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 17 October 2025, with comparisons to the same periods in the previous two years.

6 months to
17 Oct 2025
Same period 2024 Same period 2023
Rank 547 650 631
Rank change year-on-year +103 -19 +201
Permanent jobs citing PyTorch 129 109 116
As % of all permanent jobs in the UK 0.26% 0.16% 0.21%
As % of the Libraries, Frameworks & Software Standards category 1.69% 0.77% 0.76%
Number of salaries quoted 56 64 95
10th Percentile £48,750 £46,625 £44,500
25th Percentile £60,000 £61,188 £52,500
Median annual salary (50th Percentile) £72,500 £83,750 £75,000
Median % change year-on-year -13.43% +11.67% -3.23%
75th Percentile £97,500 £105,000 £92,500
90th Percentile £115,000 £118,500 £122,500
UK excluding London median annual salary £65,000 £67,500 £62,500
% change year-on-year -3.70% +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 7,613 14,065 15,364
As % of all permanent jobs advertised in the UK 15.59% 20.15% 27.24%
Number of salaries quoted 4,805 8,652 12,507
10th Percentile £37,500 £39,275 £41,250
25th Percentile £50,000 £48,250 £50,726
Median annual salary (50th Percentile) £67,500 £65,000 £65,351
Median % change year-on-year +3.85% -0.54% +0.54%
75th Percentile £87,500 £85,000 £85,000
90th Percentile £115,000 £110,000 £105,000
UK excluding London median annual salary £57,500 £55,000 £57,500
% change year-on-year +4.55% -4.35% +4.55%

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 October 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 17 October 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 +116 125 £72,500 -13.43% 187
London +67 65 £90,000 -5.26% 103
UK excluding London +83 60 £65,000 -3.70% 130
Work from Home +39 20 £85,000 - 145
South East +33 19 £58,750 -12.96% 68
North of England +19 14 £60,000 -17.24% 17
East of England +13 11 £70,000 -12.50% 13
North West +9 9 £55,000 -18.52% 13
Midlands +51 8 £60,500 +34.44% 9
South West +45 5 £73,750 -22.16% 11
West Midlands +55 4 £60,500 +101.67% 8
Yorkshire +15 4 £71,000 -16.47%
East Midlands +13 4 - - 2
Scotland -3 2 - - 8
North East - 1 - - 4
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 40 (31.01%) Apache Spark
2 9 (6.98%) Apache Airflow
3 4 (3.10%) SharePoint
4 2 (1.55%) Apache
5 1 (0.78%) nginx
5 1 (0.78%) SAS
Applications
1 1 (0.78%) GNU Octave
Cloud Services
1 80 (62.02%) AWS
2 62 (48.06%) Azure
3 47 (36.43%) GCP
4 23 (17.83%) Amazon EKS
4 23 (17.83%) Amazon S3
5 19 (14.73%) Amazon ELB
6 13 (10.08%) Azure Monitor
7 11 (8.53%) Amazon SageMaker
8 9 (6.98%) H2O.ai
8 9 (6.98%) OpenShift
9 8 (6.20%) Amazon EC2
9 8 (6.20%) AWS Lambda
9 8 (6.20%) Power Platform
9 8 (6.20%) Serverless
10 7 (5.43%) Azure Machine Learning
11 6 (4.65%) Azure AI
11 6 (4.65%) n8n
12 5 (3.88%) Amazon Bedrock
12 5 (3.88%) Amazon ECS
12 5 (3.88%) Prefect
Database & Business Intelligence
1 28 (21.71%) Metadata
2 25 (19.38%) DynamoDB
3 19 (14.73%) Delta Lake
3 19 (14.73%) Spark SQL
4 15 (11.63%) Data Lake
5 14 (10.85%) NoSQL
6 8 (6.20%) Big Data
7 5 (3.88%) PostgreSQL
8 4 (3.10%) Amazon Aurora
8 4 (3.10%) Amazon RDS
8 4 (3.10%) Electronic Patient Records
8 4 (3.10%) Hadoop
8 4 (3.10%) MySQL
9 3 (2.33%) Data Warehouse
10 2 (1.55%) Tableau
11 1 (0.78%) Elasticsearch
11 1 (0.78%) MongoDB
11 1 (0.78%) Neo4j
11 1 (0.78%) Parquet
11 1 (0.78%) Power BI
Development Applications
1 32 (24.81%) MLflow
2 8 (6.20%) Git
3 1 (0.78%) GitLab
3 1 (0.78%) Jenkins
3 1 (0.78%) Vite
General
1 70 (54.26%) Social Skills
2 45 (34.88%) Finance
3 22 (17.05%) Legal
4 20 (15.50%) Law
5 17 (13.18%) Manufacturing
6 11 (8.53%) Analytical Skills
7 8 (6.20%) Marketing
8 6 (4.65%) Games
8 6 (4.65%) Inclusion and Diversity
9 4 (3.10%) Banking
9 4 (3.10%) Public Sector
9 4 (3.10%) Retail
10 3 (2.33%) Advertising
10 3 (2.33%) Electronics
11 2 (1.55%) Telecoms
12 1 (0.78%) Aerospace
12 1 (0.78%) Aviation
12 1 (0.78%) Czech Language
12 1 (0.78%) Publishing
12 1 (0.78%) Tech for Good
Job Titles
1 35 (27.13%) Senior
2 30 (23.26%) Machine Learning Engineer
3 20 (15.50%) Operations Engineer
4 16 (12.40%) Data Scientist
5 14 (10.85%) Artificial Intelligence Engineer
5 14 (10.85%) Developer
6 13 (10.08%) Senior Manager
7 9 (6.98%) Lead
8 8 (6.20%) Senior Data Scientist
9 7 (5.43%) Software Engineer
10 6 (4.65%) Consultant
10 6 (4.65%) Python Developer
11 5 (3.88%) Artificial Intelligence Developer
11 5 (3.88%) Automation Developer
11 5 (3.88%) Head of AI
11 5 (3.88%) Machine Learning Consultant
12 4 (3.10%) Associate Engineer
12 4 (3.10%) Data Engineer
12 4 (3.10%) Senior Software Engineer
13 3 (2.33%) Python Engineer
Libraries, Frameworks & Software Standards
1 110 (85.27%) TensorFlow
2 52 (40.31%) scikit-learn
3 34 (26.36%) Hugging Face
3 34 (26.36%) Pandas
4 33 (25.58%) Keras
5 31 (24.03%) NumPy
6 29 (22.48%) LangChain
7 23 (17.83%) PySpark
8 19 (14.73%) Lambda Expressions
8 19 (14.73%) Metaflow
8 19 (14.73%) YAML
9 9 (6.98%) Google JAX
9 9 (6.98%) JAX
9 9 (6.98%) Kafka
10 6 (4.65%) FastAPI
10 6 (4.65%) Node.js
11 4 (3.10%) JSON Web Signature
11 4 (3.10%) JWT
11 4 (3.10%) OAuth
11 4 (3.10%) OpenID
Miscellaneous
1 19 (14.73%) Linux Command Line
2 17 (13.18%) Algorithms
3 14 (10.85%) AI Agents
4 9 (6.98%) Data Centre
4 9 (6.98%) Management Information System
5 6 (4.65%) Distributed Systems
5 6 (4.65%) Low-Code
6 5 (3.88%) Data Structures
7 4 (3.10%) Cloud Native
7 4 (3.10%) CUDA
7 4 (3.10%) Public Cloud
8 3 (2.33%) Robotics
9 2 (1.55%) Greenfield Project
9 2 (1.55%) Stable Diffusion
10 1 (0.78%) Blog
10 1 (0.78%) Legacy Systems
10 1 (0.78%) Life Science
10 1 (0.78%) Product Ownership
10 1 (0.78%) Self-Motivation
10 1 (0.78%) Team-Oriented Environment
Operating Systems
1 21 (16.28%) Unix
2 2 (1.55%) Linux
3 1 (0.78%) Android
3 1 (0.78%) Apple iOS
3 1 (0.78%) Ubuntu
Processes & Methodologies
1 123 (95.35%) Machine Learning
2 114 (88.37%) AI
3 74 (57.36%) Data Science
4 63 (48.84%) MLOps
5 49 (37.98%) LLM
6 45 (34.88%) Generative AI
7 43 (33.33%) Computer Science
7 43 (33.33%) Containerisation
8 39 (30.23%) CI/CD
9 29 (22.48%) Analytics
10 28 (21.71%) Deep Learning
10 28 (21.71%) Metadata Management
11 27 (20.93%) Visualisation
12 26 (20.16%) Observability
13 25 (19.38%) Natural Language Processing
14 24 (18.60%) Unit Testing
15 23 (17.83%) Service Delivery
15 23 (17.83%) Software Engineering
16 22 (17.05%) Problem-Solving
17 21 (16.28%) Data Engineering
Programming Languages
1 98 (75.97%) Python
2 51 (39.53%) SQL
3 13 (10.08%) Java
4 11 (8.53%) C++
5 7 (5.43%) TypeScript
6 5 (3.88%) R
6 5 (3.88%) Rust
7 4 (3.10%) Bash
8 2 (1.55%) C
8 2 (1.55%) Perl
9 1 (0.78%) C#
9 1 (0.78%) Go
9 1 (0.78%) JavaScript
9 1 (0.78%) Julia
9 1 (0.78%) PHP
9 1 (0.78%) Scala
Qualifications
1 54 (41.86%) Degree
2 44 (34.11%) Master's Degree
3 31 (24.03%) Computer Science Degree
4 17 (13.18%) PhD
5 6 (4.65%) Security Cleared
6 3 (2.33%) MCP
7 2 (1.55%) AWS Certification
7 2 (1.55%) DBS Check
7 2 (1.55%) DV Cleared
8 1 (0.78%) CISM
8 1 (0.78%) CISSP
8 1 (0.78%) SC Cleared
Quality Assurance & Compliance
1 12 (9.30%) Data Quality
2 2 (1.55%) ISO/IEC 27001
2 2 (1.55%) NIST
3 1 (0.78%) EU AI Act
3 1 (0.78%) GDPR
3 1 (0.78%) NIST 800
System Software
1 44 (34.11%) Docker
Systems Management
1 36 (27.91%) Kubernetes
2 28 (21.71%) Kubeflow
3 24 (18.60%) Terraform
4 14 (10.85%) Prometheus
5 13 (10.08%) Grafana
6 4 (3.10%) Single Sign-On
7 1 (0.78%) Ansible
Vendors
1 34 (26.36%) Databricks
2 28 (21.71%) OpenAI
3 11 (8.53%) Microsoft
4 10 (7.75%) NVIDIA
5 9 (6.98%) Dell
6 4 (3.10%) iManage
7 3 (2.33%) Google
8 2 (1.55%) SAP
9 1 (0.78%) Altera
9 1 (0.78%) Informatica
9 1 (0.78%) Red Hat
9 1 (0.78%) YouTube