500 +9.33% 239
UK excluding London -63 93 £65,000 +1.56% 106
Work from Home +31 87 £95,400 +31.59% 122
Midlands -13 35 £45,500 -32.59% 8
East Midlands +9 33 £38,000 -47.59% 1
East of England -25 19 £100,000 +56.25% 24
South West -56 11 £60,000 +20.00% 17
South East -40 9 £62,500 -37.50% 27
North of England -45 7 £102,500 +60.16% 18
Scotland +10 5 £58,565 - 5
North West -10 5 £102,500 +86.36% 17
Wales -47 5 £65,000 - 5
West Midlands -34 2 £97,500 +61.16% 7
Yorkshire -36 2 £85,800 +28.06% 1
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 31 (13.19%) Apache Airflow
2 26 (11.06%) Apache Spark
3 20 (8.51%) ArcGIS
4 1 (0.43%) Apache
Applications
1 6 (2.55%) Chatbot
2 1 (0.43%) Microsoft Excel
2 1 (0.43%) Microsoft Office
2 1 (0.43%) Microsoft PowerPoint
2 1 (0.43%) Simulink
2 1 (0.43%) Trello
Cloud Services
1 123 (52.34%) AWS
2 118 (50.21%) Azure
3 76 (32.34%) GCP
4 34 (14.47%) Power Platform
5 29 (12.34%) Snowflake
6 23 (9.79%) Azure Synapse Analytics
6 23 (9.79%) dbt
7 13 (5.53%) Azure Machine Learning
8 12 (5.11%) Serverless
9 9 (3.83%) Amazon S3
9 9 (3.83%) AWS Lambda
10 8 (3.40%) Amazon Bedrock
11 7 (2.98%) Amazon SageMaker
11 7 (2.98%) SaaS
12 6 (2.55%) Amazon OpenSearch
12 6 (2.55%) Azure AI
12 6 (2.55%) GitHub
12 6 (2.55%) Slack
13 5 (2.13%) Prefect
13 5 (2.13%) Vertex AI
Communications & Networking
1 22 (9.36%) Broadband
Database & Business Intelligence
1 32 (13.62%) Power BI
2 27 (11.49%) Tableau
3 25 (10.64%) Amazon Redshift
3 25 (10.64%) Data Warehouse
4 24 (10.21%) BigQuery
4 24 (10.21%) Elasticsearch
4 24 (10.21%) Looker
5 23 (9.79%) Data Lake
5 23 (9.79%) Snowflake Schema
6 21 (8.94%) GIS
6 21 (8.94%) QGIS
6 21 (8.94%) Spatial Data
7 13 (5.53%) Metadata
8 10 (4.26%) Pinecone
9 8 (3.40%) NoSQL
10 5 (2.13%) MongoDB
10 5 (2.13%) Weaviate
11 4 (1.70%) Big Data
11 4 (1.70%) PostgreSQL
12 3 (1.28%) Relational Database
Development Applications
1 36 (15.32%) MLflow
2 17 (7.23%) Git
3 9 (3.83%) GitLab
4 2 (0.85%) Jenkins
5 1 (0.43%) JIRA
5 1 (0.43%) NUnit
5 1 (0.43%) Poetry
5 1 (0.43%) Yeoman
General
1 66 (28.09%) Analytical Skills
1 66 (28.09%) Finance
2 44 (18.72%) Social Skills
3 25 (10.64%) Banking
4 22 (9.36%) Inclusion and Diversity
5 19 (8.09%) Law
6 13 (5.53%) Marketing
7 8 (3.40%) Public Sector
8 7 (2.98%) Retail
9 6 (2.55%) Pharmaceutical
10 4 (1.70%) Private Banking
11 3 (1.28%) Aerospace
12 2 (0.85%) Advertising
12 2 (0.85%) Electronics
12 2 (0.85%) Legal
12 2 (0.85%) Military
12 2 (0.85%) Public Speaking
13 1 (0.43%) French Language
13 1 (0.43%) Investment Banking
13 1 (0.43%) Publishing
Job Titles
1 60 (25.53%) Lead
2 49 (20.85%) Data Scientist
3 43 (18.30%) Senior
4 33 (14.04%) Senior Data Scientist
5 30 (12.77%) Developer
6 27 (11.49%) Lead Data Scientist
6 27 (11.49%) Systems Engineer
7 25 (10.64%) Consultant
8 24 (10.21%) Senior Systems Engineer
9 22 (9.36%) Artificial Intelligence Consultant
10 21 (8.94%) Machine Learning Engineer
10 21 (8.94%) Machine Learning Scientist
11 20 (8.51%) Artificial Intelligence Engineer
11 20 (8.51%) Machine Learning Consultant
11 20 (8.51%) Spatial Consultant
12 19 (8.09%) Software Engineer
13 13 (5.53%) Lead Developer
14 9 (3.83%) Architect
14 9 (3.83%) Python Developer
14 9 (3.83%) Research Scientist
Libraries, Frameworks & Software Standards
1 166 (70.64%) TensorFlow
2 84 (35.74%) scikit-learn
3 58 (24.68%) LangChain
4 39 (16.60%) Hugging Face
5 34 (14.47%) Kafka
6 32 (13.62%) LlamaIndex
7 25 (10.64%) pgvector
8 22 (9.36%) LangGraph
8 22 (9.36%) Pandas
9 17 (7.23%) Google JAX
9 17 (7.23%) JAX
9 17 (7.23%) NumPy
10 13 (5.53%) REST
11 10 (4.26%) OpenCV
12 8 (3.40%) RabbitMQ
13 7 (2.98%) Faiss
13 7 (2.98%) SciPy
13 7 (2.98%) XGBoost
14 6 (2.55%) FastAPI
14 6 (2.55%) TFX
Miscellaneous
1 52 (22.13%) Cloud Native
2 51 (21.70%) Algorithms
3 25 (10.64%) AI Agents
4 24 (10.21%) Clustering
5 23 (9.79%) Public Cloud
6 20 (8.51%) Distributed Systems
7 18 (7.66%) Video\Live Streaming
8 13 (5.53%) Product Ownership
9 8 (3.40%) Mobile Banking
10 6 (2.55%) Over-the-Top Content
11 5 (2.13%) Robotics
12 4 (1.70%) Embedded Systems
12 4 (1.70%) Enterprise Software
13 3 (1.28%) Analytical Mindset
13 3 (1.28%) CUDA
13 3 (1.28%) Greenfield Project
14 2 (0.85%) Blog
14 2 (0.85%) Data Structures
14 2 (0.85%) Stable Diffusion
15 1 (0.43%) IoT
Operating Systems
1 5 (2.13%) Linux
2 1 (0.43%) Android
2 1 (0.43%) Apple iOS
Processes & Methodologies
1 229 (97.45%) Machine Learning
2 182 (77.45%) AI
3 151 (64.26%) Data Science
4 99 (42.13%) Generative AI
5 90 (38.30%) LLM
6 81 (34.47%) Software Engineering
7 77 (32.77%) MLOps
8 71 (30.21%) Analytics
9 69 (29.36%) Mentoring
10 68 (28.94%) Deep Learning
10 68 (28.94%) Statistics
11 63 (26.81%) Retrieval-Augmented Generation
12 62 (26.38%) Roadmaps
13 61 (25.96%) Feature Engineering
14 56 (23.83%) CI/CD
14 56 (23.83%) Data Pipeline
14 56 (23.83%) Predictive Modelling
14 56 (23.83%) Prompt Engineering
14 56 (23.83%) Use Case
15 54 (22.98%) Technical Leadership
Programming Languages
1 219 (93.19%) Python
2 84 (35.74%) SQL
3 14 (5.96%) C++
3 14 (5.96%) Java
4 9 (3.83%) JavaScript
5 5 (2.13%) C
6 3 (1.28%) R
7 2 (0.85%) C#
8 1 (0.43%) Bash
8 1 (0.43%) Go
8 1 (0.43%) Haskell
8 1 (0.43%) MATLAB
8 1 (0.43%) OCaml
8 1 (0.43%) Rust
8 1 (0.43%) Scala
Qualifications
1 58 (24.68%) Degree
2 29 (12.34%) PhD
3 21 (8.94%) Security Cleared
4 18 (7.66%) Master's Degree
5 6 (2.55%) Computer Science Degree
5 6 (2.55%) DBS Check
5 6 (2.55%) DV Cleared
5 6 (2.55%) SC Cleared
6 3 (1.28%) Postgraduate
7 2 (0.85%) BPSS Clearance
8 1 (0.43%) AWS Certification
8 1 (0.43%) AWS Certified Solutions Architect
8 1 (0.43%) Azure Certification
8 1 (0.43%) Microsoft Certification
8 1 (0.43%) Microsoft Certified Professional
Quality Assurance & Compliance
1 24 (10.21%) Accessibility
2 23 (9.79%) California Consumer Privacy Act
2 23 (9.79%) GDPR
3 21 (8.94%) QA
4 2 (0.85%) Data Quality
5 1 (0.43%) Cyber Essentials
5 1 (0.43%) ISO/IEC 27001
System Software
1 32 (13.62%) Docker
Systems Management
1 28 (11.91%) Kubernetes
2 11 (4.68%) Kubeflow
3 8 (3.40%) Terraform
4 7 (2.98%) Grafana
5 6 (2.55%) Ansible
5 6 (2.55%) Prometheus
6 3 (1.28%) Argo
Vendors
1 42 (17.87%) Databricks
2 23 (9.79%) Cloudera
2 23 (9.79%) Dell
2 23 (9.79%) OpenAI
3 19 (8.09%) Google
4 13 (5.53%) Microsoft
5 3 (1.28%) Foundry
6 1 (0.43%) Cognizant
6 1 (0.43%) Dataiku
6 1 (0.43%) DataRobot
6 1 (0.43%) Oracle
6 1 (0.43%) Palantir