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

6 months to
25 Dec 2025
Same period 2024 Same period 2023
Rank 493 592 596
Rank change year-on-year +99 +4 +298
Permanent jobs citing PyTorch 154 122 109
As % of all permanent jobs in the UK 0.26% 0.22% 0.22%
As % of the Libraries, Frameworks & Software Standards category 2.18% 1.01% 0.85%
Number of salaries quoted 74 67 76
10th Percentile £48,250 £55,500 £41,242
25th Percentile £64,063 £62,250 £52,500
Median annual salary (50th Percentile) £75,000 £85,000 £76,383
Median % change year-on-year -11.76% +11.28% -1.44%
75th Percentile £97,500 £100,000 £102,138
90th Percentile £115,000 £115,000 £137,500
UK excluding London median annual salary £67,500 £71,250 £65,000
% change year-on-year -5.26% +9.62% +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 7,065 12,114 12,800
As % of all permanent jobs advertised in the UK 11.84% 21.59% 25.52%
Number of salaries quoted 5,276 7,284 10,386
10th Percentile £35,854 £38,750 £41,250
25th Percentile £50,000 £49,750 £51,000
Median annual salary (50th Percentile) £65,000 £65,000 £65,000
Median % change year-on-year - - -2.99%
75th Percentile £85,000 £85,000 £85,000
90th Percentile £110,000 £110,000 £107,500
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 25 December 2025.

Salary histogram for PyTorch in the UK

PyTorch
Top 15 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 25 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 +122 147 £75,000 -11.76% 612
London +92 90 £80,000 -9.97% 176
UK excluding London +64 54 £67,500 -5.26% 485
Work from Home +63 24 £80,250 +3.55% 326
East of England +40 15 £58,750 - 73
North of England +27 15 £65,000 -23.53% 104
North West +26 10 £65,000 -1.89% 57
South East +33 9 £67,500 +1.89% 141
Midlands +32 9 £56,250 +87.50% 81
West Midlands +34 5 £56,250 +87.50% 42
South West +5 5 £90,000 -5.01% 56
Yorkshire -5 4 £71,000 -16.47% 40
East Midlands - 4 - - 33
Wales - 1 - - 14
North East - 1 - - 7

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 (25.97%) Apache Spark
2 13 (8.44%) Apache Airflow
3 10 (6.49%) Appian
4 4 (2.60%) SharePoint
5 2 (1.30%) Jupyter
6 1 (0.65%) nginx
6 1 (0.65%) SAS
Applications
1 1 (0.65%) Chatbot
1 1 (0.65%) GNU Octave
Business Applications
1 1 (0.65%) NetSuite
1 1 (0.65%) Odoo
Cloud Services
1 76 (49.35%) AWS
2 62 (40.26%) Azure
3 43 (27.92%) GCP
4 25 (16.23%) Amazon S3
5 19 (12.34%) Amazon EKS
5 19 (12.34%) Amazon ELB
6 16 (10.39%) Azure AI
7 13 (8.44%) H2O.ai
7 13 (8.44%) OpenShift
8 12 (7.79%) Azure Machine Learning
9 10 (6.49%) Power Platform
10 8 (5.19%) Serverless
11 7 (4.55%) GitHub
11 7 (4.55%) Prefect
12 6 (3.90%) Amazon SageMaker
12 6 (3.90%) Anthropic Claude
12 6 (3.90%) Azure Data Factory
12 6 (3.90%) GitHub Actions
12 6 (3.90%) n8n
12 6 (3.90%) Power Automate
Communications & Networking
1 2 (1.30%) InfiniBand
Database & Business Intelligence
1 32 (20.78%) Metadata
2 21 (13.64%) Delta Lake
2 21 (13.64%) DynamoDB
3 19 (12.34%) Spark SQL
4 16 (10.39%) Data Lake
5 13 (8.44%) Pinecone
6 12 (7.79%) NoSQL
7 9 (5.84%) Big Data
8 8 (5.19%) Tableau
9 6 (3.90%) Data Warehouse
9 6 (3.90%) Hadoop
9 6 (3.90%) SQL Server
9 6 (3.90%) Weaviate
10 5 (3.25%) MySQL
11 3 (1.95%) Amazon Redshift
11 3 (1.95%) Elasticsearch
12 2 (1.30%) Apache Iceberg
12 2 (1.30%) BigQuery
12 2 (1.30%) Looker
13 1 (0.65%) PostHog
Development Applications
1 45 (29.22%) MLflow
2 5 (3.25%) Git
3 3 (1.95%) Jenkins
4 1 (0.65%) GitLab
4 1 (0.65%) Vite
General
1 64 (41.56%) Social Skills
2 41 (26.62%) Finance
3 27 (17.53%) Manufacturing
4 16 (10.39%) Analytical Skills
5 11 (7.14%) Marketing
6 8 (5.19%) Legal
6 8 (5.19%) Public Sector
7 5 (3.25%) Inclusion and Diversity
8 4 (2.60%) Banking
8 4 (2.60%) Electronics
8 4 (2.60%) Law
8 4 (2.60%) Retail
8 4 (2.60%) Telecoms
9 2 (1.30%) Advertising
9 2 (1.30%) Games
10 1 (0.65%) Documentation Skills
10 1 (0.65%) Investment Banking
10 1 (0.65%) Organisational Skills
10 1 (0.65%) Presentation Skills
10 1 (0.65%) Wearables
Job Titles
1 32 (20.78%) Machine Learning Engineer
2 23 (14.94%) Artificial Intelligence Engineer
3 22 (14.29%) Operations Engineer
4 20 (12.99%) Senior
5 16 (10.39%) Consultant
5 16 (10.39%) Data Scientist
5 16 (10.39%) Developer
6 12 (7.79%) Data Engineer
6 12 (7.79%) Lead
7 8 (5.19%) Machine Learning Consultant
8 7 (4.55%) Data Consultant
8 7 (4.55%) Python Developer
9 6 (3.90%) Artificial Intelligence Developer
9 6 (3.90%) Automation Engineer
9 6 (3.90%) Senior Data Scientist
10 5 (3.25%) Artificial Intelligence Consultant
10 5 (3.25%) Automation Developer
10 5 (3.25%) Lead Data Engineer
10 5 (3.25%) Machine Learning Scientist
11 4 (2.60%) Data Science Engineer
Libraries, Frameworks & Software Standards
1 130 (84.42%) TensorFlow
2 70 (45.45%) scikit-learn
3 51 (33.12%) Pandas
4 40 (25.97%) NumPy
5 34 (22.08%) Keras
6 26 (16.88%) Hugging Face
7 25 (16.23%) PySpark
8 24 (15.58%) LangChain
9 19 (12.34%) Lambda Expressions
9 19 (12.34%) Metaflow
9 19 (12.34%) YAML
10 13 (8.44%) FastAPI
11 12 (7.79%) Django
11 12 (7.79%) Google JAX
11 12 (7.79%) JAX
11 12 (7.79%) REST
12 10 (6.49%) Node.js
12 10 (6.49%) RESTful
13 9 (5.84%) Faiss
14 7 (4.55%) Kafka
Miscellaneous
1 20 (12.99%) Algorithms
2 19 (12.34%) Linux Command Line
3 16 (10.39%) AI Agents
4 14 (9.09%) Low-Code
5 13 (8.44%) Data Centre
5 13 (8.44%) Management Information System
6 11 (7.14%) Distributed Systems
7 9 (5.84%) CUDA
8 8 (5.19%) Cloud Native
9 7 (4.55%) Legacy Systems
10 4 (2.60%) Data Structures
10 4 (2.60%) Hackathon
10 4 (2.60%) Life Science
10 4 (2.60%) Product Ownership
11 3 (1.95%) Animation
11 3 (1.95%) Cyber Threat
12 2 (1.30%) Enterprise Software
12 2 (1.30%) Greenfield Project
12 2 (1.30%) Team-Oriented Environment
13 1 (0.65%) Omics
Operating Systems
1 21 (13.64%) Unix
2 5 (3.25%) Linux
3 1 (0.65%) Android
3 1 (0.65%) Apple iOS
3 1 (0.65%) Windows
Processes & Methodologies
1 146 (94.81%) Machine Learning
2 136 (88.31%) AI
3 76 (49.35%) Data Science
4 67 (43.51%) MLOps
5 61 (39.61%) CI/CD
5 61 (39.61%) LLM
6 51 (33.12%) Generative AI
7 49 (31.82%) Analytics
8 48 (31.17%) Containerisation
9 45 (29.22%) Retrieval-Augmented Generation
10 44 (28.57%) Computer Science
11 41 (26.62%) Data Engineering
12 33 (21.43%) Data Pipeline
13 32 (20.78%) Metadata Management
14 30 (19.48%) Visualisation
15 29 (18.83%) Natural Language Processing
15 29 (18.83%) Problem-Solving
15 29 (18.83%) Stakeholder Management
16 26 (16.88%) Deep Learning
17 25 (16.23%) OO
Programming Languages
1 131 (85.06%) Python
2 59 (38.31%) SQL
3 13 (8.44%) Java
4 11 (7.14%) TypeScript
5 10 (6.49%) R
6 8 (5.19%) Bash
6 8 (5.19%) C++
6 8 (5.19%) Go
7 6 (3.90%) JavaScript
7 6 (3.90%) PHP
8 3 (1.95%) Scala
9 2 (1.30%) Perl
9 2 (1.30%) PowerShell
10 1 (0.65%) C
10 1 (0.65%) C#
10 1 (0.65%) MATLAB
10 1 (0.65%) Rust
Qualifications
1 54 (35.06%) Degree
2 35 (22.73%) Master's Degree
3 23 (14.94%) Computer Science Degree
4 17 (11.04%) PhD
5 13 (8.44%) Security Cleared
6 8 (5.19%) SC Cleared
7 5 (3.25%) MCP
8 4 (2.60%) DV Cleared
9 3 (1.95%) CISSP
9 3 (1.95%) Numerate Degree
10 2 (1.30%) AWS Certification
10 2 (1.30%) CESG Certified Professional
10 2 (1.30%) DBS Check
10 2 (1.30%) Microsoft Certification
10 2 (1.30%) OSCP
11 1 (0.65%) Azure Certification
11 1 (0.65%) BPSS Clearance
11 1 (0.65%) CISM
Quality Assurance & Compliance
1 23 (14.94%) Data Quality
2 4 (2.60%) NIST
2 4 (2.60%) SLA
3 3 (1.95%) NIST 800
4 2 (1.30%) Def Stans
4 2 (1.30%) ISO/IEC 27001
4 2 (1.30%) JSP 440
4 2 (1.30%) NCSC
5 1 (0.65%) EU AI Act
5 1 (0.65%) GDPR
5 1 (0.65%) ISO 13485
System Software
1 62 (40.26%) Docker
2 2 (1.30%) GPFS
2 2 (1.30%) Lustre
2 2 (1.30%) Slurm Workload Manager
Systems Management
1 52 (33.77%) Kubernetes
2 30 (19.48%) Terraform
3 28 (18.18%) Kubeflow
4 9 (5.84%) Ansible
5 2 (1.30%) SELinux
6 1 (0.65%) Prometheus
Vendors
1 43 (27.92%) Databricks
2 27 (17.53%) OpenAI
3 18 (11.69%) Microsoft
4 15 (9.74%) NVIDIA
5 14 (9.09%) Dell
6 6 (3.90%) Automation Anywhere
6 6 (3.90%) UiPath
7 5 (3.25%) SAP
8 4 (2.60%) iManage
9 3 (1.95%) Foundry
9 3 (1.95%) Google
10 2 (1.30%) CrowdStrike
10 2 (1.30%) Fortinet
10 2 (1.30%) Palantir
10 2 (1.30%) Palo Alto
10 2 (1.30%) Splunk
11 1 (0.65%) Informatica
11 1 (0.65%) Intel