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

6 months to
17 Apr 2026
Same period 2025 Same period 2024
Rank 492 507 700
Rank change year-on-year +15 +193 +163
Permanent jobs citing PyTorch 221 116 174
As % of all permanent jobs in the UK 0.26% 0.28% 0.18%
As % of the Libraries, Frameworks & Software Standards category 2.55% 1.34% 0.86%
Number of salaries quoted 80 66 120
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 £72,500
Median % change year-on-year -9.09% +13.79% -3.33%
75th Percentile £95,000 £102,500 £90,313
90th Percentile £111,625 £120,000 £134,125
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 8,666 8,636 20,291
As % of all permanent jobs advertised in the UK 10.07% 20.77% 21.46%
Number of salaries quoted 6,315 6,538 15,773
10th Percentile £37,500 £38,750 £36,250
25th Percentile £50,000 £51,250 £45,250
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 17 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 17 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 -9 177 £75,000 -11.76% 100
London +54 116 £77,500 -16.22% 69
UK excluding London -63 65 £62,500 -10.71% 43
Work from Home +9 55 £65,000 +0.78% 43
East of England -15 23 £67,500 +5.47% 6
Midlands -37 14 £55,000 -24.14% 4
North of England -56 11 £80,000 -5.88% 3
North West -15 10 £80,000 -6.16% 1
East Midlands -38 9 £70,000 -3.45% 1
South East -37 7 £61,250 -23.44% 17
South West -47 6 £60,000 +33.33% 7
West Midlands - 5 £52,500 - 3
Scotland -27 2 £79,283 -6.73% 7
Northern Ireland -34 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 (19.46%) Apache Airflow
2 41 (18.55%) Apache Spark
3 22 (9.95%) ArcGIS
4 16 (7.24%) Appian
5 10 (4.52%) Jupyter
6 1 (0.45%) Apache
Applications
1 6 (2.71%) 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
1 119 (53.85%) Azure
2 108 (48.87%) AWS
3 68 (30.77%) GCP
4 36 (16.29%) Power Platform
5 35 (15.84%) Snowflake
6 23 (10.41%) Azure Machine Learning
6 23 (10.41%) Azure Synapse Analytics
6 23 (10.41%) dbt
7 20 (9.05%) Azure AI
8 17 (7.69%) Anthropic Claude
9 14 (6.33%) Vertex AI
10 13 (5.88%) Azure Data Factory
11 12 (5.43%) Power Automate
12 11 (4.98%) Amazon SageMaker
13 10 (4.52%) Dagster
13 10 (4.52%) OpenShift
14 9 (4.07%) Prefect
14 9 (4.07%) Serverless
15 8 (3.62%) H2O.ai
15 8 (3.62%) SaaS
Communications & Networking
1 17 (7.69%) Broadband
2 2 (0.90%) 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 (16.74%) Tableau
2 36 (16.29%) Data Warehouse
3 33 (14.93%) Amazon Redshift
4 32 (14.48%) BigQuery
4 32 (14.48%) Elasticsearch
4 32 (14.48%) Looker
5 31 (14.03%) Data Lake
5 31 (14.03%) Pinecone
6 30 (13.57%) Power BI
7 23 (10.41%) GIS
7 23 (10.41%) QGIS
7 23 (10.41%) Snowflake Schema
7 23 (10.41%) Spatial Data
8 17 (7.69%) Weaviate
9 16 (7.24%) Metadata
10 13 (5.88%) SQL Server
11 9 (4.07%) Apache Iceberg
11 9 (4.07%) Delta Lake
12 7 (3.17%) Hadoop
13 6 (2.71%) MySQL
Development Applications
1 64 (28.96%) MLflow
2 13 (5.88%) Git
3 7 (3.17%) GitLab
4 4 (1.81%) Jenkins
5 1 (0.45%) JIRA
5 1 (0.45%) Poetry
General
1 57 (25.79%) Analytical Skills
2 46 (20.81%) Social Skills
3 35 (15.84%) Finance
4 19 (8.60%) Inclusion and Diversity
5 16 (7.24%) Manufacturing
6 8 (3.62%) Marketing
7 7 (3.17%) Public Sector
8 6 (2.71%) Pharmaceutical
8 6 (2.71%) Retail
9 3 (1.36%) Advertising
9 3 (1.36%) Law
9 3 (1.36%) Legal
10 2 (0.90%) Electronics
10 2 (0.90%) Organisational Skills
10 2 (0.90%) Telecoms
11 1 (0.45%) Back Office
11 1 (0.45%) Banking
11 1 (0.45%) Financial Institution
11 1 (0.45%) French Language
11 1 (0.45%) Investment Banking
Job Titles
1 62 (28.05%) Senior
2 43 (19.46%) Consultant
3 33 (14.93%) Artificial Intelligence Consultant
4 27 (12.22%) Lead
5 26 (11.76%) Artificial Intelligence Engineer
5 26 (11.76%) Data Scientist
6 24 (10.86%) Machine Learning Consultant
7 23 (10.41%) Senior Systems Engineer
7 23 (10.41%) Systems Engineer
8 20 (9.05%) Spatial Consultant
9 17 (7.69%) Developer
10 15 (6.79%) Data Consultant
11 13 (5.88%) Machine Learning Scientist
11 13 (5.88%) Senior Consultant
12 12 (5.43%) Automation Engineer
12 12 (5.43%) Data Engineer
13 11 (4.98%) Machine Learning Engineer
14 8 (3.62%) Python Developer
14 8 (3.62%) Senior Data Scientist
15 7 (3.17%) Architect
Libraries, Frameworks & Software Standards
1 157 (71.04%) TensorFlow
2 85 (38.46%) scikit-learn
3 52 (23.53%) LangChain
4 47 (21.27%) Pandas
5 33 (14.93%) NumPy
6 31 (14.03%) LlamaIndex
7 27 (12.22%) Kafka
8 26 (11.76%) Hugging Face
9 25 (11.31%) Faiss
9 25 (11.31%) pgvector
10 21 (9.50%) REST
11 20 (9.05%) FastAPI
12 18 (8.14%) Django
12 18 (8.14%) Google JAX
12 18 (8.14%) JAX
13 16 (7.24%) RESTful
14 14 (6.33%) Flask
15 13 (5.88%) JWT
15 13 (5.88%) OAuth
15 13 (5.88%) pytest
Miscellaneous
1 50 (22.62%) Algorithms
2 33 (14.93%) Cloud Native
3 23 (10.41%) Clustering
3 23 (10.41%) Public Cloud
4 18 (8.14%) AI Agents
5 16 (7.24%) Low-Code
6 13 (5.88%) Distributed Systems
6 13 (5.88%) Video\Live Streaming
7 12 (5.43%) Legacy Systems
8 11 (4.98%) CUDA
8 11 (4.98%) Product Ownership
9 8 (3.62%) Data Centre
9 8 (3.62%) Management Information System
10 6 (2.71%) Enterprise Software
11 5 (2.26%) Over-the-Top Content
12 4 (1.81%) Cyber Threat
12 4 (1.81%) Hackathon
12 4 (1.81%) Life Science
12 4 (1.81%) Robotics
13 3 (1.36%) Autonomous Agent
Operating Systems
1 9 (4.07%) Linux
2 2 (0.90%) Robot Operating System
3 1 (0.45%) Windows
Processes & Methodologies
1 208 (94.12%) Machine Learning
2 196 (88.69%) AI
3 134 (60.63%) Data Science
4 108 (48.87%) Generative AI
5 96 (43.44%) Analytics
6 88 (39.82%) LLM
7 87 (39.37%) Retrieval-Augmented Generation
8 77 (34.84%) Data Pipeline
9 75 (33.94%) Feature Engineering
10 74 (33.48%) MLOps
11 72 (32.58%) Data Engineering
12 65 (29.41%) CI/CD
13 64 (28.96%) Computer Science
14 59 (26.70%) Computer Vision
15 55 (24.89%) Prompt Engineering
16 54 (24.43%) Data Management
17 52 (23.53%) Predictive Modelling
17 52 (23.53%) Stakeholder Management
18 48 (21.72%) Use Case
19 47 (21.27%) Deep Learning
Programming Languages
1 206 (93.21%) Python
2 68 (30.77%) SQL
3 16 (7.24%) Java
4 15 (6.79%) Go
5 14 (6.33%) JavaScript
6 12 (5.43%) R
7 11 (4.98%) Bash
8 9 (4.07%) Scala
9 8 (3.62%) C++
10 5 (2.26%) PHP
11 4 (1.81%) PowerShell
11 4 (1.81%) 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 (35.75%) Degree
2 30 (13.57%) PhD
3 28 (12.67%) Security Cleared
4 27 (12.22%) Master's Degree
5 18 (8.14%) SC Cleared
6 12 (5.43%) Computer Science Degree
7 6 (2.71%) DBS Check
8 5 (2.26%) Microsoft Certification
9 4 (1.81%) Azure Certification
9 4 (1.81%) DV Cleared
9 4 (1.81%) Numerate Degree
10 3 (1.36%) Postgraduate
11 2 (0.90%) CESG Certified Professional
11 2 (0.90%) CISSP
11 2 (0.90%) Microsoft Certified Professional
11 2 (0.90%) OSCP
12 1 (0.45%) AWS Certification
12 1 (0.45%) BPSS Clearance
Quality Assurance & Compliance
1 26 (11.76%) Data Quality
2 24 (10.86%) GDPR
3 23 (10.41%) California Consumer Privacy Act
4 21 (9.50%) Accessibility
5 20 (9.05%) QA
6 4 (1.81%) SLA
7 3 (1.36%) NIST
8 2 (0.90%) Def Stans
8 2 (0.90%) JSP 440
8 2 (0.90%) NCSC
8 2 (0.90%) NIST 800
9 1 (0.45%) EU AI Act
9 1 (0.45%) ISO 13485
System Software
1 56 (25.34%) Docker
2 2 (0.90%) GPFS
2 2 (0.90%) Lustre
2 2 (0.90%) Slurm Workload Manager
Systems Management
1 45 (20.36%) Kubernetes
2 12 (5.43%) Ansible
2 12 (5.43%) Terraform
3 10 (4.52%) Kubeflow
4 5 (2.26%) Grafana
5 4 (1.81%) Prometheus
6 3 (1.36%) Argo
7 2 (0.90%) SELinux
Vendors
1 64 (28.96%) Databricks
2 36 (16.29%) OpenAI
3 32 (14.48%) Dell
4 23 (10.41%) Cloudera
5 16 (7.24%) Microsoft
6 13 (5.88%) Google
7 12 (5.43%) Automation Anywhere
7 12 (5.43%) UiPath
8 10 (4.52%) NVIDIA
9 9 (4.07%) Palantir
10 6 (2.71%) Foundry
11 4 (1.81%) CrowdStrike
11 4 (1.81%) Fortinet
11 4 (1.81%) Palo Alto
12 3 (1.36%) SAP
13 2 (0.90%) Intel
13 2 (0.90%) Splunk
14 1 (0.45%) Cognizant
14 1 (0.45%) IBM
14 1 (0.45%) Oracle