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

6 months to
23 Aug 2026
Same period 2025 Same period 2024
Rank 553 543 689
Rank change year-on-year -10 +146 -6
Permanent jobs citing PyTorch 239 133 122
As % of all permanent jobs in the UK 0.22% 0.27% 0.15%
As % of the Libraries, Frameworks & Software Standards category 2.00% 1.47% 0.70%
Number of salaries quoted 79 59 73
10th Percentile £46,250 £45,000 £50,250
25th Percentile £52,500 £59,375 £61,250
Median annual salary (50th Percentile) £85,000 £80,000 £77,500
Median % change year-on-year +6.25% +3.23% +3.33%
75th Percentile £106,250 £111,250 £102,500
90th Percentile £120,000 £120,000 £119,000
UK excluding London median annual salary £65,000 £58,750 £70,000
% change year-on-year +10.64% -16.07% -

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 11,975 9,036 17,369
As % of all permanent jobs advertised in the UK 11.05% 18.09% 20.92%
Number of salaries quoted 8,711 5,897 12,165
10th Percentile £42,500 £39,150 £38,750
25th Percentile £51,250 £51,250 £47,500
Median annual salary (50th Percentile) £67,500 £67,500 £63,000
Median % change year-on-year - +7.14% -6.67%
75th Percentile £85,000 £87,500 £82,500
90th Percentile £100,000 £112,000 £107,500
UK excluding London median annual salary £60,000 £60,000 £55,000
% change year-on-year - +9.09% -8.33%

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 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 23 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 -25 209 £85,000 +6.25% 75
London +22 118 £96,250 +5.48% 46
UK excluding London -78 102 £65,000 +10.64% 40
Work from Home +25 86 £105,000 +31.25% 35
Midlands -3 38 £45,500 -32.59% 4
East Midlands 0 33 £38,000 -47.59%
East of England -12 24 £100,000 +56.25% 9
South West -68 12 £60,000 +20.00% 9
South East -35 10 £62,500 -43.18% 11
North of England -51 6 £102,500 +95.24% 4
Scotland +11 5 £58,565 - 2
West Midlands -29 5 £97,500 +61.16% 4
Wales -54 5 £65,000 - 2
North West -14 4 £102,500 +95.24% 4
Yorkshire -44 2 £85,800 -
Northern Ireland - 2 - -

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 30 (12.55%) Apache Airflow
2 25 (10.46%) Apache Spark
3 3 (1.26%) ArcGIS
4 1 (0.42%) Apache
Applications
1 9 (3.77%) Chatbot
2 1 (0.42%) Simulink
2 1 (0.42%) Trello
Cloud Services
1 116 (48.54%) AWS
2 110 (46.03%) Azure
3 83 (34.73%) GCP
4 38 (15.90%) Power Platform
5 27 (11.30%) Snowflake
6 23 (9.62%) Azure Synapse Analytics
6 23 (9.62%) dbt
7 15 (6.28%) Serverless
8 13 (5.44%) Azure Machine Learning
9 12 (5.02%) Amazon S3
9 12 (5.02%) AWS Lambda
10 8 (3.35%) Amazon Bedrock
11 7 (2.93%) Anthropic Claude
11 7 (2.93%) Azure AI
11 7 (2.93%) SaaS
12 6 (2.51%) Amazon SageMaker
12 6 (2.51%) Slack
13 5 (2.09%) Amazon OpenSearch
13 5 (2.09%) Prefect
14 4 (1.67%) Vertex AI
Communications & Networking
1 18 (7.53%) Broadband
Database & Business Intelligence
1 36 (15.06%) Power BI
2 30 (12.55%) Tableau
3 26 (10.88%) Data Lake
4 24 (10.04%) Amazon Redshift
4 24 (10.04%) Data Warehouse
5 23 (9.62%) BigQuery
5 23 (9.62%) Elasticsearch
5 23 (9.62%) Looker
5 23 (9.62%) Snowflake Schema
6 12 (5.02%) NoSQL
7 10 (4.18%) Big Data
8 9 (3.77%) Metadata
8 9 (3.77%) Pinecone
9 5 (2.09%) MongoDB
10 4 (1.67%) PostgreSQL
10 4 (1.67%) Weaviate
11 3 (1.26%) Data Mining
11 3 (1.26%) QGIS
11 3 (1.26%) QlikView
11 3 (1.26%) Spatial Data
Development Applications
1 33 (13.81%) MLflow
2 15 (6.28%) Git
3 7 (2.93%) GitLab
4 2 (0.84%) Jenkins
5 1 (0.42%) JIRA
5 1 (0.42%) NUnit
5 1 (0.42%) Poetry
5 1 (0.42%) Yeoman
General
1 73 (30.54%) Finance
2 66 (27.62%) Analytical Skills
3 47 (19.67%) Social Skills
4 31 (12.97%) Inclusion and Diversity
5 29 (12.13%) Banking
6 25 (10.46%) Law
7 19 (7.95%) Marketing
8 12 (5.02%) Public Sector
9 8 (3.35%) Legal
10 7 (2.93%) Retail
11 6 (2.51%) Pharmaceutical
12 4 (1.67%) Aerospace
12 4 (1.67%) Private Banking
13 3 (1.26%) Electronics
13 3 (1.26%) Military
13 3 (1.26%) Organisational Skills
14 2 (0.84%) Public Speaking
15 1 (0.42%) Advertising
15 1 (0.42%) Publishing
15 1 (0.42%) Telecoms
Job Titles
1 66 (27.62%) Lead
2 49 (20.50%) Data Scientist
3 46 (19.25%) Senior
4 32 (13.39%) Senior Data Scientist
5 29 (12.13%) Developer
6 27 (11.30%) Artificial Intelligence Engineer
6 27 (11.30%) Machine Learning Engineer
6 27 (11.30%) Machine Learning Scientist
6 27 (11.30%) Systems Engineer
7 26 (10.88%) Lead Data Scientist
8 24 (10.04%) Senior Systems Engineer
9 21 (8.79%) Software Engineer
10 13 (5.44%) Lead Developer
11 12 (5.02%) Research Scientist
12 9 (3.77%) Architect
12 9 (3.77%) Data Engineer
12 9 (3.77%) Python Developer
13 8 (3.35%) Consultant
14 7 (2.93%) Artificial Intelligence Architect
15 6 (2.51%) Artificial Intelligence Consultant
Libraries, Frameworks & Software Standards
1 183 (76.57%) TensorFlow
2 93 (38.91%) scikit-learn
3 60 (25.10%) LangChain
4 38 (15.90%) Hugging Face
5 34 (14.23%) Kafka
5 34 (14.23%) LlamaIndex
6 27 (11.30%) Google JAX
6 27 (11.30%) JAX
7 26 (10.88%) Pandas
8 25 (10.46%) pgvector
9 23 (9.62%) LangGraph
10 22 (9.21%) NumPy
11 13 (5.44%) REST
12 10 (4.18%) OpenCV
13 7 (2.93%) Keras
13 7 (2.93%) RabbitMQ
13 7 (2.93%) RESTful
13 7 (2.93%) XGBoost
14 6 (2.51%) Spring Boot
14 6 (2.51%) Terraform
Miscellaneous
1 62 (25.94%) Cloud Native
2 37 (15.48%) Algorithms
3 30 (12.55%) AI Agents
4 26 (10.88%) Public Cloud
5 24 (10.04%) Clustering
6 19 (7.95%) Distributed Systems
7 14 (5.86%) Video\Live Streaming
8 13 (5.44%) Product Ownership
9 11 (4.60%) Mobile Banking
10 6 (2.51%) Over-the-Top Content
11 5 (2.09%) Blog
12 4 (1.67%) Analytical Mindset
12 4 (1.67%) Embedded Systems
12 4 (1.67%) Enterprise Software
12 4 (1.67%) Robotics
13 3 (1.26%) Greenfield Project
13 3 (1.26%) Reference Data
14 2 (0.84%) CUDA
14 2 (0.84%) Data Structures
14 2 (0.84%) Stable Diffusion
Operating Systems
1 5 (2.09%) Linux
2 1 (0.42%) Android
2 1 (0.42%) Apple iOS
Processes & Methodologies
1 234 (97.91%) Machine Learning
2 181 (75.73%) AI
3 141 (59.00%) Data Science
4 103 (43.10%) LLM
5 102 (42.68%) Generative AI
6 93 (38.91%) Software Engineering
7 82 (34.31%) Deep Learning
8 75 (31.38%) MLOps
9 74 (30.96%) Mentoring
10 71 (29.71%) Statistics
11 66 (27.62%) Retrieval-Augmented Generation
12 63 (26.36%) Prompt Engineering
13 61 (25.52%) Analytics
13 61 (25.52%) Roadmaps
14 60 (25.10%) Data Pipeline
15 53 (22.18%) CI/CD
16 51 (21.34%) Use Case
17 49 (20.50%) Actionable Insight
17 49 (20.50%) Natural Language Processing
18 46 (19.25%) Decision-Making
Programming Languages
1 215 (89.96%) Python
2 90 (37.66%) SQL
3 18 (7.53%) Java
4 14 (5.86%) C++
5 8 (3.35%) JavaScript
6 5 (2.09%) C
6 5 (2.09%) R
7 2 (0.84%) C#
8 1 (0.42%) Haskell
8 1 (0.42%) MATLAB
8 1 (0.42%) OCaml
8 1 (0.42%) Rust
8 1 (0.42%) Scala
Qualifications
1 72 (30.13%) Degree
2 39 (16.32%) PhD
3 27 (11.30%) Security Cleared
4 19 (7.95%) Master's Degree
5 9 (3.77%) Computer Science Degree
5 9 (3.77%) DV Cleared
6 8 (3.35%) SC Cleared
7 6 (2.51%) DBS Check
8 3 (1.26%) BPSS Clearance
9 2 (0.84%) Postgraduate
10 1 (0.42%) AWS Certification
10 1 (0.42%) AWS Certified Solutions Architect
10 1 (0.42%) Azure Certification
10 1 (0.42%) Microsoft Certification
10 1 (0.42%) Microsoft Certified Professional
Quality Assurance & Compliance
1 23 (9.62%) California Consumer Privacy Act
1 23 (9.62%) GDPR
2 9 (3.77%) Accessibility
3 4 (1.67%) Data Quality
3 4 (1.67%) QA
4 2 (0.84%) ISO/IEC 42001
5 1 (0.42%) Cyber Essentials
5 1 (0.42%) ISO/IEC 27001
System Software
1 32 (13.39%) Docker
Systems Management
1 29 (12.13%) Kubernetes
2 11 (4.60%) Kubeflow
3 6 (2.51%) Grafana
4 5 (2.09%) Ansible
4 5 (2.09%) Prometheus
5 2 (0.84%) Argo
Vendors
1 45 (18.83%) Databricks
2 27 (11.30%) OpenAI
3 23 (9.62%) Cloudera
3 23 (9.62%) Dell
4 20 (8.37%) Google
5 17 (7.11%) Microsoft
6 4 (1.67%) Foundry
7 2 (0.84%) Workday
8 1 (0.42%) Cognizant
8 1 (0.42%) Dataiku
8 1 (0.42%) DataRobot
8 1 (0.42%) Oracle