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

6 months to
1 May 2026
Same period 2025 Same period 2024
Rank 507 542 729
Rank change year-on-year +35 +187 +121
Permanent jobs citing PyTorch 220 115 158
As % of all permanent jobs in the UK 0.24% 0.27% 0.16%
As % of the Libraries, Frameworks & Software Standards category 2.52% 1.38% 0.78%
Number of salaries quoted 75 68 114
10th Percentile £46,939 £46,750 £46,625
25th Percentile £57,251 £61,500 £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 £93,125 £102,500 £90,000
90th Percentile £113,500 £120,000 £130,375
UK excluding London median annual salary £60,000 £67,500 £62,500
% change year-on-year -11.11% +8.00% -10.71%

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 8,740 8,331 20,387
As % of all permanent jobs advertised in the UK 9.72% 19.69% 21.27%
Number of salaries quoted 6,384 6,370 15,763
10th Percentile £40,000 £38,750 £36,250
25th Percentile £50,468 £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 £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 1 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 1 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 +4 176 £75,000 -11.76% 104
London +28 112 £77,500 -16.22% 69
UK excluding London -49 68 £60,000 -11.11% 44
Work from Home +18 63 £63,750 -0.39% 43
East of England -16 21 £67,500 +5.47% 3
Midlands -20 20 £55,000 -12.70% 5
East Midlands -31 15 £70,000 -3.45% 2
North of England -64 11 £80,000 +3.23% 4
North West -24 10 £80,000 -6.16% 3
South East -29 6 £52,500 -34.38% 16
South West -56 6 £60,000 +33.33% 8
West Midlands -25 5 £52,500 -1.87% 3
Scotland -29 2 £79,283 -6.73% 6
Northern Ireland -37 2 - -
Yorkshire -64 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
1 116 (52.73%) Azure
2 104 (47.27%) AWS
3 66 (30.00%) 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 17 (7.73%) Anthropic Claude
9 14 (6.36%) Vertex AI
10 13 (5.91%) Azure Data Factory
11 12 (5.45%) Power Automate
12 11 (5.00%) Amazon SageMaker
13 10 (4.55%) Dagster
14 9 (4.09%) Prefect
15 7 (3.18%) SaaS
16 6 (2.73%) GitHub
16 6 (2.73%) OpenShift
16 6 (2.73%) Serverless
Communications & Networking
1 18 (8.18%) 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 34 (15.45%) Amazon Redshift
4 32 (14.55%) BigQuery
4 32 (14.55%) Elasticsearch
4 32 (14.55%) Looker
4 32 (14.55%) Pinecone
5 30 (13.64%) Power BI
6 27 (12.27%) Data Lake
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 13 (5.91%) SQL Server
10 12 (5.45%) Metadata
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 62 (28.18%) MLflow
2 13 (5.91%) Git
3 8 (3.64%) GitLab
4 2 (0.91%) Jenkins
5 1 (0.45%) JIRA
5 1 (0.45%) Poetry
General
1 58 (26.36%) Analytical Skills
2 44 (20.00%) Social Skills
3 37 (16.82%) Finance
4 19 (8.64%) Inclusion and Diversity
5 8 (3.64%) Manufacturing
6 6 (2.73%) Marketing
6 6 (2.73%) Pharmaceutical
6 6 (2.73%) Retail
7 5 (2.27%) Public Sector
8 4 (1.82%) Banking
9 3 (1.36%) Advertising
9 3 (1.36%) Law
9 3 (1.36%) Legal
10 2 (0.91%) Organisational Skills
11 1 (0.45%) Back Office
11 1 (0.45%) Documentation Skills
11 1 (0.45%) Financial Institution
11 1 (0.45%) French Language
11 1 (0.45%) Investment Banking
11 1 (0.45%) Presentation Skills
Job Titles
1 61 (27.73%) Senior
2 43 (19.55%) Consultant
3 35 (15.91%) Lead
4 33 (15.00%) Artificial Intelligence Consultant
5 32 (14.55%) Data Scientist
6 26 (11.82%) Artificial Intelligence Engineer
7 24 (10.91%) Machine Learning Consultant
8 23 (10.45%) Senior Systems Engineer
8 23 (10.45%) Systems Engineer
9 20 (9.09%) Spatial Consultant
10 17 (7.73%) Developer
11 15 (6.82%) Data Consultant
11 15 (6.82%) Senior Data Scientist
12 13 (5.91%) Machine Learning Scientist
12 13 (5.91%) Senior Consultant
13 12 (5.45%) Automation Engineer
13 12 (5.45%) Data Engineer
14 10 (4.55%) Lead Data Scientist
15 8 (3.64%) Machine Learning Engineer
15 8 (3.64%) Python Developer
Libraries, Frameworks & Software Standards
1 157 (71.36%) TensorFlow
2 84 (38.18%) scikit-learn
3 53 (24.09%) LangChain
4 47 (21.36%) Pandas
5 33 (15.00%) NumPy
6 32 (14.55%) Hugging Face
7 31 (14.09%) LlamaIndex
8 28 (12.73%) Kafka
9 25 (11.36%) Faiss
9 25 (11.36%) pgvector
10 22 (10.00%) REST
11 20 (9.09%) FastAPI
12 18 (8.18%) Django
12 18 (8.18%) Google JAX
12 18 (8.18%) JAX
13 15 (6.82%) RESTful
14 14 (6.36%) Flask
15 13 (5.91%) JWT
15 13 (5.91%) OAuth
15 13 (5.91%) pytest
Miscellaneous
1 49 (22.27%) Algorithms
2 33 (15.00%) Cloud Native
3 24 (10.91%) Clustering
4 23 (10.45%) Public Cloud
5 19 (8.64%) AI Agents
6 16 (7.27%) Low-Code
7 14 (6.36%) Distributed Systems
7 14 (6.36%) Video\Live Streaming
8 12 (5.45%) Legacy Systems
9 11 (5.00%) CUDA
9 11 (5.00%) Product Ownership
10 6 (2.73%) Enterprise Software
10 6 (2.73%) Over-the-Top Content
11 4 (1.82%) Cyber Threat
11 4 (1.82%) Data Centre
11 4 (1.82%) Hackathon
11 4 (1.82%) Management Information System
11 4 (1.82%) Robotics
12 3 (1.36%) Autonomous Agent
13 2 (0.91%) Self-Driving Car
Operating Systems
1 7 (3.18%) Linux
2 2 (0.91%) Robot Operating System
3 1 (0.45%) Windows
Processes & Methodologies
1 208 (94.55%) Machine Learning
2 189 (85.91%) AI
3 140 (63.64%) Data Science
4 104 (47.27%) Generative AI
5 93 (42.27%) LLM
6 92 (41.82%) Analytics
7 83 (37.73%) Retrieval-Augmented Generation
8 75 (34.09%) Feature Engineering
9 74 (33.64%) Data Pipeline
10 70 (31.82%) MLOps
11 68 (30.91%) Data Engineering
12 65 (29.55%) CI/CD
13 60 (27.27%) Computer Vision
14 58 (26.36%) Computer Science
15 55 (25.00%) Prompt Engineering
16 52 (23.64%) Deep Learning
17 51 (23.18%) Predictive Modelling
18 50 (22.73%) Statistics
19 48 (21.82%) Data Management
19 48 (21.82%) Stakeholder Management
Programming Languages
1 209 (95.00%) Python
2 69 (31.36%) SQL
3 17 (7.73%) Java
4 15 (6.82%) Go
4 15 (6.82%) JavaScript
5 12 (5.45%) R
6 11 (5.00%) Bash
7 9 (4.09%) Scala
8 6 (2.73%) C++
9 5 (2.27%) PHP
10 4 (1.82%) PowerShell
10 4 (1.82%) TypeScript
11 1 (0.45%) C
11 1 (0.45%) Haskell
11 1 (0.45%) OCaml
11 1 (0.45%) Rust
Qualifications
1 71 (32.27%) Degree
2 30 (13.64%) Security Cleared
3 28 (12.73%) PhD
4 19 (8.64%) Master's Degree
4 19 (8.64%) SC Cleared
5 8 (3.64%) Computer Science Degree
6 6 (2.73%) DBS Check
7 5 (2.27%) DV Cleared
7 5 (2.27%) Microsoft Certification
8 4 (1.82%) Azure Certification
8 4 (1.82%) Numerate Degree
9 3 (1.36%) Postgraduate
10 2 (0.91%) CESG Certified Professional
10 2 (0.91%) CISSP
10 2 (0.91%) OSCP
11 1 (0.45%) AWS Certification
11 1 (0.45%) BPSS Clearance
11 1 (0.45%) Microsoft Certified Professional
Quality Assurance & Compliance
1 23 (10.45%) California Consumer Privacy Act
1 23 (10.45%) GDPR
2 22 (10.00%) Data Quality
3 21 (9.55%) Accessibility
4 20 (9.09%) QA
5 4 (1.82%) SLA
6 2 (0.91%) Def Stans
6 2 (0.91%) JSP 440
6 2 (0.91%) NCSC
6 2 (0.91%) NIST
6 2 (0.91%) NIST 800
System Software
1 57 (25.91%) 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 13 (5.91%) Terraform
3 11 (5.00%) Ansible
4 9 (4.09%) Kubeflow
5 6 (2.73%) Grafana
6 5 (2.27%) Prometheus
7 3 (1.36%) Argo
8 2 (0.91%) SELinux
Vendors
1 60 (27.27%) Databricks
2 37 (16.82%) OpenAI
3 28 (12.73%) Dell
4 23 (10.45%) Cloudera
5 15 (6.82%) Microsoft
6 13 (5.91%) Google
7 12 (5.45%) Automation Anywhere
7 12 (5.45%) UiPath
8 9 (4.09%) Palantir
9 6 (2.73%) NVIDIA
10 5 (2.27%) Foundry
11 4 (1.82%) CrowdStrike
11 4 (1.82%) Fortinet
11 4 (1.82%) Palo Alto
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
13 1 (0.45%) SAP