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

6 months to
27 Dec 2025
Same period 2024 Same period 2023
Rank 504 606 595
Rank change year-on-year +102 -11 +306
Permanent jobs citing PyTorch 142 122 108
As % of all permanent jobs in the UK 0.24% 0.22% 0.21%
As % of the Libraries, Frameworks & Software Standards category 2.01% 1.02% 0.82%
Number of salaries quoted 78 66 75
10th Percentile £47,332 £52,500 £41,240
25th Percentile £60,625 £60,500 £53,125
Median annual salary (50th Percentile) £75,000 £83,750 £76,383
Median % change year-on-year -10.45% +9.64% -1.44%
75th Percentile £97,500 £100,000 £103,092
90th Percentile £115,000 £115,000 £137,500
UK excluding London median annual salary £67,500 £67,500 £65,000
% change year-on-year - +3.85% +11.12%

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 7,075 11,992 13,226
As % of all permanent jobs advertised in the UK 11.79% 21.52% 25.43%
Number of salaries quoted 5,291 7,171 10,747
10th Percentile £35,854 £38,750 £41,250
25th Percentile £50,000 £50,000 £50,000
Median annual salary (50th Percentile) £65,000 £65,000 £65,000
Median % change year-on-year - - -3.09%
75th Percentile £85,000 £85,000 £85,000
90th Percentile £110,000 £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 27 December 2025.

Salary histogram for PyTorch in the UK

PyTorch
Top 12 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 27 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 +112 135 £75,000 -10.45% 719
London +78 95 £76,250 -14.19% 180
UK excluding London +40 36 £67,500 - 598
Work from Home +64 26 £77,500 +10.71% 397
East of England +34 13 £58,750 - 87
North of England +17 9 £65,000 -23.53% 141
North West +20 8 £65,000 -1.89% 80
South East +25 7 £67,500 +1.89% 176
South West -7 4 £90,000 +24.14% 56
West Midlands +32 3 £56,250 +87.50% 49
Midlands +32 3 £56,250 +87.50% 96
Yorkshire -2 1 £71,000 -16.47% 53

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 22 (15.49%) Apache Spark
2 14 (9.86%) Apache Airflow
3 11 (7.75%) Appian
4 4 (2.82%) Jupyter
4 4 (2.82%) SharePoint
5 1 (0.70%) nginx
5 1 (0.70%) SAS
Applications
1 1 (0.70%) Chatbot
1 1 (0.70%) GNU Octave
Business Applications
1 1 (0.70%) NetSuite
1 1 (0.70%) Odoo
Cloud Services
1 65 (45.77%) Azure
2 60 (42.25%) AWS
3 44 (30.99%) GCP
4 18 (12.68%) Azure AI
5 14 (9.86%) Azure Machine Learning
6 13 (9.15%) H2O.ai
6 13 (9.15%) OpenShift
7 10 (7.04%) Power Platform
8 8 (5.63%) Serverless
9 7 (4.93%) Amazon SageMaker
9 7 (4.93%) Anthropic Claude
9 7 (4.93%) Azure Data Factory
9 7 (4.93%) GitHub
9 7 (4.93%) Power Automate
9 7 (4.93%) Prefect
10 6 (4.23%) Amazon EC2
10 6 (4.23%) AWS Lambda
10 6 (4.23%) GitHub Actions
10 6 (4.23%) n8n
10 6 (4.23%) SaaS
Communications & Networking
1 2 (1.41%) InfiniBand
Database & Business Intelligence
1 16 (11.27%) Data Lake
2 15 (10.56%) Pinecone
3 13 (9.15%) Metadata
4 12 (8.45%) NoSQL
5 9 (6.34%) Big Data
5 9 (6.34%) Tableau
6 8 (5.63%) Data Warehouse
7 7 (4.93%) SQL Server
7 7 (4.93%) Weaviate
8 6 (4.23%) Hadoop
9 5 (3.52%) MySQL
10 4 (2.82%) Amazon Redshift
10 4 (2.82%) Elasticsearch
11 3 (2.11%) Apache Iceberg
11 3 (2.11%) BigQuery
11 3 (2.11%) Delta Lake
11 3 (2.11%) Looker
12 2 (1.41%) DynamoDB
13 1 (0.70%) Parquet
13 1 (0.70%) Power BI
Development Applications
1 29 (20.42%) MLflow
2 5 (3.52%) Git
3 3 (2.11%) Jenkins
4 1 (0.70%) GitLab
4 1 (0.70%) Vite
General
1 47 (33.10%) Social Skills
2 42 (29.58%) Finance
3 27 (19.01%) Manufacturing
4 16 (11.27%) Analytical Skills
5 11 (7.75%) Marketing
6 9 (6.34%) Inclusion and Diversity
7 8 (5.63%) Legal
7 8 (5.63%) Public Sector
8 4 (2.82%) Banking
8 4 (2.82%) Electronics
8 4 (2.82%) Law
8 4 (2.82%) Retail
8 4 (2.82%) Telecoms
9 2 (1.41%) Advertising
9 2 (1.41%) Games
10 1 (0.70%) Back Office
10 1 (0.70%) Financial Institution
10 1 (0.70%) Investment Banking
10 1 (0.70%) Presentation Skills
10 1 (0.70%) Wearables
Job Titles
1 25 (17.61%) Artificial Intelligence Engineer
1 25 (17.61%) Senior
2 18 (12.68%) Consultant
3 17 (11.97%) Data Scientist
4 16 (11.27%) Developer
5 13 (9.15%) Machine Learning Engineer
6 12 (8.45%) Data Engineer
6 12 (8.45%) Lead
7 9 (6.34%) Data Consultant
8 8 (5.63%) Machine Learning Consultant
9 7 (4.93%) Artificial Intelligence Consultant
9 7 (4.93%) Automation Engineer
9 7 (4.93%) Python Developer
10 6 (4.23%) Artificial Intelligence Developer
10 6 (4.23%) Senior Consultant
10 6 (4.23%) Senior Data Scientist
11 5 (3.52%) Automation Developer
11 5 (3.52%) Lead Data Engineer
11 5 (3.52%) Machine Learning Scientist
12 4 (2.82%) Data Science Engineer
Libraries, Frameworks & Software Standards
1 115 (80.99%) TensorFlow
2 53 (37.32%) scikit-learn
3 34 (23.94%) Pandas
4 27 (19.01%) Hugging Face
5 25 (17.61%) LangChain
6 22 (15.49%) NumPy
7 15 (10.56%) Keras
8 14 (9.86%) FastAPI
9 13 (9.15%) Django
9 13 (9.15%) Google JAX
9 13 (9.15%) JAX
9 13 (9.15%) REST
10 11 (7.75%) Faiss
10 11 (7.75%) RESTful
11 10 (7.04%) Node.js
12 8 (5.63%) Flask
12 8 (5.63%) React
13 7 (4.93%) pytest
13 7 (4.93%) Swagger
13 7 (4.93%) XGBoost
Miscellaneous
1 20 (14.08%) Algorithms
2 16 (11.27%) AI Agents
3 15 (10.56%) Low-Code
4 13 (9.15%) Data Centre
4 13 (9.15%) Management Information System
5 11 (7.75%) Distributed Systems
6 9 (6.34%) CUDA
7 8 (5.63%) Cloud Native
7 8 (5.63%) Legacy Systems
8 5 (3.52%) Product Ownership
9 4 (2.82%) Data Structures
9 4 (2.82%) Hackathon
9 4 (2.82%) Life Science
10 3 (2.11%) Animation
10 3 (2.11%) Cyber Threat
10 3 (2.11%) Enterprise Software
11 2 (1.41%) Greenfield Project
11 2 (1.41%) Team-Oriented Environment
12 1 (0.70%) Genomics
12 1 (0.70%) Omics
Operating Systems
1 5 (3.52%) Linux
2 2 (1.41%) Unix
3 1 (0.70%) Android
3 1 (0.70%) Apple iOS
3 1 (0.70%) Windows
Processes & Methodologies
1 133 (93.66%) Machine Learning
2 124 (87.32%) AI
3 66 (46.48%) LLM
4 62 (43.66%) Data Science
5 54 (38.03%) Generative AI
6 51 (35.92%) MLOps
7 49 (34.51%) Analytics
8 48 (33.80%) Computer Science
9 47 (33.10%) Retrieval-Augmented Generation
10 44 (30.99%) CI/CD
10 44 (30.99%) Data Engineering
11 36 (25.35%) Data Pipeline
12 31 (21.83%) Natural Language Processing
13 30 (21.13%) Containerisation
13 30 (21.13%) Deep Learning
13 30 (21.13%) Problem-Solving
13 30 (21.13%) Stakeholder Management
14 25 (17.61%) Observability
14 25 (17.61%) Open Source
15 23 (16.20%) Software Engineering
Programming Languages
1 119 (83.80%) Python
2 43 (30.28%) SQL
3 14 (9.86%) Java
4 11 (7.75%) R
4 11 (7.75%) TypeScript
5 9 (6.34%) Bash
5 9 (6.34%) Go
6 8 (5.63%) C++
7 7 (4.93%) JavaScript
8 6 (4.23%) PHP
9 4 (2.82%) Scala
10 3 (2.11%) PowerShell
11 2 (1.41%) Perl
12 1 (0.70%) C
12 1 (0.70%) C#
12 1 (0.70%) MATLAB
12 1 (0.70%) Rust
Qualifications
1 59 (41.55%) Degree
2 35 (24.65%) Master's Degree
3 23 (16.20%) Computer Science Degree
4 20 (14.08%) PhD
5 16 (11.27%) Security Cleared
6 11 (7.75%) SC Cleared
7 5 (3.52%) MCP
8 4 (2.82%) DV Cleared
9 3 (2.11%) CISSP
9 3 (2.11%) Microsoft Certification
9 3 (2.11%) Numerate Degree
10 2 (1.41%) AWS Certification
10 2 (1.41%) CESG Certified Professional
10 2 (1.41%) DBS Check
10 2 (1.41%) OSCP
11 1 (0.70%) Azure Certification
11 1 (0.70%) BPSS Clearance
11 1 (0.70%) CISM
Quality Assurance & Compliance
1 24 (16.90%) Data Quality
2 4 (2.82%) NIST
2 4 (2.82%) SLA
3 3 (2.11%) NIST 800
4 2 (1.41%) Def Stans
4 2 (1.41%) ISO/IEC 27001
4 2 (1.41%) JSP 440
4 2 (1.41%) NCSC
5 1 (0.70%) EU AI Act
5 1 (0.70%) GDPR
5 1 (0.70%) ISO 13485
System Software
1 46 (32.39%) Docker
2 2 (1.41%) GPFS
2 2 (1.41%) Lustre
2 2 (1.41%) Slurm Workload Manager
Systems Management
1 35 (24.65%) Kubernetes
2 11 (7.75%) Terraform
3 9 (6.34%) Ansible
3 9 (6.34%) Kubeflow
4 2 (1.41%) SELinux
5 1 (0.70%) Prometheus
Vendors
1 29 (20.42%) OpenAI
2 26 (18.31%) Databricks
3 19 (13.38%) Microsoft
4 15 (10.56%) NVIDIA
5 14 (9.86%) Dell
6 7 (4.93%) Automation Anywhere
6 7 (4.93%) UiPath
7 5 (3.52%) SAP
8 4 (2.82%) Foundry
8 4 (2.82%) iManage
9 3 (2.11%) CrowdStrike
9 3 (2.11%) Fortinet
9 3 (2.11%) Google
9 3 (2.11%) Palantir
9 3 (2.11%) Palo Alto
10 2 (1.41%) Splunk
11 1 (0.70%) Informatica
11 1 (0.70%) Intel