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 7 December 2025, with comparisons to the same periods in the previous two years.

6 months to
7 Dec 2025
Same period 2024 Same period 2023
Rank 507 617 595
Rank change year-on-year +110 -22 +282
Permanent jobs citing PyTorch 147 125 115
As % of all permanent jobs in the UK 0.26% 0.20% 0.23%
As % of the Libraries, Frameworks & Software Standards category 2.11% 0.94% 0.86%
Number of salaries quoted 76 72 82
10th Percentile £50,000 £52,500 £42,825
25th Percentile £65,000 £60,000 £52,500
Median annual salary (50th Percentile) £75,000 £83,750 £71,000
Median % change year-on-year -10.45% +17.96% -8.39%
75th Percentile £98,125 £100,625 £100,888
90th Percentile £115,000 £115,000 £137,500
UK excluding London median annual salary £67,500 £67,500 £62,500
% change year-on-year - +8.00% +5.49%

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 6,983 13,270 13,338
As % of all permanent jobs advertised in the UK 12.38% 21.36% 26.43%
Number of salaries quoted 5,172 8,094 10,992
10th Percentile £36,250 £38,750 £41,250
25th Percentile £50,000 £48,750 £51,250
Median annual salary (50th Percentile) £67,500 £65,000 £66,000
Median % change year-on-year +3.85% -1.52% +1.54%
75th Percentile £86,250 £85,000 £85,000
90th Percentile £113,750 £108,750 £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 7 December 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 7 December 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 +130 142 £75,000 -10.45% 352
London +95 87 £85,000 -4.35% 72
UK excluding London +92 53 £67,500 - 324
Work from Home +53 22 £87,500 +12.90% 459
North of England +36 14 £67,500 -11.48% 61
East of England +31 13 £70,000 - 54
North West +46 9 £65,000 - 31
South East +43 9 £67,500 +1.89% 91
Midlands +38 9 £56,250 +35.54% 53
South West +20 6 £87,500 -7.65% 38
West Midlands +38 5 £56,250 +87.50% 31
East Midlands +13 4 - - 18
Yorkshire -4 4 £71,000 -16.47% 27
Scotland 0 1 - - 16
North East - 1 - - 3
Wales - 1 - - 10

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 37 (25.17%) Apache Spark
2 13 (8.84%) Apache Airflow
3 8 (5.44%) Appian
4 4 (2.72%) SharePoint
5 1 (0.68%) Apache
5 1 (0.68%) Jupyter
5 1 (0.68%) nginx
5 1 (0.68%) SAS
Applications
1 1 (0.68%) Chatbot
1 1 (0.68%) GNU Octave
Business Applications
1 1 (0.68%) NetSuite
1 1 (0.68%) Odoo
Cloud Services
1 76 (51.70%) AWS
2 59 (40.14%) Azure
3 44 (29.93%) GCP
4 25 (17.01%) Amazon S3
5 20 (13.61%) Amazon EKS
6 19 (12.93%) Amazon ELB
7 13 (8.84%) H2O.ai
7 13 (8.84%) OpenShift
8 12 (8.16%) Azure AI
9 9 (6.12%) Azure Machine Learning
9 9 (6.12%) Power Platform
9 9 (6.12%) Prefect
9 9 (6.12%) Serverless
10 8 (5.44%) GitHub
11 7 (4.76%) Amazon EC2
11 7 (4.76%) Amazon SageMaker
11 7 (4.76%) AWS Lambda
11 7 (4.76%) GitHub Actions
12 6 (4.08%) n8n
13 5 (3.40%) SaaS
Communications & Networking
1 2 (1.36%) InfiniBand
Database & Business Intelligence
1 32 (21.77%) Metadata
2 22 (14.97%) DynamoDB
3 19 (12.93%) Delta Lake
3 19 (12.93%) Spark SQL
4 18 (12.24%) Data Lake
5 14 (9.52%) NoSQL
6 9 (6.12%) Pinecone
7 7 (4.76%) Big Data
8 6 (4.08%) MySQL
9 4 (2.72%) SQL Server
9 4 (2.72%) Tableau
9 4 (2.72%) Weaviate
10 3 (2.04%) Hadoop
11 2 (1.36%) Data Warehouse
11 2 (1.36%) PostgreSQL
12 1 (0.68%) Amazon RDS
12 1 (0.68%) Amazon Redshift
12 1 (0.68%) Azure SQL Data Warehouse
12 1 (0.68%) Elasticsearch
12 1 (0.68%) Neo4j
Development Applications
1 40 (27.21%) MLflow
2 8 (5.44%) Git
3 3 (2.04%) Jenkins
4 1 (0.68%) GitLab
4 1 (0.68%) Vite
General
1 65 (44.22%) Social Skills
2 43 (29.25%) Finance
3 27 (18.37%) Manufacturing
4 13 (8.84%) Analytical Skills
4 13 (8.84%) Marketing
5 8 (5.44%) Legal
5 8 (5.44%) Public Sector
6 6 (4.08%) Law
7 5 (3.40%) Electronics
8 4 (2.72%) Banking
8 4 (2.72%) Retail
8 4 (2.72%) Telecoms
9 3 (2.04%) Games
9 3 (2.04%) Inclusion and Diversity
10 2 (1.36%) Advertising
11 1 (0.68%) Aerospace
11 1 (0.68%) Back Office
11 1 (0.68%) Financial Institution
11 1 (0.68%) Investment Banking
11 1 (0.68%) Publishing
Job Titles
1 33 (22.45%) Machine Learning Engineer
2 22 (14.97%) Artificial Intelligence Engineer
2 22 (14.97%) Operations Engineer
3 17 (11.56%) Senior
4 15 (10.20%) Developer
5 14 (9.52%) Data Scientist
6 13 (8.84%) Lead
7 11 (7.48%) Data Engineer
8 10 (6.80%) Consultant
9 7 (4.76%) Python Developer
10 6 (4.08%) Machine Learning Consultant
10 6 (4.08%) Senior Data Scientist
11 5 (3.40%) Artificial Intelligence Developer
11 5 (3.40%) Automation Developer
11 5 (3.40%) Head of AI
11 5 (3.40%) Lead Data Engineer
12 4 (2.72%) Automation Engineer
12 4 (2.72%) Development Manager
12 4 (2.72%) Software Engineer
13 3 (2.04%) Data Consultant
Libraries, Frameworks & Software Standards
1 123 (83.67%) TensorFlow
2 67 (45.58%) scikit-learn
3 45 (30.61%) Pandas
4 36 (24.49%) NumPy
5 35 (23.81%) Keras
6 27 (18.37%) Hugging Face
7 23 (15.65%) PySpark
8 22 (14.97%) LangChain
9 19 (12.93%) Lambda Expressions
9 19 (12.93%) Metaflow
9 19 (12.93%) YAML
10 12 (8.16%) FastAPI
11 11 (7.48%) Google JAX
11 11 (7.48%) JAX
12 10 (6.80%) Django
12 10 (6.80%) Node.js
12 10 (6.80%) REST
13 9 (6.12%) Kafka
14 8 (5.44%) RESTful
15 6 (4.08%) HTML
Miscellaneous
1 20 (13.61%) Algorithms
2 19 (12.93%) Linux Command Line
3 16 (10.88%) AI Agents
4 13 (8.84%) Data Centre
4 13 (8.84%) Management Information System
5 11 (7.48%) Distributed Systems
5 11 (7.48%) Low-Code
6 8 (5.44%) Cloud Native
7 7 (4.76%) CUDA
8 6 (4.08%) Data Structures
9 5 (3.40%) Legacy Systems
10 4 (2.72%) Hackathon
10 4 (2.72%) Life Science
11 3 (2.04%) Animation
11 3 (2.04%) Robotics
12 2 (1.36%) Greenfield Project
12 2 (1.36%) Product Ownership
12 2 (1.36%) Stable Diffusion
12 2 (1.36%) Team-Oriented Environment
13 1 (0.68%) Self-Motivation
Operating Systems
1 21 (14.29%) Unix
2 5 (3.40%) Linux
3 1 (0.68%) Android
3 1 (0.68%) Apple iOS
3 1 (0.68%) Windows
Processes & Methodologies
1 140 (95.24%) Machine Learning
2 130 (88.44%) AI
3 70 (47.62%) Data Science
4 65 (44.22%) MLOps
5 60 (40.82%) CI/CD
6 54 (36.73%) LLM
7 49 (33.33%) Containerisation
8 44 (29.93%) Analytics
9 43 (29.25%) Generative AI
10 41 (27.89%) Retrieval-Augmented Generation
11 38 (25.85%) Computer Science
12 36 (24.49%) Data Engineering
13 32 (21.77%) Data Pipeline
13 32 (21.77%) Metadata Management
14 30 (20.41%) Natural Language Processing
15 29 (19.73%) Problem-Solving
16 28 (19.05%) Visualisation
17 27 (18.37%) Software Engineering
17 27 (18.37%) Stakeholder Management
18 26 (17.69%) Deep Learning
Programming Languages
1 123 (83.67%) Python
2 55 (37.41%) SQL
3 14 (9.52%) Java
4 11 (7.48%) C++
4 11 (7.48%) TypeScript
5 7 (4.76%) Go
6 6 (4.08%) Bash
6 6 (4.08%) PHP
6 6 (4.08%) R
7 4 (2.72%) JavaScript
8 3 (2.04%) C
9 2 (1.36%) Perl
9 2 (1.36%) Rust
10 1 (0.68%) C#
10 1 (0.68%) MATLAB
10 1 (0.68%) Scala
Qualifications
1 49 (33.33%) Degree
2 38 (25.85%) Master's Degree
3 24 (16.33%) Computer Science Degree
4 16 (10.88%) PhD
5 11 (7.48%) Security Cleared
6 6 (4.08%) SC Cleared
7 5 (3.40%) MCP
8 4 (2.72%) DV Cleared
9 3 (2.04%) CISSP
10 2 (1.36%) AWS Certification
10 2 (1.36%) CESG Certified Professional
10 2 (1.36%) DBS Check
10 2 (1.36%) OSCP
11 1 (0.68%) Azure Certification
11 1 (0.68%) BPSS Clearance
11 1 (0.68%) CISM
11 1 (0.68%) Numerate Degree
Quality Assurance & Compliance
1 21 (14.29%) Data Quality
2 4 (2.72%) NIST
2 4 (2.72%) SLA
3 3 (2.04%) NIST 800
4 2 (1.36%) Def Stans
4 2 (1.36%) ISO/IEC 27001
4 2 (1.36%) JSP 440
4 2 (1.36%) NCSC
5 1 (0.68%) EU AI Act
5 1 (0.68%) GDPR
5 1 (0.68%) ISO 13485
System Software
1 59 (40.14%) Docker
2 2 (1.36%) GPFS
2 2 (1.36%) Lustre
2 2 (1.36%) Slurm Workload Manager
Systems Management
1 52 (35.37%) Kubernetes
2 30 (20.41%) Kubeflow
2 30 (20.41%) Terraform
3 9 (6.12%) Ansible
4 2 (1.36%) SELinux
5 1 (0.68%) Prometheus
5 1 (0.68%) Single Sign-On
Vendors
1 38 (25.85%) Databricks
2 23 (15.65%) OpenAI
3 16 (10.88%) Microsoft
3 16 (10.88%) NVIDIA
4 14 (9.52%) Dell
5 5 (3.40%) SAP
6 4 (2.72%) Automation Anywhere
6 4 (2.72%) iManage
6 4 (2.72%) UiPath
7 3 (2.04%) Google
8 2 (1.36%) Splunk
9 1 (0.68%) Altera
9 1 (0.68%) Foundry
9 1 (0.68%) Informatica
9 1 (0.68%) Intel
9 1 (0.68%) YouTube