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

6 months to
21 Apr 2026
Same period 2025 Same period 2024
Rank 488 528 712
Rank change year-on-year +40 +184 +134
Permanent jobs citing PyTorch 218 112 164
As % of all permanent jobs in the UK 0.25% 0.27% 0.17%
As % of the Libraries, Frameworks & Software Standards category 2.50% 1.29% 0.81%
Number of salaries quoted 77 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 £75,000
Median % change year-on-year -9.09% +10.00% -
75th Percentile £95,000 £102,500 £91,250
90th Percentile £112,750 £120,000 £135,250
UK excluding London median annual salary £61,250 £70,000 £62,500
% change year-on-year -12.50% +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 8,720 8,656 20,160
As % of all permanent jobs advertised in the UK 9.94% 20.69% 21.34%
Number of salaries quoted 6,373 6,538 15,641
10th Percentile £37,500 £38,750 £36,250
25th Percentile £50,000 £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 £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 21 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 21 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 +6 173 £75,000 -11.76% 156
London +48 114 £77,500 -16.22% 98
UK excluding London -57 63 £61,250 -12.50% 92
Work from Home +10 54 £63,750 -1.16% 95
East of England -25 23 £67,500 +5.47% 20
Midlands -19 14 £55,000 -24.14% 7
North of England -63 11 £80,000 -5.88% 5
North West -28 10 £80,000 -6.16% 3
East Midlands -48 9 £70,000 -3.45% 4
South East -46 6 £55,000 -31.25% 33
South West -59 5 £60,000 +33.33% 13
West Midlands - 5 £52,500 - 3
Scotland -22 2 £79,283 -6.73% 15
Northern Ireland -40 2 - -
Yorkshire -63 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 (19.72%) Apache Airflow
2 41 (18.81%) Apache Spark
3 22 (10.09%) ArcGIS
4 16 (7.34%) Appian
5 10 (4.59%) Jupyter
6 1 (0.46%) Apache
Applications
1 6 (2.75%) 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
1 117 (53.67%) Azure
2 105 (48.17%) AWS
3 66 (30.28%) GCP
4 36 (16.51%) Power Platform
5 35 (16.06%) Snowflake
6 23 (10.55%) Azure Machine Learning
6 23 (10.55%) Azure Synapse Analytics
6 23 (10.55%) dbt
7 20 (9.17%) Azure AI
8 17 (7.80%) Anthropic Claude
9 14 (6.42%) Vertex AI
10 13 (5.96%) Azure Data Factory
11 12 (5.50%) Power Automate
12 11 (5.05%) Amazon SageMaker
13 10 (4.59%) Dagster
13 10 (4.59%) OpenShift
14 9 (4.13%) Prefect
15 8 (3.67%) H2O.ai
15 8 (3.67%) SaaS
15 8 (3.67%) Serverless
Communications & Networking
1 17 (7.80%) Broadband
2 2 (0.92%) 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 (16.97%) Tableau
2 36 (16.51%) Data Warehouse
3 33 (15.14%) Amazon Redshift
4 32 (14.68%) BigQuery
4 32 (14.68%) Elasticsearch
4 32 (14.68%) Looker
5 31 (14.22%) Data Lake
5 31 (14.22%) Pinecone
6 30 (13.76%) Power BI
7 23 (10.55%) GIS
7 23 (10.55%) QGIS
7 23 (10.55%) Snowflake Schema
7 23 (10.55%) Spatial Data
8 17 (7.80%) Weaviate
9 16 (7.34%) Metadata
10 13 (5.96%) SQL Server
11 9 (4.13%) Apache Iceberg
11 9 (4.13%) Delta Lake
12 7 (3.21%) Hadoop
13 6 (2.75%) MySQL
Development Applications
1 63 (28.90%) MLflow
2 13 (5.96%) Git
3 8 (3.67%) GitLab
4 3 (1.38%) Jenkins
5 1 (0.46%) JIRA
5 1 (0.46%) Poetry
General
1 57 (26.15%) Analytical Skills
2 44 (20.18%) Social Skills
3 34 (15.60%) Finance
4 19 (8.72%) Inclusion and Diversity
5 13 (5.96%) Manufacturing
6 6 (2.75%) Marketing
6 6 (2.75%) Pharmaceutical
6 6 (2.75%) Retail
7 5 (2.29%) Public Sector
8 3 (1.38%) Advertising
8 3 (1.38%) Law
8 3 (1.38%) Legal
9 2 (0.92%) Organisational Skills
10 1 (0.46%) Back Office
10 1 (0.46%) Banking
10 1 (0.46%) Documentation Skills
10 1 (0.46%) Financial Institution
10 1 (0.46%) French Language
10 1 (0.46%) Investment Banking
10 1 (0.46%) Presentation Skills
Job Titles
1 62 (28.44%) Senior
2 43 (19.72%) Consultant
3 33 (15.14%) Artificial Intelligence Consultant
4 27 (12.39%) Lead
5 26 (11.93%) Artificial Intelligence Engineer
6 25 (11.47%) Data Scientist
7 24 (11.01%) Machine Learning Consultant
8 23 (10.55%) Senior Systems Engineer
8 23 (10.55%) Systems Engineer
9 20 (9.17%) Spatial Consultant
10 18 (8.26%) Developer
11 15 (6.88%) Data Consultant
12 13 (5.96%) Machine Learning Scientist
12 13 (5.96%) Senior Consultant
13 12 (5.50%) Automation Engineer
13 12 (5.50%) Data Engineer
14 9 (4.13%) Machine Learning Engineer
15 8 (3.67%) Python Developer
15 8 (3.67%) Senior Data Scientist
16 7 (3.21%) Software Developer
Libraries, Frameworks & Software Standards
1 154 (70.64%) TensorFlow
2 83 (38.07%) scikit-learn
3 52 (23.85%) LangChain
4 46 (21.10%) Pandas
5 32 (14.68%) NumPy
6 31 (14.22%) LlamaIndex
7 28 (12.84%) Kafka
8 26 (11.93%) Hugging Face
9 25 (11.47%) Faiss
9 25 (11.47%) pgvector
10 22 (10.09%) REST
11 20 (9.17%) FastAPI
12 18 (8.26%) Django
12 18 (8.26%) Google JAX
12 18 (8.26%) JAX
13 16 (7.34%) RESTful
14 14 (6.42%) Flask
15 13 (5.96%) JWT
15 13 (5.96%) OAuth
15 13 (5.96%) pytest
Miscellaneous
1 49 (22.48%) Algorithms
2 33 (15.14%) Cloud Native
3 23 (10.55%) Clustering
3 23 (10.55%) Public Cloud
4 18 (8.26%) AI Agents
5 16 (7.34%) Low-Code
6 14 (6.42%) Distributed Systems
7 13 (5.96%) Video\Live Streaming
8 12 (5.50%) Legacy Systems
9 11 (5.05%) CUDA
9 11 (5.05%) Product Ownership
10 8 (3.67%) Data Centre
10 8 (3.67%) Management Information System
11 6 (2.75%) Enterprise Software
12 5 (2.29%) Over-the-Top Content
13 4 (1.83%) Cyber Threat
13 4 (1.83%) Hackathon
13 4 (1.83%) Robotics
14 3 (1.38%) Autonomous Agent
14 3 (1.38%) Life Science
Operating Systems
1 8 (3.67%) Linux
2 2 (0.92%) Robot Operating System
3 1 (0.46%) Windows
Processes & Methodologies
1 205 (94.04%) Machine Learning
2 194 (88.99%) AI
3 131 (60.09%) Data Science
4 107 (49.08%) Generative AI
5 96 (44.04%) Analytics
6 88 (40.37%) LLM
7 87 (39.91%) Retrieval-Augmented Generation
8 77 (35.32%) Data Pipeline
9 74 (33.94%) Feature Engineering
10 72 (33.03%) Data Engineering
11 71 (32.57%) MLOps
12 65 (29.82%) CI/CD
13 63 (28.90%) Computer Science
14 59 (27.06%) Computer Vision
15 55 (25.23%) Prompt Engineering
16 53 (24.31%) Data Management
17 52 (23.85%) Stakeholder Management
18 51 (23.39%) Predictive Modelling
19 48 (22.02%) Use Case
20 47 (21.56%) Technical Leadership
Programming Languages
1 203 (93.12%) Python
2 67 (30.73%) SQL
3 16 (7.34%) Java
4 15 (6.88%) Go
4 15 (6.88%) JavaScript
5 11 (5.05%) Bash
5 11 (5.05%) R
6 9 (4.13%) Scala
7 7 (3.21%) C++
8 5 (2.29%) PHP
9 4 (1.83%) PowerShell
9 4 (1.83%) TypeScript
10 1 (0.46%) Haskell
10 1 (0.46%) OCaml
10 1 (0.46%) Rust
Qualifications
1 77 (35.32%) Degree
2 29 (13.30%) PhD
2 29 (13.30%) Security Cleared
3 25 (11.47%) Master's Degree
4 18 (8.26%) SC Cleared
5 12 (5.50%) Computer Science Degree
6 6 (2.75%) DBS Check
7 5 (2.29%) Microsoft Certification
8 4 (1.83%) Azure Certification
8 4 (1.83%) DV Cleared
8 4 (1.83%) Numerate Degree
9 3 (1.38%) Postgraduate
10 2 (0.92%) CESG Certified Professional
10 2 (0.92%) CISSP
10 2 (0.92%) Microsoft Certified Professional
10 2 (0.92%) OSCP
11 1 (0.46%) AWS Certification
11 1 (0.46%) BPSS Clearance
Quality Assurance & Compliance
1 26 (11.93%) Data Quality
2 23 (10.55%) California Consumer Privacy Act
2 23 (10.55%) GDPR
3 21 (9.63%) Accessibility
4 20 (9.17%) QA
5 4 (1.83%) SLA
6 3 (1.38%) NIST
7 2 (0.92%) Def Stans
7 2 (0.92%) JSP 440
7 2 (0.92%) NCSC
7 2 (0.92%) NIST 800
8 1 (0.46%) EU AI Act
System Software
1 56 (25.69%) Docker
2 2 (0.92%) GPFS
2 2 (0.92%) Lustre
2 2 (0.92%) Slurm Workload Manager
Systems Management
1 44 (20.18%) Kubernetes
2 13 (5.96%) Terraform
3 12 (5.50%) Ansible
4 9 (4.13%) Kubeflow
5 6 (2.75%) Grafana
6 5 (2.29%) Prometheus
7 3 (1.38%) Argo
8 2 (0.92%) SELinux
Vendors
1 64 (29.36%) Databricks
2 36 (16.51%) OpenAI
3 32 (14.68%) Dell
4 23 (10.55%) Cloudera
5 16 (7.34%) Microsoft
6 13 (5.96%) Google
7 12 (5.50%) Automation Anywhere
7 12 (5.50%) UiPath
8 10 (4.59%) NVIDIA
9 9 (4.13%) Palantir
10 6 (2.75%) Foundry
11 4 (1.83%) CrowdStrike
11 4 (1.83%) Fortinet
11 4 (1.83%) Palo Alto
12 2 (0.92%) Intel
12 2 (0.92%) Splunk
13 1 (0.46%) Cognizant
13 1 (0.46%) IBM
13 1 (0.46%) Oracle
13 1 (0.46%) SAP