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

6 months to
10 May 2026
Same period 2025 Same period 2024
Rank 502 535 727
Rank change year-on-year +33 +192 +110
Permanent jobs citing PyTorch 215 111 157
As % of all permanent jobs in the UK 0.24% 0.25% 0.16%
As % of the Libraries, Frameworks & Software Standards category 2.39% 1.29% 0.77%
Number of salaries quoted 70 66 115
10th Percentile £46,939 £46,250 £46,750
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 £129,250
UK excluding London median annual salary £60,000 £67,500 £62,500
% change year-on-year -11.11% +8.00% -16.67%

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 8,989 8,608 20,384
As % of all permanent jobs advertised in the UK 9.89% 19.67% 21.13%
Number of salaries quoted 6,608 6,302 15,758
10th Percentile £40,000 £38,750 £36,250
25th Percentile £50,188 £51,250 £45,000
Median annual salary (50th Percentile) £65,000 £66,100 £60,000
Median % change year-on-year -1.66% +10.17% -11.11%
75th Percentile £85,000 £87,500 £78,750
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 10 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 10 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 +33 172 £75,000 -9.09% 96
London +51 109 £77,500 -13.34% 64
UK excluding London -40 67 £60,000 -11.11% 39
Work from Home +32 63 £63,750 -0.39% 39
East of England +3 21 £67,500 +5.47% 3
Midlands +2 20 £55,000 -12.70% 4
East Midlands -13 16 £70,000 -3.45% 1
North of England -52 11 £80,000 +10.34% 4
North West +6 10 £80,000 -6.16% 3
South East -30 6 £52,500 -34.38% 12
South West -56 5 £60,000 +33.33% 10
West Midlands -24 4 £52,500 -1.87% 3
Scotland -10 2 £79,283 +13.26% 5
Northern Ireland - 2 - -
Yorkshire -65 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 (20.00%) Apache Airflow
2 41 (19.07%) Apache Spark
3 22 (10.23%) ArcGIS
4 16 (7.44%) Appian
5 10 (4.65%) Jupyter
6 1 (0.47%) Apache
Applications
1 6 (2.79%) Chatbot
2 1 (0.47%) Microsoft Excel
2 1 (0.47%) Microsoft Office
2 1 (0.47%) Microsoft PowerPoint
2 1 (0.47%) Trello
Cloud Services
1 113 (52.56%) Azure
2 104 (48.37%) AWS
3 64 (29.77%) GCP
4 35 (16.28%) Power Platform
4 35 (16.28%) Snowflake
5 23 (10.70%) Azure Synapse Analytics
5 23 (10.70%) dbt
6 22 (10.23%) Azure Machine Learning
7 19 (8.84%) Azure AI
8 17 (7.91%) Anthropic Claude
9 13 (6.05%) Azure Data Factory
9 13 (6.05%) Vertex AI
10 12 (5.58%) Power Automate
11 11 (5.12%) Amazon SageMaker
12 10 (4.65%) Dagster
13 9 (4.19%) Prefect
14 7 (3.26%) SaaS
15 6 (2.79%) GitHub
15 6 (2.79%) OpenShift
15 6 (2.79%) Serverless
Communications & Networking
1 18 (8.37%) Broadband
2 2 (0.93%) InfiniBand
3 1 (0.47%) LTE
3 1 (0.47%) Software-Defined Radio
3 1 (0.47%) Wi-Fi
3 1 (0.47%) Wireless
Database & Business Intelligence
1 36 (16.74%) Data Warehouse
2 35 (16.28%) Tableau
3 34 (15.81%) Amazon Redshift
4 32 (14.88%) BigQuery
4 32 (14.88%) Elasticsearch
4 32 (14.88%) Looker
4 32 (14.88%) Pinecone
5 29 (13.49%) Power BI
6 27 (12.56%) Data Lake
7 23 (10.70%) GIS
7 23 (10.70%) QGIS
7 23 (10.70%) Snowflake Schema
7 23 (10.70%) Spatial Data
8 17 (7.91%) Weaviate
9 13 (6.05%) SQL Server
10 12 (5.58%) Metadata
11 9 (4.19%) Apache Iceberg
11 9 (4.19%) Delta Lake
12 7 (3.26%) Hadoop
13 5 (2.33%) MySQL
Development Applications
1 61 (28.37%) MLflow
2 11 (5.12%) Git
3 8 (3.72%) GitLab
4 2 (0.93%) Jenkins
5 1 (0.47%) JIRA
5 1 (0.47%) Poetry
General
1 56 (26.05%) Analytical Skills
2 41 (19.07%) Social Skills
3 35 (16.28%) Finance
4 18 (8.37%) Inclusion and Diversity
5 7 (3.26%) Manufacturing
6 6 (2.79%) Pharmaceutical
6 6 (2.79%) Retail
7 4 (1.86%) Marketing
7 4 (1.86%) Public Sector
8 3 (1.40%) Advertising
8 3 (1.40%) Banking
9 2 (0.93%) Legal
9 2 (0.93%) Organisational Skills
10 1 (0.47%) Documentation Skills
10 1 (0.47%) French Language
10 1 (0.47%) Law
10 1 (0.47%) Presentation Skills
Job Titles
1 61 (28.37%) Senior
2 43 (20.00%) Consultant
3 35 (16.28%) Lead
4 33 (15.35%) Artificial Intelligence Consultant
4 33 (15.35%) Data Scientist
5 25 (11.63%) Artificial Intelligence Engineer
5 25 (11.63%) Systems Engineer
6 24 (11.16%) Machine Learning Consultant
7 23 (10.70%) Senior Systems Engineer
8 20 (9.30%) Spatial Consultant
9 17 (7.91%) Developer
10 16 (7.44%) Senior Data Scientist
11 15 (6.98%) Data Consultant
12 13 (6.05%) Machine Learning Scientist
12 13 (6.05%) Senior Consultant
13 12 (5.58%) Automation Engineer
14 11 (5.12%) Lead Data Scientist
15 9 (4.19%) Data Engineer
15 9 (4.19%) Machine Learning Engineer
16 8 (3.72%) Python Developer
Libraries, Frameworks & Software Standards
1 152 (70.70%) TensorFlow
2 80 (37.21%) scikit-learn
3 49 (22.79%) LangChain
4 44 (20.47%) Pandas
5 32 (14.88%) NumPy
6 31 (14.42%) Hugging Face
7 30 (13.95%) LlamaIndex
8 28 (13.02%) Kafka
9 25 (11.63%) Faiss
9 25 (11.63%) pgvector
10 21 (9.77%) REST
11 19 (8.84%) FastAPI
12 18 (8.37%) Google JAX
12 18 (8.37%) JAX
13 17 (7.91%) Django
14 14 (6.51%) Flask
14 14 (6.51%) RESTful
15 13 (6.05%) JWT
15 13 (6.05%) OAuth
15 13 (6.05%) pytest
Miscellaneous
1 46 (21.40%) Algorithms
2 33 (15.35%) Cloud Native
3 24 (11.16%) Clustering
4 23 (10.70%) Public Cloud
5 16 (7.44%) Low-Code
6 15 (6.98%) AI Agents
7 14 (6.51%) Distributed Systems
7 14 (6.51%) Video\Live Streaming
8 12 (5.58%) Legacy Systems
9 11 (5.12%) CUDA
10 10 (4.65%) Product Ownership
11 6 (2.79%) Enterprise Software
11 6 (2.79%) Over-the-Top Content
12 4 (1.86%) Cyber Threat
12 4 (1.86%) Data Centre
12 4 (1.86%) Embedded Systems
12 4 (1.86%) Hackathon
12 4 (1.86%) Management Information System
12 4 (1.86%) Robotics
13 2 (0.93%) Greenfield Project
Operating Systems
1 7 (3.26%) Linux
2 2 (0.93%) Robot Operating System
3 1 (0.47%) Windows
Processes & Methodologies
1 203 (94.42%) Machine Learning
2 183 (85.12%) AI
3 135 (62.79%) Data Science
4 100 (46.51%) Generative AI
5 89 (41.40%) LLM
6 87 (40.47%) Analytics
7 79 (36.74%) Retrieval-Augmented Generation
8 75 (34.88%) Feature Engineering
9 72 (33.49%) Data Pipeline
10 68 (31.63%) MLOps
11 64 (29.77%) Data Engineering
12 61 (28.37%) CI/CD
13 60 (27.91%) Computer Vision
14 55 (25.58%) Prompt Engineering
15 54 (25.12%) Computer Science
16 51 (23.72%) Deep Learning
16 51 (23.72%) Predictive Modelling
16 51 (23.72%) Statistics
17 48 (22.33%) Data Management
18 47 (21.86%) Use Case
Programming Languages
1 207 (96.28%) Python
2 68 (31.63%) SQL
3 16 (7.44%) Java
4 15 (6.98%) Go
4 15 (6.98%) JavaScript
5 11 (5.12%) Bash
6 10 (4.65%) R
7 9 (4.19%) Scala
8 8 (3.72%) C++
9 4 (1.86%) PHP
9 4 (1.86%) PowerShell
9 4 (1.86%) TypeScript
10 3 (1.40%) C
11 1 (0.47%) Haskell
11 1 (0.47%) OCaml
11 1 (0.47%) Rust
Qualifications
1 69 (32.09%) Degree
2 30 (13.95%) Security Cleared
3 27 (12.56%) PhD
4 19 (8.84%) SC Cleared
5 18 (8.37%) Master's Degree
6 7 (3.26%) Computer Science Degree
7 6 (2.79%) DBS Check
8 5 (2.33%) DV Cleared
8 5 (2.33%) Microsoft Certification
9 4 (1.86%) Azure Certification
9 4 (1.86%) Numerate Degree
10 3 (1.40%) Postgraduate
11 2 (0.93%) CESG Certified Professional
11 2 (0.93%) CISSP
11 2 (0.93%) OSCP
12 1 (0.47%) AWS Certification
Quality Assurance & Compliance
1 23 (10.70%) California Consumer Privacy Act
1 23 (10.70%) GDPR
2 21 (9.77%) Accessibility
2 21 (9.77%) Data Quality
3 20 (9.30%) QA
4 4 (1.86%) SLA
5 2 (0.93%) Def Stans
5 2 (0.93%) JSP 440
5 2 (0.93%) NCSC
5 2 (0.93%) NIST
5 2 (0.93%) NIST 800
System Software
1 54 (25.12%) Docker
2 2 (0.93%) GPFS
2 2 (0.93%) Lustre
2 2 (0.93%) Slurm Workload Manager
Systems Management
1 42 (19.53%) Kubernetes
2 13 (6.05%) Terraform
3 11 (5.12%) Ansible
4 9 (4.19%) Kubeflow
5 6 (2.79%) Grafana
6 5 (2.33%) Prometheus
7 3 (1.40%) Argo
8 2 (0.93%) SELinux
Vendors
1 58 (26.98%) Databricks
2 34 (15.81%) OpenAI
3 28 (13.02%) Dell
4 23 (10.70%) Cloudera
5 13 (6.05%) Microsoft
6 12 (5.58%) Automation Anywhere
6 12 (5.58%) Google
6 12 (5.58%) UiPath
7 9 (4.19%) Palantir
8 6 (2.79%) NVIDIA
9 5 (2.33%) Foundry
10 4 (1.86%) CrowdStrike
10 4 (1.86%) Fortinet
10 4 (1.86%) Palo Alto
11 2 (0.93%) Intel
11 2 (0.93%) Splunk
12 1 (0.47%) Cognizant
12 1 (0.47%) Dataiku
12 1 (0.47%) IBM
12 1 (0.47%) Oracle