PyTorch Job Trends

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 16 November 2025, with comparisons to the same periods in the previous two years.

6 months to
16 Nov 2025
Same period 2024 Same period 2023
Rank 521 634 610
Rank change year-on-year +113 -24 +235
Permanent jobs citing PyTorch 149 117 121
As % of all permanent jobs in the UK 0.28% 0.17% 0.23%
As % of the Libraries, Frameworks & Software Standards category 2.04% 0.86% 0.85%
Number of salaries quoted 69 65 88
10th Percentile £49,500 £49,000 £46,000
25th Percentile £65,000 £63,750 £53,438
Median annual salary (50th Percentile) £75,000 £85,000 £75,000
Median % change year-on-year -11.76% +13.33% -3.23%
75th Percentile £100,000 £103,750 £95,625
90th Percentile £115,000 £115,000 £131,500
UK excluding London median annual salary £67,500 £67,500 £63,750
% change year-on-year - +5.88% +7.60%

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 7,295 13,676 14,298
As % of all permanent jobs advertised in the UK 13.85% 20.17% 26.87%
Number of salaries quoted 5,188 8,231 11,700
10th Percentile £36,250 £39,500 £41,250
25th Percentile £50,000 £48,912 £50,686
Median annual salary (50th Percentile) £67,500 £65,000 £65,799
Median % change year-on-year +3.85% -1.21% +1.23%
75th Percentile £86,250 £85,000 £85,000
90th Percentile £115,000 £110,000 £106,289
UK excluding London median annual salary £57,500 £57,500 £57,500

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 16 November 2025.

Salary histogram for PyTorch in the UK

PyTorch
Top 16 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 16 November 2025. 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 +132 143 £75,000 -11.76% 377
London +79 78 £90,000 -5.26% 284
UK excluding London +102 66 £67,500 - 111
Work from Home +62 22 £90,000 +4.35% 199
South East +40 20 £67,500 - 37
North of England +51 14 £67,500 -11.48% 35
East of England +27 13 £70,000 -12.50% 9
North West +50 9 £65,000 -1.89% 30
Midlands +59 8 £67,500 +62.65% 8
South West +27 8 £85,000 -10.29% 12
West Midlands +59 4 £67,500 +125.00% 7
East Midlands +23 4 - - 1
Yorkshire +16 4 £71,000 -16.47% 5
Scotland -3 2 - - 4
North East - 1 - -
Wales - 1 - - 2

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 38 (25.50%) Apache Spark
2 10 (6.71%) Apache Airflow
3 4 (2.68%) SharePoint
4 2 (1.34%) Appian
5 1 (0.67%) Apache
5 1 (0.67%) nginx
5 1 (0.67%) SAS
Applications
1 1 (0.67%) GNU Octave
Business Applications
1 1 (0.67%) NetSuite
1 1 (0.67%) Odoo
Cloud Services
1 87 (58.39%) AWS
2 69 (46.31%) Azure
3 54 (36.24%) GCP
4 25 (16.78%) Amazon S3
5 23 (15.44%) Amazon EKS
6 19 (12.75%) Amazon ELB
7 13 (8.72%) Azure Monitor
7 13 (8.72%) H2O.ai
7 13 (8.72%) OpenShift
8 11 (7.38%) Serverless
9 10 (6.71%) Amazon EC2
9 10 (6.71%) Amazon SageMaker
9 10 (6.71%) AWS Lambda
10 8 (5.37%) Azure AI
10 8 (5.37%) Power Platform
11 7 (4.70%) Azure Machine Learning
12 6 (4.03%) Amazon Bedrock
12 6 (4.03%) n8n
12 6 (4.03%) Prefect
13 5 (3.36%) Amazon ECS
Database & Business Intelligence
1 32 (21.48%) Metadata
2 25 (16.78%) DynamoDB
3 19 (12.75%) Delta Lake
3 19 (12.75%) Spark SQL
4 18 (12.08%) Data Lake
5 15 (10.07%) NoSQL
6 7 (4.70%) Big Data
7 6 (4.03%) MySQL
8 5 (3.36%) PostgreSQL
9 4 (2.68%) Amazon Aurora
9 4 (2.68%) Amazon RDS
9 4 (2.68%) Electronic Patient Records
9 4 (2.68%) Tableau
10 3 (2.01%) Pinecone
11 2 (1.34%) Data Warehouse
11 2 (1.34%) Hadoop
12 1 (0.67%) Elasticsearch
12 1 (0.67%) MongoDB
12 1 (0.67%) Neo4j
12 1 (0.67%) SQL Server
Development Applications
1 35 (23.49%) MLflow
2 10 (6.71%) Git
3 3 (2.01%) Jenkins
4 1 (0.67%) GitLab
4 1 (0.67%) Vite
General
1 75 (50.34%) Social Skills
2 55 (36.91%) Finance
3 26 (17.45%) Manufacturing
4 22 (14.77%) Law
4 22 (14.77%) Legal
5 13 (8.72%) Marketing
6 12 (8.05%) Analytical Skills
7 7 (4.70%) Inclusion and Diversity
7 7 (4.70%) Public Sector
8 6 (4.03%) Games
9 5 (3.36%) Banking
9 5 (3.36%) Electronics
10 4 (2.68%) Retail
10 4 (2.68%) Telecoms
11 2 (1.34%) Advertising
12 1 (0.67%) Aerospace
12 1 (0.67%) Financial Institution
12 1 (0.67%) Investment Banking
12 1 (0.67%) Publishing
12 1 (0.67%) Wearables
Job Titles
1 34 (22.82%) Machine Learning Engineer
1 34 (22.82%) Senior
2 22 (14.77%) Operations Engineer
3 17 (11.41%) Artificial Intelligence Engineer
4 15 (10.07%) Developer
5 14 (9.40%) Data Scientist
6 13 (8.72%) Senior Manager
7 11 (7.38%) Lead
8 9 (6.04%) Consultant
9 8 (5.37%) Data Engineer
10 7 (4.70%) Software Engineer
11 6 (4.03%) Python Developer
11 6 (4.03%) Senior Data Scientist
12 5 (3.36%) Artificial Intelligence Developer
12 5 (3.36%) Automation Developer
12 5 (3.36%) Head of AI
12 5 (3.36%) Machine Learning Consultant
13 4 (2.68%) Associate Engineer
13 4 (2.68%) Senior Software Engineer
14 3 (2.01%) Data Consultant
Libraries, Frameworks & Software Standards
1 127 (85.23%) TensorFlow
2 59 (39.60%) scikit-learn
3 40 (26.85%) Pandas
4 39 (26.17%) Hugging Face
5 37 (24.83%) Keras
6 33 (22.15%) LangChain
6 33 (22.15%) NumPy
7 23 (15.44%) PySpark
8 19 (12.75%) Lambda Expressions
8 19 (12.75%) Metaflow
8 19 (12.75%) YAML
9 9 (6.04%) FastAPI
9 9 (6.04%) Google JAX
9 9 (6.04%) JAX
9 9 (6.04%) Kafka
10 7 (4.70%) Node.js
11 5 (3.36%) JWT
11 5 (3.36%) LangGraph
11 5 (3.36%) OAuth
11 5 (3.36%) RESTful
Miscellaneous
1 19 (12.75%) Algorithms
1 19 (12.75%) Linux Command Line
2 18 (12.08%) AI Agents
3 13 (8.72%) Data Centre
3 13 (8.72%) Management Information System
4 7 (4.70%) Distributed Systems
4 7 (4.70%) Low-Code
5 6 (4.03%) Data Structures
6 5 (3.36%) Cloud Native
7 4 (2.68%) CUDA
7 4 (2.68%) Public Cloud
8 3 (2.01%) Animation
8 3 (2.01%) Life Science
8 3 (2.01%) Robotics
9 2 (1.34%) Greenfield Project
9 2 (1.34%) Legacy Systems
9 2 (1.34%) Product Ownership
9 2 (1.34%) Stable Diffusion
9 2 (1.34%) Team-Oriented Environment
10 1 (0.67%) Autonomous Agent
Operating Systems
1 21 (14.09%) Unix
2 4 (2.68%) Linux
3 1 (0.67%) Android
3 1 (0.67%) Apple iOS
3 1 (0.67%) Ubuntu
Processes & Methodologies
1 142 (95.30%) Machine Learning
2 135 (90.60%) AI
3 82 (55.03%) Data Science
4 70 (46.98%) MLOps
5 61 (40.94%) LLM
6 56 (37.58%) Generative AI
7 50 (33.56%) Computer Science
8 49 (32.89%) CI/CD
9 44 (29.53%) Containerisation
10 39 (26.17%) Analytics
11 34 (22.82%) Observability
12 32 (21.48%) Metadata Management
13 31 (20.81%) Retrieval-Augmented Generation
14 30 (20.13%) Data Engineering
14 30 (20.13%) Natural Language Processing
15 29 (19.46%) Deep Learning
16 28 (18.79%) Visualisation
17 27 (18.12%) Service Delivery
17 27 (18.12%) Software Engineering
18 26 (17.45%) Problem-Solving
Programming Languages
1 113 (75.84%) Python
2 53 (35.57%) SQL
3 14 (9.40%) Java
4 13 (8.72%) C++
5 8 (5.37%) TypeScript
6 7 (4.70%) R
7 5 (3.36%) Rust
8 4 (2.68%) Bash
9 3 (2.01%) C
9 3 (2.01%) PHP
10 2 (1.34%) Go
10 2 (1.34%) JavaScript
10 2 (1.34%) Perl
11 1 (0.67%) C#
11 1 (0.67%) Julia
11 1 (0.67%) MATLAB
11 1 (0.67%) Scala
Qualifications
1 62 (41.61%) Degree
2 50 (33.56%) Master's Degree
3 35 (23.49%) Computer Science Degree
4 18 (12.08%) PhD
5 9 (6.04%) Security Cleared
6 5 (3.36%) MCP
7 4 (2.68%) SC Cleared
8 2 (1.34%) AWS Certification
8 2 (1.34%) DBS Check
8 2 (1.34%) DV Cleared
9 1 (0.67%) BPSS Clearance
9 1 (0.67%) CISM
9 1 (0.67%) CISSP
Quality Assurance & Compliance
1 18 (12.08%) Data Quality
2 2 (1.34%) GDPR
2 2 (1.34%) ISO/IEC 27001
2 2 (1.34%) NIST
3 1 (0.67%) EU AI Act
3 1 (0.67%) ISO 13485
3 1 (0.67%) NIST 800
3 1 (0.67%) SLA
System Software
1 50 (33.56%) Docker
Systems Management
1 43 (28.86%) Kubernetes
2 30 (20.13%) Kubeflow
3 25 (16.78%) Terraform
4 14 (9.40%) Prometheus
5 13 (8.72%) Grafana
6 4 (2.68%) Ansible
6 4 (2.68%) Single Sign-On
Vendors
1 39 (26.17%) Databricks
2 32 (21.48%) OpenAI
3 14 (9.40%) NVIDIA
4 13 (8.72%) Dell
4 13 (8.72%) Microsoft
5 5 (3.36%) SAP
6 4 (2.68%) Google
6 4 (2.68%) iManage
7 1 (0.67%) Altera
7 1 (0.67%) Automation Anywhere
7 1 (0.67%) Foundry
7 1 (0.67%) Informatica
7 1 (0.67%) Red Hat
7 1 (0.67%) UiPath
7 1 (0.67%) YouTube