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

6 months to
4 May 2026
Same period 2025 Same period 2024
Rank 504 541 726
Rank change year-on-year +37 +185 +130
Permanent jobs citing PyTorch 216 113 158
As % of all permanent jobs in the UK 0.24% 0.26% 0.16%
As % of the Libraries, Frameworks & Software Standards category 2.47% 1.34% 0.78%
Number of salaries quoted 71 67 114
10th Percentile £46,939 £46,500 £46,625
25th Percentile £57,251 £61,000 £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 £101,250 £90,000
90th Percentile £115,000 £120,000 £130,375
UK excluding London median annual salary £60,000 £65,000 £62,500
% change year-on-year -7.69% +4.00% -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 8,731 8,418 20,324
As % of all permanent jobs advertised in the UK 9.67% 19.60% 21.21%
Number of salaries quoted 6,377 6,348 15,703
10th Percentile £40,000 £38,750 £36,250
25th Percentile £50,750 £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 4 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 4 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 +15 173 £75,000 -11.76% 118
London +55 109 £77,500 -16.22% 79
UK excluding London -35 68 £60,000 -7.69% 48
Work from Home +14 63 £63,750 -0.39% 48
East of England -9 21 £67,500 +5.47% 3
Midlands -17 20 £55,000 -12.70% 7
East Midlands -30 15 £70,000 -3.45% 4
North of England -61 11 £80,000 +3.23% 4
North West -24 10 £80,000 -6.16% 3
South East -35 6 £52,500 -34.38% 17
South West -51 6 £60,000 +33.33% 10
West Midlands -9 5 £52,500 -1.87% 3
Scotland -23 2 £79,283 -6.73% 6
Northern Ireland - 2 - -
Yorkshire -62 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
1 114 (52.78%) Azure
2 102 (47.22%) AWS
3 64 (29.63%) GCP
4 36 (16.67%) Power Platform
5 35 (16.20%) Snowflake
6 23 (10.65%) Azure Machine Learning
6 23 (10.65%) Azure Synapse Analytics
6 23 (10.65%) dbt
7 19 (8.80%) Azure AI
8 17 (7.87%) Anthropic Claude
9 13 (6.02%) Azure Data Factory
9 13 (6.02%) Vertex AI
10 12 (5.56%) Power Automate
11 11 (5.09%) Amazon SageMaker
12 10 (4.63%) Dagster
13 9 (4.17%) Prefect
14 7 (3.24%) SaaS
15 6 (2.78%) GitHub
15 6 (2.78%) OpenShift
15 6 (2.78%) Serverless
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 37 (17.13%) Tableau
2 36 (16.67%) Data Warehouse
3 34 (15.74%) Amazon Redshift
4 32 (14.81%) BigQuery
4 32 (14.81%) Elasticsearch
4 32 (14.81%) Looker
4 32 (14.81%) Pinecone
5 30 (13.89%) Power BI
6 27 (12.50%) Data Lake
7 23 (10.65%) GIS
7 23 (10.65%) QGIS
7 23 (10.65%) Snowflake Schema
7 23 (10.65%) Spatial Data
8 17 (7.87%) Weaviate
9 13 (6.02%) SQL Server
10 12 (5.56%) Metadata
11 9 (4.17%) Apache Iceberg
11 9 (4.17%) Delta Lake
12 7 (3.24%) Hadoop
13 5 (2.31%) MySQL
Development Applications
1 62 (28.70%) 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 57 (26.39%) Analytical Skills
2 42 (19.44%) Social Skills
3 36 (16.67%) Finance
4 19 (8.80%) Inclusion and Diversity
5 8 (3.70%) Manufacturing
6 6 (2.78%) Pharmaceutical
6 6 (2.78%) Retail
7 5 (2.31%) Marketing
8 4 (1.85%) Banking
8 4 (1.85%) Public Sector
9 3 (1.39%) Advertising
9 3 (1.39%) Law
10 2 (0.93%) Legal
10 2 (0.93%) Organisational Skills
11 1 (0.46%) Back Office
11 1 (0.46%) Documentation Skills
11 1 (0.46%) Financial Institution
11 1 (0.46%) French Language
11 1 (0.46%) Investment Banking
11 1 (0.46%) Presentation Skills
Job Titles
1 61 (28.24%) Senior
2 43 (19.91%) Consultant
3 34 (15.74%) Lead
4 33 (15.28%) Artificial Intelligence Consultant
5 32 (14.81%) Data Scientist
6 25 (11.57%) Artificial Intelligence Engineer
7 24 (11.11%) Machine Learning Consultant
8 23 (10.65%) Senior Systems Engineer
8 23 (10.65%) Systems Engineer
9 20 (9.26%) Spatial Consultant
10 17 (7.87%) Developer
11 15 (6.94%) Data Consultant
11 15 (6.94%) Senior Data Scientist
12 13 (6.02%) Machine Learning Scientist
12 13 (6.02%) Senior Consultant
13 12 (5.56%) Automation Engineer
14 10 (4.63%) Data Engineer
14 10 (4.63%) Lead Data Scientist
15 8 (3.70%) Python Developer
16 7 (3.24%) Machine Learning Engineer
Libraries, Frameworks & Software Standards
1 153 (70.83%) TensorFlow
2 81 (37.50%) scikit-learn
3 50 (23.15%) LangChain
4 45 (20.83%) Pandas
5 33 (15.28%) 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 48 (22.22%) Algorithms
2 33 (15.28%) Cloud Native
3 24 (11.11%) Clustering
4 23 (10.65%) Public Cloud
5 17 (7.87%) AI Agents
6 16 (7.41%) Low-Code
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
14 2 (0.93%) Self-Driving Car
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
2 185 (85.65%) AI
3 137 (63.43%) Data Science
4 102 (47.22%) Generative AI
5 90 (41.67%) Analytics
5 90 (41.67%) LLM
6 80 (37.04%) Retrieval-Augmented Generation
7 75 (34.72%) Feature Engineering
8 72 (33.33%) Data Pipeline
9 69 (31.94%) MLOps
10 65 (30.09%) Data Engineering
11 62 (28.70%) CI/CD
12 60 (27.78%) Computer Vision
13 57 (26.39%) Computer Science
14 55 (25.46%) Prompt Engineering
15 51 (23.61%) Predictive Modelling
16 50 (23.15%) Deep Learning
16 50 (23.15%) Statistics
17 48 (22.22%) Data Management
17 48 (22.22%) Use Case
Programming Languages
1 206 (95.37%) Python
2 69 (31.94%) SQL
3 16 (7.41%) Java
4 15 (6.94%) Go
4 15 (6.94%) JavaScript
5 11 (5.09%) Bash
5 11 (5.09%) R
6 9 (4.17%) Scala
7 6 (2.78%) C++
8 4 (1.85%) PHP
8 4 (1.85%) PowerShell
8 4 (1.85%) TypeScript
9 1 (0.46%) C
9 1 (0.46%) Haskell
9 1 (0.46%) OCaml
9 1 (0.46%) Rust
Qualifications
1 70 (32.41%) 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 55 (25.46%) Docker
2 2 (0.93%) GPFS
2 2 (0.93%) Lustre
2 2 (0.93%) Slurm Workload Manager
Systems Management
1 43 (19.91%) 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 59 (27.31%) Databricks
2 36 (16.67%) 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