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

6 months to
14 Apr 2026
Same period 2025 Same period 2024
Rank 491 525 697
Rank change year-on-year +34 +172 +159
Permanent jobs citing PyTorch 220 117 175
As % of all permanent jobs in the UK 0.26% 0.28% 0.19%
As % of the Libraries, Frameworks & Software Standards category 2.56% 1.35% 0.87%
Number of salaries quoted 81 66 117
10th Percentile £46,939 £46,250 £47,500
25th Percentile £57,251 £62,000 £55,000
Median annual salary (50th Percentile) £75,000 £82,500 £70,000
Median % change year-on-year -9.09% +17.86% -6.67%
75th Percentile £95,000 £101,875 £90,000
90th Percentile £115,000 £120,000 £135,250
UK excluding London median annual salary £62,500 £70,000 £62,500
% change year-on-year -10.71% +12.00% -

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 8,582 8,684 20,090
As % of all permanent jobs advertised in the UK 10.12% 21.08% 21.60%
Number of salaries quoted 6,277 6,572 15,623
10th Percentile £37,500 £38,750 £36,250
25th Percentile £50,000 £50,750 £45,500
Median annual salary (50th Percentile) £65,000 £66,200 £60,000
Median % change year-on-year -1.81% +10.33% -11.11%
75th Percentile £85,000 £87,500 £80,000
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 14 April 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 14 April 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 +3 177 £75,000 -11.76% 110
London +41 116 £77,500 -13.89% 70
UK excluding London -69 64 £62,500 -10.71% 55
Work from Home +17 55 £65,000 - 51
East of England -21 23 £67,500 +5.47% 10
Midlands -24 14 £55,000 -24.14% 6
North of England -55 11 £80,000 -5.88% 5
North West -24 10 £80,000 -6.16% 3
East Midlands -44 9 £70,000 -3.45% 3
South East -42 7 £61,250 -23.44% 20
South West -49 6 £60,000 +33.33% 8
West Midlands - 5 £52,500 - 3
Scotland -19 2 £79,283 -6.73% 5
Northern Ireland -42 1 - - 2
Yorkshire -67 1 - - 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 (19.55%) Apache Airflow
2 41 (18.64%) Apache Spark
3 22 (10.00%) ArcGIS
4 16 (7.27%) Appian
5 10 (4.55%) Jupyter
6 1 (0.45%) Apache
Applications
1 6 (2.73%) Chatbot
2 1 (0.45%) Microsoft Excel
2 1 (0.45%) Microsoft Office
2 1 (0.45%) Microsoft PowerPoint
2 1 (0.45%) Trello
Business Applications
1 1 (0.45%) NetSuite
1 1 (0.45%) Odoo
Cloud Services
1 117 (53.18%) Azure
2 107 (48.64%) AWS
3 67 (30.45%) GCP
4 36 (16.36%) Power Platform
5 35 (15.91%) Snowflake
6 23 (10.45%) Azure Machine Learning
6 23 (10.45%) Azure Synapse Analytics
6 23 (10.45%) dbt
7 20 (9.09%) Azure AI
8 16 (7.27%) Anthropic Claude
9 13 (5.91%) Azure Data Factory
9 13 (5.91%) Vertex AI
10 12 (5.45%) Power Automate
11 11 (5.00%) Amazon SageMaker
12 10 (4.55%) Dagster
13 9 (4.09%) OpenShift
13 9 (4.09%) Prefect
13 9 (4.09%) Serverless
14 8 (3.64%) H2O.ai
14 8 (3.64%) SaaS
Communications & Networking
1 17 (7.73%) Broadband
2 2 (0.91%) InfiniBand
3 1 (0.45%) LTE
3 1 (0.45%) Software-Defined Radio
3 1 (0.45%) Wi-Fi
3 1 (0.45%) Wireless
Database & Business Intelligence
1 37 (16.82%) Tableau
2 36 (16.36%) Data Warehouse
3 33 (15.00%) Amazon Redshift
4 32 (14.55%) BigQuery
4 32 (14.55%) Elasticsearch
4 32 (14.55%) Looker
5 31 (14.09%) Data Lake
6 30 (13.64%) Pinecone
6 30 (13.64%) Power BI
7 23 (10.45%) GIS
7 23 (10.45%) QGIS
7 23 (10.45%) Snowflake Schema
7 23 (10.45%) Spatial Data
8 17 (7.73%) Weaviate
9 16 (7.27%) Metadata
10 13 (5.91%) SQL Server
11 9 (4.09%) Apache Iceberg
11 9 (4.09%) Delta Lake
12 7 (3.18%) Hadoop
13 6 (2.73%) MySQL
Development Applications
1 64 (29.09%) MLflow
2 13 (5.91%) Git
3 6 (2.73%) GitLab
4 3 (1.36%) Jenkins
5 1 (0.45%) JIRA
5 1 (0.45%) Poetry
General
1 57 (25.91%) Analytical Skills
2 47 (21.36%) Social Skills
3 36 (16.36%) Finance
4 19 (8.64%) Inclusion and Diversity
5 16 (7.27%) Manufacturing
6 8 (3.64%) Marketing
7 7 (3.18%) Public Sector
8 6 (2.73%) Pharmaceutical
8 6 (2.73%) Retail
9 3 (1.36%) Advertising
9 3 (1.36%) Law
9 3 (1.36%) Legal
10 2 (0.91%) Banking
10 2 (0.91%) Electronics
10 2 (0.91%) Organisational Skills
10 2 (0.91%) Telecoms
11 1 (0.45%) Documentation Skills
11 1 (0.45%) French Language
11 1 (0.45%) Investment Banking
11 1 (0.45%) Presentation Skills
Job Titles
1 62 (28.18%) Senior
2 43 (19.55%) Consultant
3 33 (15.00%) Artificial Intelligence Consultant
4 27 (12.27%) Lead
5 26 (11.82%) Artificial Intelligence Engineer
5 26 (11.82%) Data Scientist
6 24 (10.91%) Machine Learning Consultant
7 23 (10.45%) Senior Systems Engineer
7 23 (10.45%) Systems Engineer
8 20 (9.09%) Spatial Consultant
9 16 (7.27%) Developer
10 15 (6.82%) Data Consultant
11 13 (5.91%) Machine Learning Scientist
11 13 (5.91%) Senior Consultant
12 12 (5.45%) Automation Engineer
12 12 (5.45%) Data Engineer
13 11 (5.00%) Machine Learning Engineer
14 8 (3.64%) Python Developer
14 8 (3.64%) Senior Data Scientist
15 7 (3.18%) Architect
Libraries, Frameworks & Software Standards
1 156 (70.91%) TensorFlow
2 84 (38.18%) scikit-learn
3 50 (22.73%) LangChain
4 46 (20.91%) Pandas
5 32 (14.55%) NumPy
6 30 (13.64%) LlamaIndex
7 27 (12.27%) Kafka
8 26 (11.82%) Hugging Face
9 25 (11.36%) Faiss
10 24 (10.91%) pgvector
11 21 (9.55%) REST
12 19 (8.64%) FastAPI
13 18 (8.18%) Django
13 18 (8.18%) Google JAX
13 18 (8.18%) JAX
14 16 (7.27%) RESTful
15 14 (6.36%) Flask
16 13 (5.91%) JWT
16 13 (5.91%) OAuth
16 13 (5.91%) pytest
Miscellaneous
1 50 (22.73%) Algorithms
2 32 (14.55%) Cloud Native
3 23 (10.45%) Clustering
3 23 (10.45%) Public Cloud
4 18 (8.18%) AI Agents
5 16 (7.27%) Low-Code
6 13 (5.91%) Distributed Systems
6 13 (5.91%) Video\Live Streaming
7 12 (5.45%) Legacy Systems
8 11 (5.00%) CUDA
8 11 (5.00%) Product Ownership
9 8 (3.64%) Data Centre
9 8 (3.64%) Management Information System
10 5 (2.27%) Enterprise Software
10 5 (2.27%) Over-the-Top Content
11 4 (1.82%) Cyber Threat
11 4 (1.82%) Hackathon
11 4 (1.82%) Life Science
11 4 (1.82%) Robotics
12 3 (1.36%) Autonomous Agent
Operating Systems
1 9 (4.09%) Linux
2 2 (0.91%) Robot Operating System
3 1 (0.45%) Windows
Processes & Methodologies
1 206 (93.64%) Machine Learning
2 195 (88.64%) AI
3 133 (60.45%) Data Science
4 107 (48.64%) Generative AI
5 96 (43.64%) Analytics
6 87 (39.55%) LLM
7 86 (39.09%) Retrieval-Augmented Generation
8 77 (35.00%) Data Pipeline
9 75 (34.09%) Feature Engineering
10 72 (32.73%) MLOps
11 71 (32.27%) Data Engineering
12 64 (29.09%) CI/CD
12 64 (29.09%) Computer Science
13 59 (26.82%) Computer Vision
14 54 (24.55%) Data Management
15 53 (24.09%) Prompt Engineering
15 53 (24.09%) Stakeholder Management
16 52 (23.64%) Predictive Modelling
17 47 (21.36%) Deep Learning
17 47 (21.36%) Technical Leadership
Programming Languages
1 204 (92.73%) Python
2 68 (30.91%) SQL
3 16 (7.27%) Java
4 15 (6.82%) Go
5 14 (6.36%) JavaScript
6 12 (5.45%) R
7 11 (5.00%) Bash
8 9 (4.09%) Scala
9 8 (3.64%) C++
10 5 (2.27%) PHP
11 4 (1.82%) PowerShell
11 4 (1.82%) TypeScript
12 1 (0.45%) C
12 1 (0.45%) Haskell
12 1 (0.45%) MATLAB
12 1 (0.45%) OCaml
12 1 (0.45%) Rust
Qualifications
1 79 (35.91%) Degree
2 30 (13.64%) PhD
3 28 (12.73%) Security Cleared
4 27 (12.27%) Master's Degree
5 18 (8.18%) SC Cleared
6 12 (5.45%) Computer Science Degree
7 7 (3.18%) DBS Check
8 5 (2.27%) Microsoft Certification
9 4 (1.82%) Azure Certification
9 4 (1.82%) DV Cleared
9 4 (1.82%) Numerate Degree
10 3 (1.36%) Postgraduate
11 2 (0.91%) CESG Certified Professional
11 2 (0.91%) CISSP
11 2 (0.91%) Microsoft Certified Professional
11 2 (0.91%) OSCP
12 1 (0.45%) AWS Certification
12 1 (0.45%) BPSS Clearance
Quality Assurance & Compliance
1 26 (11.82%) Data Quality
2 24 (10.91%) GDPR
3 23 (10.45%) California Consumer Privacy Act
4 21 (9.55%) Accessibility
5 20 (9.09%) QA
6 4 (1.82%) SLA
7 3 (1.36%) NIST
8 2 (0.91%) Def Stans
8 2 (0.91%) JSP 440
8 2 (0.91%) NCSC
8 2 (0.91%) NIST 800
9 1 (0.45%) EU AI Act
9 1 (0.45%) ISO 13485
System Software
1 56 (25.45%) Docker
2 2 (0.91%) GPFS
2 2 (0.91%) Lustre
2 2 (0.91%) Slurm Workload Manager
Systems Management
1 44 (20.00%) Kubernetes
2 12 (5.45%) Ansible
2 12 (5.45%) Terraform
3 10 (4.55%) Kubeflow
4 5 (2.27%) Grafana
5 4 (1.82%) Prometheus
6 2 (0.91%) Argo
6 2 (0.91%) SELinux
Vendors
1 64 (29.09%) Databricks
2 34 (15.45%) OpenAI
3 32 (14.55%) Dell
4 23 (10.45%) Cloudera
5 16 (7.27%) Microsoft
6 12 (5.45%) Automation Anywhere
6 12 (5.45%) Google
6 12 (5.45%) UiPath
7 10 (4.55%) NVIDIA
8 9 (4.09%) Palantir
9 6 (2.73%) Foundry
10 4 (1.82%) CrowdStrike
10 4 (1.82%) Fortinet
10 4 (1.82%) Palo Alto
11 3 (1.36%) SAP
12 2 (0.91%) Intel
12 2 (0.91%) Splunk
13 1 (0.45%) Cognizant
13 1 (0.45%) IBM
13 1 (0.45%) Oracle