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

6 months to
30 Nov 2025
Same period 2024 Same period 2023
Rank 485 615 601
Rank change year-on-year +130 -14 +277
Permanent jobs citing PyTorch 147 127 114
As % of all permanent jobs in the UK 0.27% 0.19% 0.22%
As % of the Libraries, Frameworks & Software Standards category 2.09% 0.93% 0.84%
Number of salaries quoted 74 73 82
10th Percentile £51,500 £51,500 £42,500
25th Percentile £65,313 £60,000 £52,500
Median annual salary (50th Percentile) £75,000 £80,000 £70,000
Median % change year-on-year -6.25% +14.29% -9.68%
75th Percentile £99,375 £100,000 £99,375
90th Percentile £115,000 £115,000 £137,250
UK excluding London median annual salary £67,500 £66,250 £62,500
% change year-on-year +1.89% +6.00% +6.84%

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 7,045 13,664 13,521
As % of all permanent jobs advertised in the UK 13.02% 20.88% 26.52%
Number of salaries quoted 5,137 8,307 11,158
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 £66,500
Median % change year-on-year +3.85% -2.26% +2.31%
75th Percentile £86,250 £85,000 £85,000
90th Percentile £115,000 £108,750 £106,250
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 30 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 30 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 +133 142 £75,000 -7.69% 105
London +93 87 £90,000 +1.28% 73
UK excluding London +85 53 £67,500 +1.89% 85
Work from Home +64 21 £90,000 +28.57% 49
North of England +55 13 £70,000 +3.70% 5
East of England +40 13 £70,000 - 4
South East +46 11 £67,500 +1.89% 54
Midlands +51 8 £67,500 +62.65% 8
North West +51 8 £67,500 +3.85% 4
South West +24 6 £87,500 -7.41% 9
West Midlands +55 4 £67,500 +125.00% 7
East Midlands +22 4 - - 1
Yorkshire +14 4 £71,000 -16.47% 1
Scotland +5 1 - - 3
North East - 1 - -
Wales - 1 - - 3

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 12 (8.16%) Apache Airflow
3 6 (4.08%) 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%) GNU Octave
Business Applications
1 1 (0.68%) NetSuite
1 1 (0.68%) Odoo
Cloud Services
1 79 (53.74%) AWS
2 61 (41.50%) Azure
3 45 (30.61%) GCP
4 25 (17.01%) Amazon S3
5 22 (14.97%) Amazon EKS
6 19 (12.93%) Amazon ELB
7 13 (8.84%) H2O.ai
7 13 (8.84%) OpenShift
8 11 (7.48%) Serverless
9 10 (6.80%) Azure AI
10 9 (6.12%) Amazon EC2
10 9 (6.12%) Amazon SageMaker
10 9 (6.12%) AWS Lambda
11 8 (5.44%) Power Platform
11 8 (5.44%) Prefect
12 7 (4.76%) Azure Machine Learning
12 7 (4.76%) GitHub
13 6 (4.08%) GitHub Actions
13 6 (4.08%) n8n
14 5 (3.40%) Amazon Bedrock
Communications & Networking
1 2 (1.36%) InfiniBand
Database & Business Intelligence
1 32 (21.77%) Metadata
2 24 (16.33%) 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 8 (5.44%) MySQL
7 7 (4.76%) Big Data
7 7 (4.76%) Pinecone
8 4 (2.72%) PostgreSQL
8 4 (2.72%) Tableau
9 3 (2.04%) Amazon Aurora
9 3 (2.04%) Amazon RDS
9 3 (2.04%) Electronic Patient Records
9 3 (2.04%) Hadoop
9 3 (2.04%) SQL Server
9 3 (2.04%) Weaviate
10 2 (1.36%) Data Warehouse
11 1 (0.68%) Azure SQL Data Warehouse
11 1 (0.68%) Neo4j
Development Applications
1 37 (25.17%) MLflow
2 9 (6.12%) Git
3 3 (2.04%) Jenkins
4 1 (0.68%) GitLab
4 1 (0.68%) Vite
General
1 65 (44.22%) Social Skills
2 46 (31.29%) Finance
3 27 (18.37%) Manufacturing
4 15 (10.20%) Marketing
5 12 (8.16%) Analytical Skills
6 10 (6.80%) Legal
7 9 (6.12%) Law
8 8 (5.44%) Public Sector
9 5 (3.40%) Electronics
9 5 (3.40%) Inclusion and Diversity
10 4 (2.72%) Banking
10 4 (2.72%) Games
10 4 (2.72%) Retail
10 4 (2.72%) Telecoms
11 2 (1.36%) Advertising
12 1 (0.68%) Aerospace
12 1 (0.68%) Back Office
12 1 (0.68%) Financial Institution
12 1 (0.68%) Investment Banking
12 1 (0.68%) Publishing
Job Titles
1 33 (22.45%) Machine Learning Engineer
2 22 (14.97%) Operations Engineer
3 21 (14.29%) Artificial Intelligence Engineer
3 21 (14.29%) Senior
4 15 (10.20%) Developer
5 14 (9.52%) Data Scientist
6 13 (8.84%) Lead
7 10 (6.80%) Data Engineer
8 9 (6.12%) Consultant
9 7 (4.76%) Python Developer
10 6 (4.08%) Senior Data Scientist
10 6 (4.08%) Software Engineer
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
11 5 (3.40%) Machine Learning Consultant
12 3 (2.04%) Associate Engineer
12 3 (2.04%) Automation Engineer
12 3 (2.04%) Machine Learning Scientist
Libraries, Frameworks & Software Standards
1 123 (83.67%) TensorFlow
2 65 (44.22%) scikit-learn
3 44 (29.93%) Pandas
4 36 (24.49%) Keras
5 35 (23.81%) NumPy
6 28 (19.05%) Hugging Face
7 25 (17.01%) LangChain
8 23 (15.65%) PySpark
9 19 (12.93%) Lambda Expressions
9 19 (12.93%) Metaflow
9 19 (12.93%) YAML
10 12 (8.16%) FastAPI
11 10 (6.80%) Google JAX
11 10 (6.80%) JAX
12 9 (6.12%) Kafka
12 9 (6.12%) Node.js
13 8 (5.44%) Django
13 8 (5.44%) REST
14 7 (4.76%) RESTful
15 6 (4.08%) OAuth
Miscellaneous
1 20 (13.61%) Algorithms
2 19 (12.93%) Linux Command Line
3 17 (11.56%) AI Agents
4 13 (8.84%) Data Centre
4 13 (8.84%) Management Information System
5 10 (6.80%) Distributed Systems
6 9 (6.12%) Low-Code
7 7 (4.76%) Cloud Native
8 6 (4.08%) CUDA
8 6 (4.08%) Data Structures
9 4 (2.72%) Legacy Systems
9 4 (2.72%) Life Science
10 3 (2.04%) Animation
10 3 (2.04%) Hackathon
10 3 (2.04%) Public Cloud
10 3 (2.04%) Robotics
11 2 (1.36%) Greenfield Project
11 2 (1.36%) Product Ownership
11 2 (1.36%) Stable Diffusion
11 2 (1.36%) Team-Oriented Environment
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
2 131 (89.12%) AI
3 73 (49.66%) Data Science
4 63 (42.86%) MLOps
5 57 (38.78%) CI/CD
6 56 (38.10%) LLM
7 48 (32.65%) Containerisation
8 45 (30.61%) Generative AI
9 43 (29.25%) Analytics
10 38 (25.85%) Computer Science
10 38 (25.85%) Retrieval-Augmented Generation
11 35 (23.81%) Data Engineering
12 32 (21.77%) Metadata Management
13 31 (21.09%) Data Pipeline
14 29 (19.73%) Natural Language Processing
14 29 (19.73%) Software Engineering
15 28 (19.05%) Deep Learning
15 28 (19.05%) Visualisation
16 27 (18.37%) Problem-Solving
17 26 (17.69%) Observability
Programming Languages
1 121 (82.31%) Python
2 54 (36.73%) SQL
3 15 (10.20%) Java
4 11 (7.48%) C++
5 10 (6.80%) TypeScript
6 6 (4.08%) Bash
6 6 (4.08%) Go
6 6 (4.08%) PHP
6 6 (4.08%) R
7 4 (2.72%) Rust
8 3 (2.04%) C
8 3 (2.04%) JavaScript
9 2 (1.36%) Perl
10 1 (0.68%) C#
10 1 (0.68%) MATLAB
10 1 (0.68%) Scala
Qualifications
1 49 (33.33%) Degree
2 39 (26.53%) Master's Degree
3 24 (16.33%) Computer Science Degree
4 17 (11.56%) 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%) BPSS Clearance
11 1 (0.68%) CISM
Quality Assurance & Compliance
1 20 (13.61%) Data Quality
2 4 (2.72%) NIST
3 3 (2.04%) NIST 800
3 3 (2.04%) SLA
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 56 (38.10%) Docker
2 2 (1.36%) GPFS
2 2 (1.36%) Lustre
2 2 (1.36%) Slurm Workload Manager
Systems Management
1 50 (34.01%) Kubernetes
2 30 (20.41%) Kubeflow
3 29 (19.73%) Terraform
4 8 (5.44%) Ansible
5 3 (2.04%) Prometheus
5 3 (2.04%) Single Sign-On
6 2 (1.36%) Grafana
6 2 (1.36%) SELinux
Vendors
1 37 (25.17%) Databricks
2 24 (16.33%) OpenAI
3 16 (10.88%) NVIDIA
4 15 (10.20%) Microsoft
5 14 (9.52%) Dell
6 5 (3.40%) SAP
7 4 (2.72%) iManage
8 3 (2.04%) Automation Anywhere
8 3 (2.04%) Google
8 3 (2.04%) UiPath
9 2 (1.36%) Splunk
10 1 (0.68%) Altera
10 1 (0.68%) Foundry
10 1 (0.68%) Informatica
10 1 (0.68%) Intel
10 1 (0.68%) YouTube