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

6 months to
6 May 2026
Same period 2025 Same period 2024
Rank 516 540 725
Rank change year-on-year +24 +185 +120
Permanent jobs citing PyTorch 216 112 158
As % of all permanent jobs in the UK 0.24% 0.26% 0.16%
As % of the Libraries, Frameworks & Software Standards category 2.45% 1.30% 0.78%
Number of salaries quoted 70 66 114
10th Percentile £46,939 £46,250 £46,625
25th Percentile £57,251 £60,500 £55,000
Median annual salary (50th Percentile) £75,000 £80,000 £70,000
Median % change year-on-year -6.25% +14.29% -6.67%
75th Percentile £95,000 £101,875 £90,000
90th Percentile £116,750 £120,000 £130,375
UK excluding London median annual salary £60,000 £67,500 £62,500
% change year-on-year -11.11% +8.00% -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 8,817 8,602 20,321
As % of all permanent jobs advertised in the UK 9.66% 19.79% 21.20%
Number of salaries quoted 6,442 6,340 15,712
10th Percentile £40,000 £38,750 £36,250
25th Percentile £51,250 £51,250 £45,000
Median annual salary (50th Percentile) £65,000 £66,000 £60,000
Median % change year-on-year -1.52% +10.00% -11.11%
75th Percentile £85,000 £87,500 £79,500
90th Percentile £100,000 £111,250 £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 6 May 2026.

Salary histogram for PyTorch in the UK

PyTorch
Top 15 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 6 May 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 +31 173 £75,000 -11.76% 114
London +25 109 £77,500 -16.22% 73
UK excluding London -47 68 £60,000 -11.11% 53
Work from Home +31 64 £63,750 -0.39% 45
East of England -5 21 £67,500 +5.47% 3
Midlands -16 21 £55,000 -12.70% 8
East Midlands -26 16 £70,000 -3.45% 4
North of England -52 11 £80,000 -5.88% 4
North West -20 10 £80,000 -6.16% 2
South East -29 6 £52,500 -34.38% 19
West Midlands -17 5 £52,500 -1.87% 4
South West -53 5 £60,000 +33.33% 10
Scotland -17 2 £79,283 -6.73% 8
Northern Ireland - 2 - -
Yorkshire -55 1 - -

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 43 (19.91%) Apache Airflow
2 41 (18.98%) Apache Spark
3 22 (10.19%) ArcGIS
4 16 (7.41%) Appian
5 10 (4.63%) Jupyter
6 1 (0.46%) Apache
Applications
1 6 (2.78%) Chatbot
2 1 (0.46%) Microsoft Excel
2 1 (0.46%) Microsoft Office
2 1 (0.46%) Microsoft PowerPoint
2 1 (0.46%) Trello
Business Applications
1 1 (0.46%) NetSuite
1 1 (0.46%) Odoo
Cloud Services
1 113 (52.31%) Azure
2 103 (47.69%) AWS
3 64 (29.63%) GCP
4 36 (16.67%) Power Platform
5 35 (16.20%) Snowflake
6 23 (10.65%) Azure Synapse Analytics
6 23 (10.65%) dbt
7 22 (10.19%) Azure Machine Learning
8 19 (8.80%) Azure AI
9 17 (7.87%) Anthropic Claude
10 13 (6.02%) Azure Data Factory
10 13 (6.02%) Vertex AI
11 12 (5.56%) Power Automate
12 11 (5.09%) Amazon SageMaker
13 10 (4.63%) Dagster
14 9 (4.17%) Prefect
15 7 (3.24%) SaaS
16 6 (2.78%) GitHub
16 6 (2.78%) Serverless
16 6 (2.78%) Slack
Communications & Networking
1 18 (8.33%) Broadband
2 2 (0.93%) InfiniBand
3 1 (0.46%) LTE
3 1 (0.46%) Software-Defined Radio
3 1 (0.46%) Wi-Fi
3 1 (0.46%) Wireless
Database & Business Intelligence
1 36 (16.67%) Data Warehouse
1 36 (16.67%) Tableau
2 34 (15.74%) Amazon Redshift
3 32 (14.81%) BigQuery
3 32 (14.81%) Elasticsearch
3 32 (14.81%) Looker
3 32 (14.81%) Pinecone
4 30 (13.89%) Power BI
5 27 (12.50%) Data Lake
6 23 (10.65%) GIS
6 23 (10.65%) QGIS
6 23 (10.65%) Snowflake Schema
6 23 (10.65%) Spatial Data
7 17 (7.87%) Weaviate
8 13 (6.02%) SQL Server
9 12 (5.56%) Metadata
10 9 (4.17%) Apache Iceberg
10 9 (4.17%) Delta Lake
11 7 (3.24%) Hadoop
12 5 (2.31%) MySQL
Development Applications
1 61 (28.24%) MLflow
2 11 (5.09%) Git
3 8 (3.70%) GitLab
4 2 (0.93%) Jenkins
5 1 (0.46%) JIRA
5 1 (0.46%) Poetry
General
1 56 (25.93%) Analytical Skills
2 41 (18.98%) Social Skills
3 36 (16.67%) Finance
4 18 (8.33%) Inclusion and Diversity
5 8 (3.70%) Manufacturing
6 6 (2.78%) Pharmaceutical
6 6 (2.78%) Retail
7 4 (1.85%) Marketing
7 4 (1.85%) Public Sector
8 3 (1.39%) Advertising
8 3 (1.39%) Banking
9 2 (0.93%) Legal
9 2 (0.93%) Organisational Skills
10 1 (0.46%) Back Office
10 1 (0.46%) Documentation Skills
10 1 (0.46%) French Language
10 1 (0.46%) Law
10 1 (0.46%) Presentation Skills
Job Titles
1 61 (28.24%) Senior
2 43 (19.91%) Consultant
3 35 (16.20%) Lead
4 33 (15.28%) Artificial Intelligence Consultant
4 33 (15.28%) Data Scientist
5 25 (11.57%) Artificial Intelligence Engineer
6 24 (11.11%) Machine Learning Consultant
6 24 (11.11%) Systems Engineer
7 23 (10.65%) Senior Systems Engineer
8 20 (9.26%) Spatial Consultant
9 17 (7.87%) Developer
10 16 (7.41%) Senior Data Scientist
11 15 (6.94%) Data Consultant
12 13 (6.02%) Machine Learning Scientist
12 13 (6.02%) Senior Consultant
13 12 (5.56%) Automation Engineer
14 11 (5.09%) Lead Data Scientist
15 9 (4.17%) Data Engineer
16 8 (3.70%) Machine Learning Engineer
16 8 (3.70%) Python Developer
Libraries, Frameworks & Software Standards
1 153 (70.83%) TensorFlow
2 80 (37.04%) scikit-learn
3 49 (22.69%) LangChain
4 44 (20.37%) Pandas
5 32 (14.81%) NumPy
6 31 (14.35%) Hugging Face
7 30 (13.89%) LlamaIndex
8 28 (12.96%) Kafka
9 25 (11.57%) Faiss
9 25 (11.57%) pgvector
10 21 (9.72%) REST
11 19 (8.80%) FastAPI
12 18 (8.33%) Google JAX
12 18 (8.33%) JAX
13 17 (7.87%) Django
14 14 (6.48%) Flask
14 14 (6.48%) RESTful
15 13 (6.02%) JWT
15 13 (6.02%) OAuth
15 13 (6.02%) pytest
Miscellaneous
1 47 (21.76%) Algorithms
2 33 (15.28%) Cloud Native
3 24 (11.11%) Clustering
4 23 (10.65%) Public Cloud
5 16 (7.41%) Low-Code
6 15 (6.94%) AI Agents
7 14 (6.48%) Distributed Systems
7 14 (6.48%) Video\Live Streaming
8 12 (5.56%) Legacy Systems
9 11 (5.09%) CUDA
10 10 (4.63%) Product Ownership
11 6 (2.78%) Enterprise Software
11 6 (2.78%) Over-the-Top Content
12 4 (1.85%) Cyber Threat
12 4 (1.85%) Data Centre
12 4 (1.85%) Hackathon
12 4 (1.85%) Management Information System
12 4 (1.85%) Robotics
13 3 (1.39%) Autonomous Agent
13 3 (1.39%) Embedded Systems
Operating Systems
1 7 (3.24%) Linux
2 2 (0.93%) Robot Operating System
3 1 (0.46%) Windows
Processes & Methodologies
1 204 (94.44%) Machine Learning
2 184 (85.19%) AI
3 136 (62.96%) Data Science
4 101 (46.76%) Generative AI
5 90 (41.67%) LLM
6 88 (40.74%) Analytics
7 79 (36.57%) Retrieval-Augmented Generation
8 75 (34.72%) Feature Engineering
9 72 (33.33%) Data Pipeline
10 68 (31.48%) MLOps
11 64 (29.63%) Data Engineering
12 61 (28.24%) CI/CD
13 60 (27.78%) Computer Vision
14 56 (25.93%) Computer Science
15 55 (25.46%) Prompt Engineering
16 51 (23.61%) Deep Learning
16 51 (23.61%) Predictive Modelling
16 51 (23.61%) Statistics
17 48 (22.22%) Data Management
17 48 (22.22%) Use Case
Programming Languages
1 207 (95.83%) Python
2 68 (31.48%) SQL
3 16 (7.41%) Java
4 15 (6.94%) Go
4 15 (6.94%) JavaScript
5 11 (5.09%) Bash
6 10 (4.63%) R
7 9 (4.17%) Scala
8 7 (3.24%) C++
9 4 (1.85%) PHP
9 4 (1.85%) PowerShell
9 4 (1.85%) TypeScript
10 2 (0.93%) C
11 1 (0.46%) Haskell
11 1 (0.46%) OCaml
11 1 (0.46%) Rust
Qualifications
1 69 (31.94%) Degree
2 30 (13.89%) Security Cleared
3 28 (12.96%) PhD
4 19 (8.80%) SC Cleared
5 18 (8.33%) Master's Degree
6 7 (3.24%) Computer Science Degree
7 6 (2.78%) DBS Check
8 5 (2.31%) DV Cleared
8 5 (2.31%) Microsoft Certification
9 4 (1.85%) Azure Certification
9 4 (1.85%) Numerate Degree
10 3 (1.39%) Postgraduate
11 2 (0.93%) CESG Certified Professional
11 2 (0.93%) CISSP
11 2 (0.93%) OSCP
12 1 (0.46%) AWS Certification
Quality Assurance & Compliance
1 23 (10.65%) California Consumer Privacy Act
1 23 (10.65%) GDPR
2 22 (10.19%) Data Quality
3 21 (9.72%) Accessibility
4 20 (9.26%) QA
5 4 (1.85%) SLA
6 2 (0.93%) Def Stans
6 2 (0.93%) JSP 440
6 2 (0.93%) NCSC
6 2 (0.93%) NIST
6 2 (0.93%) NIST 800
System Software
1 54 (25.00%) Docker
2 2 (0.93%) GPFS
2 2 (0.93%) Lustre
2 2 (0.93%) Slurm Workload Manager
Systems Management
1 42 (19.44%) Kubernetes
2 13 (6.02%) Terraform
3 11 (5.09%) Ansible
4 9 (4.17%) Kubeflow
5 6 (2.78%) Grafana
6 5 (2.31%) Prometheus
7 3 (1.39%) Argo
8 2 (0.93%) SELinux
Vendors
1 58 (26.85%) Databricks
2 35 (16.20%) OpenAI
3 28 (12.96%) Dell
4 23 (10.65%) Cloudera
5 14 (6.48%) Microsoft
6 12 (5.56%) Automation Anywhere
6 12 (5.56%) Google
6 12 (5.56%) UiPath
7 9 (4.17%) Palantir
8 6 (2.78%) NVIDIA
9 5 (2.31%) Foundry
10 4 (1.85%) CrowdStrike
10 4 (1.85%) Fortinet
10 4 (1.85%) Palo Alto
11 2 (0.93%) Intel
11 2 (0.93%) Splunk
12 1 (0.46%) Cognizant
12 1 (0.46%) IBM
12 1 (0.46%) Oracle
12 1 (0.46%) SAP