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

6 months to
14 Dec 2025
Same period 2024 Same period 2023
Rank 501 595 582
Rank change year-on-year +94 -13 +315
Permanent jobs citing PyTorch 146 121 112
As % of all permanent jobs in the UK 0.25% 0.21% 0.23%
As % of the Libraries, Frameworks & Software Standards category 2.10% 0.96% 0.86%
Number of salaries quoted 73 71 80
10th Percentile £50,000 £56,250 £41,248
25th Percentile £65,000 £62,250 £52,500
Median annual salary (50th Percentile) £75,000 £85,000 £71,000
Median % change year-on-year -11.76% +19.72% -8.39%
75th Percentile £100,000 £102,500 £100,296
90th Percentile £115,000 £115,000 £137,500
UK excluding London median annual salary £67,500 £68,750 £62,500
% change year-on-year -1.82% +10.00% +4.17%

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 6,955 12,574 13,007
As % of all permanent jobs advertised in the UK 11.97% 21.56% 26.33%
Number of salaries quoted 5,232 7,704 10,626
10th Percentile £36,250 £38,750 £41,250
25th Percentile £50,000 £49,383 £51,250
Median annual salary (50th Percentile) £67,500 £65,000 £65,351
Median % change year-on-year +3.85% -0.54% +0.54%
75th Percentile £85,700 £85,000 £85,000
90th Percentile £112,500 £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 14 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 14 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 +118 142 £75,000 -11.76% 155
London +99 87 £85,000 -4.96% 48
UK excluding London +65 52 £67,500 -1.82% 137
Work from Home +57 23 £87,500 +2.94% 66
East of England +32 14 £70,000 - 26
North of England +31 14 £67,500 -11.48% 22
North West +37 9 £65,000 - 12
South East +37 9 £67,500 +1.89% 40
Midlands +35 9 £56,250 +87.50% 16
West Midlands +33 5 £56,250 +87.50% 9
South West +5 5 £90,000 -5.01% 19
East Midlands +3 4 - - 6
Yorkshire +1 4 £71,000 -16.47% 9
North East - 1 - - 1
Wales - 1 - - 4

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 (25.34%) Apache Spark
2 13 (8.90%) Apache Airflow
3 9 (6.16%) Appian
4 4 (2.74%) SharePoint
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 74 (50.68%) AWS
2 58 (39.73%) Azure
3 42 (28.77%) GCP
4 25 (17.12%) Amazon S3
5 19 (13.01%) Amazon EKS
5 19 (13.01%) Amazon ELB
6 14 (9.59%) Azure AI
7 13 (8.90%) H2O.ai
7 13 (8.90%) OpenShift
8 10 (6.85%) Azure Machine Learning
9 9 (6.16%) Power Platform
10 8 (5.48%) GitHub
10 8 (5.48%) Prefect
10 8 (5.48%) Serverless
11 7 (4.79%) GitHub Actions
12 6 (4.11%) Amazon EC2
12 6 (4.11%) Amazon SageMaker
12 6 (4.11%) AWS Lambda
12 6 (4.11%) n8n
13 5 (3.42%) Azure Data Factory
Communications & Networking
1 2 (1.37%) InfiniBand
Database & Business Intelligence
1 32 (21.92%) Metadata
2 21 (14.38%) DynamoDB
3 20 (13.70%) Delta Lake
4 19 (13.01%) Spark SQL
5 17 (11.64%) Data Lake
6 13 (8.90%) NoSQL
7 11 (7.53%) Pinecone
8 7 (4.79%) Big Data
9 5 (3.42%) MySQL
9 5 (3.42%) SQL Server
9 5 (3.42%) Tableau
9 5 (3.42%) Weaviate
10 4 (2.74%) Data Warehouse
11 3 (2.05%) Hadoop
12 2 (1.37%) Amazon Redshift
12 2 (1.37%) Elasticsearch
13 1 (0.68%) BigQuery
13 1 (0.68%) Looker
13 1 (0.68%) Parquet
13 1 (0.68%) Power BI
Development Applications
1 42 (28.77%) MLflow
2 6 (4.11%) Git
3 3 (2.05%) Jenkins
4 1 (0.68%) GitLab
4 1 (0.68%) Vite
General
1 64 (43.84%) Social Skills
2 41 (28.08%) Finance
3 27 (18.49%) Manufacturing
4 13 (8.90%) Analytical Skills
5 11 (7.53%) Marketing
6 8 (5.48%) Legal
6 8 (5.48%) Public Sector
7 4 (2.74%) Banking
7 4 (2.74%) Electronics
7 4 (2.74%) Law
7 4 (2.74%) Retail
7 4 (2.74%) Telecoms
8 3 (2.05%) Games
9 2 (1.37%) Advertising
9 2 (1.37%) Inclusion and Diversity
10 1 (0.68%) Documentation Skills
10 1 (0.68%) Health Technology
10 1 (0.68%) Publishing
10 1 (0.68%) Tech for Good
10 1 (0.68%) Wearables
Job Titles
1 32 (21.92%) Machine Learning Engineer
2 22 (15.07%) Artificial Intelligence Engineer
2 22 (15.07%) Operations Engineer
3 18 (12.33%) Senior
4 15 (10.27%) Developer
5 14 (9.59%) Data Scientist
6 13 (8.90%) Consultant
7 12 (8.22%) Lead
8 11 (7.53%) Data Engineer
9 7 (4.79%) Machine Learning Consultant
9 7 (4.79%) Python Developer
10 6 (4.11%) Senior Data Scientist
11 5 (3.42%) Artificial Intelligence Developer
11 5 (3.42%) Automation Developer
11 5 (3.42%) Automation Engineer
11 5 (3.42%) Data Consultant
11 5 (3.42%) Lead Data Engineer
12 4 (2.74%) Development Manager
12 4 (2.74%) Head of AI
12 4 (2.74%) Machine Learning Scientist
Libraries, Frameworks & Software Standards
1 122 (83.56%) TensorFlow
2 67 (45.89%) scikit-learn
3 47 (32.19%) Pandas
4 37 (25.34%) NumPy
5 35 (23.97%) Keras
6 26 (17.81%) Hugging Face
7 24 (16.44%) PySpark
8 22 (15.07%) LangChain
9 19 (13.01%) Lambda Expressions
9 19 (13.01%) Metaflow
9 19 (13.01%) YAML
10 12 (8.22%) FastAPI
11 11 (7.53%) Django
11 11 (7.53%) Google JAX
11 11 (7.53%) JAX
11 11 (7.53%) REST
12 10 (6.85%) Node.js
13 9 (6.16%) RESTful
14 8 (5.48%) Kafka
15 7 (4.79%) React
Miscellaneous
1 19 (13.01%) Linux Command Line
2 18 (12.33%) Algorithms
3 15 (10.27%) AI Agents
4 13 (8.90%) Data Centre
4 13 (8.90%) Management Information System
5 12 (8.22%) Low-Code
6 11 (7.53%) Distributed Systems
7 8 (5.48%) Cloud Native
7 8 (5.48%) CUDA
8 6 (4.11%) Legacy Systems
9 5 (3.42%) Data Structures
10 4 (2.74%) Hackathon
10 4 (2.74%) Life Science
11 3 (2.05%) Animation
11 3 (2.05%) Product Ownership
12 2 (1.37%) Cyber Threat
12 2 (1.37%) Greenfield Project
12 2 (1.37%) Robotics
12 2 (1.37%) Stable Diffusion
12 2 (1.37%) Team-Oriented Environment
Operating Systems
1 21 (14.38%) Unix
2 5 (3.42%) Linux
3 1 (0.68%) Android
3 1 (0.68%) Apple iOS
3 1 (0.68%) Windows
Processes & Methodologies
1 139 (95.21%) Machine Learning
2 128 (87.67%) AI
3 69 (47.26%) Data Science
4 65 (44.52%) MLOps
5 60 (41.10%) CI/CD
6 55 (37.67%) LLM
7 48 (32.88%) Containerisation
8 44 (30.14%) Generative AI
9 43 (29.45%) Analytics
10 42 (28.77%) Retrieval-Augmented Generation
11 41 (28.08%) Computer Science
12 38 (26.03%) Data Engineering
13 33 (22.60%) Data Pipeline
14 32 (21.92%) Metadata Management
15 29 (19.86%) Natural Language Processing
16 28 (19.18%) Stakeholder Management
16 28 (19.18%) Visualisation
17 27 (18.49%) Problem-Solving
18 25 (17.12%) Deep Learning
18 25 (17.12%) Observability
Programming Languages
1 122 (83.56%) Python
2 57 (39.04%) SQL
3 13 (8.90%) Java
4 11 (7.53%) TypeScript
5 10 (6.85%) C++
6 8 (5.48%) Go
7 7 (4.79%) Bash
7 7 (4.79%) R
8 6 (4.11%) PHP
9 5 (3.42%) JavaScript
10 2 (1.37%) Perl
10 2 (1.37%) Scala
11 1 (0.68%) C
11 1 (0.68%) C#
11 1 (0.68%) MATLAB
11 1 (0.68%) PowerShell
11 1 (0.68%) Rust
Qualifications
1 50 (34.25%) Degree
2 36 (24.66%) Master's Degree
3 24 (16.44%) Computer Science Degree
4 15 (10.27%) PhD
5 11 (7.53%) Security Cleared
6 6 (4.11%) SC Cleared
7 5 (3.42%) MCP
8 4 (2.74%) DV Cleared
9 3 (2.05%) CISSP
10 2 (1.37%) AWS Certification
10 2 (1.37%) CESG Certified Professional
10 2 (1.37%) DBS Check
10 2 (1.37%) Numerate Degree
10 2 (1.37%) OSCP
11 1 (0.68%) Azure Certification
11 1 (0.68%) BPSS Clearance
11 1 (0.68%) CISM
11 1 (0.68%) Microsoft Certification
Quality Assurance & Compliance
1 21 (14.38%) Data Quality
2 4 (2.74%) NIST
2 4 (2.74%) SLA
3 3 (2.05%) NIST 800
4 2 (1.37%) Def Stans
4 2 (1.37%) ISO/IEC 27001
4 2 (1.37%) JSP 440
4 2 (1.37%) NCSC
5 1 (0.68%) EU AI Act
5 1 (0.68%) GDPR
5 1 (0.68%) ISO 13485
System Software
1 61 (41.78%) Docker
2 2 (1.37%) GPFS
2 2 (1.37%) Lustre
2 2 (1.37%) Slurm Workload Manager
Systems Management
1 52 (35.62%) Kubernetes
2 30 (20.55%) Terraform
3 29 (19.86%) Kubeflow
4 9 (6.16%) Ansible
5 2 (1.37%) SELinux
6 1 (0.68%) Prometheus
Vendors
1 40 (27.40%) Databricks
2 24 (16.44%) OpenAI
3 17 (11.64%) Microsoft
4 15 (10.27%) NVIDIA
5 14 (9.59%) Dell
6 5 (3.42%) Automation Anywhere
6 5 (3.42%) SAP
6 5 (3.42%) UiPath
7 4 (2.74%) iManage
8 3 (2.05%) Google
9 2 (1.37%) Foundry
9 2 (1.37%) Splunk
10 1 (0.68%) CrowdStrike
10 1 (0.68%) Fortinet
10 1 (0.68%) Informatica
10 1 (0.68%) Intel
10 1 (0.68%) Palantir
10 1 (0.68%) Palo Alto