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

6 months to
18 Jul 2026
Same period 2025 Same period 2024
Rank 540 562 715
Rank change year-on-year +22 +153 +18
Permanent jobs citing PyTorch 224 120 154
As % of all permanent jobs in the UK 0.23% 0.24% 0.16%
As % of the Libraries, Frameworks & Software Standards category 2.19% 1.35% 0.79%
Number of salaries quoted 63 56 105
10th Percentile £45,500 £45,625 £47,500
25th Percentile £57,251 £61,500 £55,000
Median annual salary (50th Percentile) £77,500 £82,500 £75,000
Median % change year-on-year -6.06% +10.00% -
75th Percentile £106,250 £99,375 £97,500
90th Percentile £120,000 £120,000 £121,500
UK excluding London median annual salary £65,000 £64,000 £65,000
% change year-on-year +1.56% -1.54% -10.34%

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 10,221 8,876 19,463
As % of all permanent jobs advertised in the UK 10.29% 18.10% 19.91%
Number of salaries quoted 7,636 5,869 14,655
10th Percentile £41,250 £38,750 £36,250
25th Percentile £50,000 £51,250 £45,000
Median annual salary (50th Percentile) £65,000 £67,000 £60,000
Median % change year-on-year -2.99% +11.67% -10.45%
75th Percentile £85,000 £87,500 £80,000
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 18 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 18 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 -26 177 £80,000 -5.88% 102
London +37 97 £87,500 -7.89% 72
Work from Home +53 91 £65,000 -7.14% 34
UK excluding London -62 91 £65,000 +1.56% 43
Midlands -5 36 £52,500 -22.22% 1
East Midlands +13 33 £41,000 -43.45%
East of England -8 20 £77,500 -6.91% 12
South West -57 9 £60,000 +20.00% 8
South East -36 8 £62,500 -37.50% 15
North of England -58 8 £102,500 +60.16% 2
North West -2 6 £102,500 +86.36% 2
Wales -49 5 £65,000 - 4
Scotland +13 3 £79,283 +13.26% 2
West Midlands -22 3 £55,000 -9.09% 1
Yorkshire -38 2 £85,800 +34.06%
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 33 (14.73%) Apache Airflow
2 28 (12.50%) Apache Spark
3 21 (9.38%) ArcGIS
4 2 (0.89%) Appian
4 2 (0.89%) Jupyter
5 1 (0.45%) Apache
Applications
1 6 (2.68%) Chatbot
2 1 (0.45%) Microsoft Excel
2 1 (0.45%) Microsoft Office
2 1 (0.45%) Microsoft PowerPoint
2 1 (0.45%) Trello
Cloud Services
1 116 (51.79%) Azure
2 113 (50.45%) AWS
3 72 (32.14%) GCP
4 34 (15.18%) Power Platform
5 29 (12.95%) Snowflake
6 23 (10.27%) Azure Synapse Analytics
6 23 (10.27%) dbt
7 14 (6.25%) Azure Machine Learning
8 9 (4.02%) Amazon SageMaker
8 9 (4.02%) SaaS
9 8 (3.57%) Slack
10 7 (3.13%) Amazon Bedrock
10 7 (3.13%) Anthropic Claude
10 7 (3.13%) Vertex AI
11 6 (2.68%) Amazon OpenSearch
11 6 (2.68%) Azure AI
11 6 (2.68%) OpenShift
12 5 (2.23%) Prefect
12 5 (2.23%) Serverless
13 4 (1.79%) Dagster
Communications & Networking
1 28 (12.50%) Broadband
Database & Business Intelligence
1 31 (13.84%) Power BI
2 28 (12.50%) Amazon Redshift
2 28 (12.50%) Tableau
3 27 (12.05%) Data Lake
3 27 (12.05%) Data Warehouse
4 26 (11.61%) BigQuery
4 26 (11.61%) Elasticsearch
4 26 (11.61%) Looker
5 23 (10.27%) Snowflake Schema
6 22 (9.82%) GIS
6 22 (9.82%) QGIS
6 22 (9.82%) Spatial Data
7 21 (9.38%) Metadata
8 14 (6.25%) Pinecone
9 7 (3.13%) Weaviate
10 5 (2.23%) MongoDB
11 4 (1.79%) Apache Iceberg
11 4 (1.79%) NoSQL
11 4 (1.79%) PostgreSQL
12 3 (1.34%) Delta Lake
Development Applications
1 41 (18.30%) MLflow
2 15 (6.70%) Git
3 9 (4.02%) GitLab
4 2 (0.89%) Jenkins
5 1 (0.45%) JIRA
5 1 (0.45%) Poetry
5 1 (0.45%) Yeoman
General
1 66 (29.46%) Analytical Skills
2 54 (24.11%) Finance
3 42 (18.75%) Social Skills
4 12 (5.36%) Banking
5 6 (2.68%) Inclusion and Diversity
5 6 (2.68%) Pharmaceutical
5 6 (2.68%) Retail
6 5 (2.23%) Manufacturing
6 5 (2.23%) Public Sector
7 4 (1.79%) Advertising
8 2 (0.89%) Law
8 2 (0.89%) Legal
8 2 (0.89%) Public Speaking
9 1 (0.45%) French Language
9 1 (0.45%) Marketing
9 1 (0.45%) Private Banking
9 1 (0.45%) Publishing
Job Titles
1 53 (23.66%) Lead
2 51 (22.77%) Data Scientist
3 48 (21.43%) Senior
4 33 (14.73%) Senior Data Scientist
5 29 (12.95%) Developer
6 28 (12.50%) Lead Data Scientist
7 27 (12.05%) Systems Engineer
8 26 (11.61%) Consultant
9 24 (10.71%) Senior Systems Engineer
10 23 (10.27%) Artificial Intelligence Consultant
11 22 (9.82%) Machine Learning Engineer
12 21 (9.38%) Artificial Intelligence Engineer
13 20 (8.93%) Machine Learning Consultant
13 20 (8.93%) Spatial Consultant
14 14 (6.25%) Software Engineer
15 13 (5.80%) Lead Developer
16 10 (4.46%) Architect
16 10 (4.46%) Machine Learning Scientist
17 9 (4.02%) Python Developer
18 8 (3.57%) Artificial Intelligence Architect
Libraries, Frameworks & Software Standards
1 164 (73.21%) TensorFlow
2 72 (32.14%) scikit-learn
3 56 (25.00%) LangChain
4 39 (17.41%) Hugging Face
5 32 (14.29%) Kafka
6 30 (13.39%) LlamaIndex
7 25 (11.16%) pgvector
8 23 (10.27%) LangGraph
9 21 (9.38%) Pandas
10 16 (7.14%) NumPy
11 13 (5.80%) Google JAX
11 13 (5.80%) JAX
12 11 (4.91%) Faiss
12 11 (4.91%) OpenCV
12 11 (4.91%) REST
13 8 (3.57%) FastAPI
13 8 (3.57%) Keras
13 8 (3.57%) RabbitMQ
13 8 (3.57%) TFX
14 7 (3.13%) SciPy
Miscellaneous
1 50 (22.32%) Algorithms
2 39 (17.41%) Cloud Native
3 24 (10.71%) Clustering
3 24 (10.71%) Video\Live Streaming
4 23 (10.27%) Public Cloud
5 18 (8.04%) AI Agents
6 16 (7.14%) Distributed Systems
7 15 (6.70%) Product Ownership
8 8 (3.57%) Over-the-Top Content
9 5 (2.23%) Embedded Systems
9 5 (2.23%) Robotics
10 4 (1.79%) CUDA
10 4 (1.79%) Data Centre
10 4 (1.79%) Management Information System
11 3 (1.34%) Enterprise Software
11 3 (1.34%) Greenfield Project
11 3 (1.34%) Legacy Systems
11 3 (1.34%) Low-Code
12 2 (0.89%) Autonomous Agent
12 2 (0.89%) Data Structures
Operating Systems
1 5 (2.23%) Linux
2 1 (0.45%) Android
2 1 (0.45%) Apple iOS
2 1 (0.45%) Robot Operating System
Processes & Methodologies
1 217 (96.88%) Machine Learning
2 180 (80.36%) AI
3 151 (67.41%) Data Science
4 104 (46.43%) Generative AI
5 77 (34.38%) MLOps
6 74 (33.04%) Analytics
7 71 (31.70%) LLM
8 68 (30.36%) Roadmaps
9 65 (29.02%) Mentoring
9 65 (29.02%) Retrieval-Augmented Generation
10 64 (28.57%) Data Pipeline
10 64 (28.57%) Statistics
11 63 (28.13%) Feature Engineering
12 61 (27.23%) Deep Learning
12 61 (27.23%) Software Engineering
13 60 (26.79%) CI/CD
14 59 (26.34%) Technical Leadership
14 59 (26.34%) Use Case
15 58 (25.89%) Computer Vision
16 52 (23.21%) Predictive Modelling
Programming Languages
1 212 (94.64%) Python
2 74 (33.04%) SQL
3 14 (6.25%) C++
3 14 (6.25%) Java
4 9 (4.02%) JavaScript
5 4 (1.79%) C
5 4 (1.79%) R
6 3 (1.34%) Bash
6 3 (1.34%) Go
6 3 (1.34%) Scala
7 1 (0.45%) C#
7 1 (0.45%) Haskell
7 1 (0.45%) OCaml
7 1 (0.45%) Rust
Qualifications
1 49 (21.88%) Degree
2 20 (8.93%) PhD
2 20 (8.93%) Security Cleared
3 18 (8.04%) Master's Degree
4 6 (2.68%) DBS Check
5 5 (2.23%) Computer Science Degree
5 5 (2.23%) SC Cleared
6 4 (1.79%) DV Cleared
7 3 (1.34%) Postgraduate
8 2 (0.89%) AWS Certification
8 2 (0.89%) Azure Certification
9 1 (0.45%) AWS Certified Solutions Architect
9 1 (0.45%) Microsoft Certification
9 1 (0.45%) Microsoft Certified Professional
Quality Assurance & Compliance
1 23 (10.27%) California Consumer Privacy Act
1 23 (10.27%) GDPR
2 21 (9.38%) Accessibility
3 20 (8.93%) QA
4 9 (4.02%) Data Quality
5 1 (0.45%) Cyber Essentials
5 1 (0.45%) ISO/IEC 27001
System Software
1 31 (13.84%) Docker
Systems Management
1 24 (10.71%) Kubernetes
2 12 (5.36%) Kubeflow
3 8 (3.57%) Terraform
4 7 (3.13%) Grafana
5 6 (2.68%) Ansible
5 6 (2.68%) Prometheus
6 3 (1.34%) Argo
Vendors
1 47 (20.98%) Databricks
2 27 (12.05%) Dell
3 23 (10.27%) Cloudera
4 18 (8.04%) Google
4 18 (8.04%) OpenAI
5 10 (4.46%) Microsoft
6 4 (1.79%) NVIDIA
7 3 (1.34%) Palantir
8 2 (0.89%) Automation Anywhere
8 2 (0.89%) Foundry
8 2 (0.89%) UiPath
9 1 (0.45%) Cognizant
9 1 (0.45%) Dataiku
9 1 (0.45%) DataRobot
9 1 (0.45%) IBM
9 1 (0.45%) Intel
9 1 (0.45%) Oracle