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 28 February 2026, with comparisons to the same periods in the previous two years.

6 months to
28 Feb 2026
Same period 2025 Same period 2024
Rank 491 550 652
Rank change year-on-year +59 +102 +224
Permanent jobs citing PyTorch 180 121 165
As % of all permanent jobs in the UK 0.26% 0.26% 0.22%
As % of the Libraries, Frameworks & Software Standards category 2.32% 1.16% 0.93%
Number of salaries quoted 79 59 121
10th Percentile £52,500 £42,500 £45,750
25th Percentile £57,500 £60,000 £55,000
Median annual salary (50th Percentile) £75,000 £80,000 £70,000
Median % change year-on-year -6.25% +14.29% -6.67%
75th Percentile £95,000 £97,500 £97,500
90th Percentile £115,000 £113,000 £137,500
UK excluding London median annual salary £67,500 £67,500 £62,500
% change year-on-year - +8.00% +8.70%

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 7,768 10,440 17,685
As % of all permanent jobs advertised in the UK 11.09% 22.09% 23.32%
Number of salaries quoted 5,706 6,563 14,323
10th Percentile £36,250 £40,000 £37,500
25th Percentile £50,000 £51,250 £47,500
Median annual salary (50th Percentile) £65,000 £66,225 £61,000
Median % change year-on-year -1.85% +8.57% -9.63%
75th Percentile £85,000 £86,250 £80,001
90th Percentile £105,625 £110,000 £100,000
UK excluding London median annual salary £60,000 £60,000 £55,000
% change year-on-year - +9.09% -4.35%

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 28 February 2026.

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 28 February 2026. 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 +55 140 £75,000 -6.25% 94
London +64 94 £77,500 -13.89% 62
Work from Home +32 47 £77,500 +14.81% 44
UK excluding London -12 46 £67,500 - 49
East of England +14 16 £75,000 - 5
North of England -14 10 £67,500 -12.90% 8
North West -3 9 £65,000 -23.76% 3
South East -10 8 £67,500 - 21
Midlands +3 7 £55,000 +83.33% 3
West Midlands +15 4 £55,000 +83.33% 2
South West -13 3 £90,000 +100.00% 8
East Midlands - 3 £70,000 - 1
Scotland -18 1 £100,000 +17.65% 2
Northern Ireland -26 1 - - 1
Yorkshire -36 1 £71,000 +1.43% 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 22 (12.22%) ArcGIS
2 21 (11.67%) Apache Spark
3 16 (8.89%) Appian
4 15 (8.33%) Apache Airflow
5 10 (5.56%) Jupyter
6 1 (0.56%) SharePoint
Applications
1 2 (1.11%) Chatbot
2 1 (0.56%) GNU Octave
2 1 (0.56%) Microsoft Excel
2 1 (0.56%) Microsoft Office
2 1 (0.56%) Microsoft PowerPoint
Business Applications
1 1 (0.56%) NetSuite
1 1 (0.56%) Odoo
Cloud Services
1 87 (48.33%) Azure
2 77 (42.78%) AWS
3 38 (21.11%) GCP
4 21 (11.67%) Azure Machine Learning
5 20 (11.11%) Azure AI
6 12 (6.67%) Amazon SageMaker
6 12 (6.67%) Anthropic Claude
6 12 (6.67%) Azure Data Factory
6 12 (6.67%) Power Automate
7 11 (6.11%) Snowflake
8 10 (5.56%) SaaS
8 10 (5.56%) Vertex AI
9 9 (5.00%) Dagster
9 9 (5.00%) H2O.ai
9 9 (5.00%) OpenShift
9 9 (5.00%) Serverless
10 7 (3.89%) GitHub
10 7 (3.89%) Power Platform
11 6 (3.33%) AWS Lambda
12 5 (2.78%) Amazon EC2
Communications & Networking
1 11 (6.11%) Broadband
2 2 (1.11%) InfiniBand
3 1 (0.56%) LTE
3 1 (0.56%) Software-Defined Radio
3 1 (0.56%) Wi-Fi
3 1 (0.56%) Wireless
Database & Business Intelligence
1 26 (14.44%) Pinecone
2 23 (12.78%) GIS
2 23 (12.78%) QGIS
2 23 (12.78%) Spatial Data
3 17 (9.44%) Metadata
4 15 (8.33%) Tableau
5 13 (7.22%) Data Warehouse
5 13 (7.22%) Weaviate
6 12 (6.67%) SQL Server
7 10 (5.56%) Amazon Redshift
8 9 (5.00%) Apache Iceberg
8 9 (5.00%) BigQuery
8 9 (5.00%) Data Lake
8 9 (5.00%) Delta Lake
8 9 (5.00%) Elasticsearch
8 9 (5.00%) Looker
9 7 (3.89%) Big Data
9 7 (3.89%) Hadoop
10 6 (3.33%) MySQL
10 6 (3.33%) NoSQL
Development Applications
1 39 (21.67%) MLflow
2 5 (2.78%) Git
3 3 (1.67%) GitLab
3 3 (1.67%) Jenkins
General
1 52 (28.89%) Social Skills
2 40 (22.22%) Finance
3 24 (13.33%) Analytical Skills
4 19 (10.56%) Inclusion and Diversity
4 19 (10.56%) Manufacturing
5 9 (5.00%) Marketing
6 6 (3.33%) Public Sector
7 5 (2.78%) Legal
8 4 (2.22%) Banking
9 3 (1.67%) Advertising
9 3 (1.67%) Electronics
9 3 (1.67%) Law
9 3 (1.67%) Telecoms
10 2 (1.11%) Organisational Skills
11 1 (0.56%) Back Office
11 1 (0.56%) Financial Institution
11 1 (0.56%) French Language
11 1 (0.56%) Games
11 1 (0.56%) Investment Banking
11 1 (0.56%) Presentation Skills
Job Titles
1 44 (24.44%) Consultant
2 34 (18.89%) Senior
3 33 (18.33%) Artificial Intelligence Consultant
4 26 (14.44%) Artificial Intelligence Engineer
4 26 (14.44%) Lead
5 25 (13.89%) Machine Learning Consultant
6 20 (11.11%) Spatial Consultant
7 19 (10.56%) Data Scientist
8 16 (8.89%) Data Consultant
9 13 (7.22%) Data Engineer
9 13 (7.22%) Senior Consultant
10 12 (6.67%) Automation Engineer
10 12 (6.67%) Machine Learning Engineer
11 9 (5.00%) Developer
12 6 (3.33%) Data Science Engineer
12 6 (3.33%) Senior Data Scientist
13 5 (2.78%) Lead Data Engineer
13 5 (2.78%) Machine Learning Scientist
14 4 (2.22%) Artificial Intelligence Developer
14 4 (2.22%) Development Manager
Libraries, Frameworks & Software Standards
1 130 (72.22%) TensorFlow
2 52 (28.89%) scikit-learn
3 36 (20.00%) Pandas
4 27 (15.00%) Hugging Face
5 26 (14.44%) LangChain
5 26 (14.44%) NumPy
6 22 (12.22%) Faiss
7 19 (10.56%) REST
8 18 (10.00%) Django
9 17 (9.44%) FastAPI
10 15 (8.33%) RESTful
11 14 (7.78%) Flask
12 12 (6.67%) Google JAX
12 12 (6.67%) JAX
12 12 (6.67%) JWT
12 12 (6.67%) Keras
12 12 (6.67%) OAuth
12 12 (6.67%) OpenAPI
12 12 (6.67%) pytest
12 12 (6.67%) Swagger
Miscellaneous
1 41 (22.78%) Algorithms
2 17 (9.44%) Low-Code
3 14 (7.78%) AI Agents
4 12 (6.67%) Legacy Systems
5 11 (6.11%) Distributed Systems
5 11 (6.11%) Video\Live Streaming
6 10 (5.56%) CUDA
6 10 (5.56%) Product Ownership
7 9 (5.00%) Data Centre
7 9 (5.00%) Management Information System
8 8 (4.44%) Cloud Native
9 4 (2.22%) Cyber Threat
9 4 (2.22%) Enterprise Software
9 4 (2.22%) Hackathon
9 4 (2.22%) Life Science
9 4 (2.22%) Robotics
10 3 (1.67%) Animation
10 3 (1.67%) Data Structures
10 3 (1.67%) Over-the-Top Content
11 2 (1.11%) Greenfield Project
Operating Systems
1 5 (2.78%) Linux
2 2 (1.11%) Robot Operating System
2 2 (1.11%) Unix
3 1 (0.56%) Windows
Processes & Methodologies
1 168 (93.33%) Machine Learning
2 166 (92.22%) AI
3 100 (55.56%) Data Science
4 83 (46.11%) LLM
5 78 (43.33%) Generative AI
6 69 (38.33%) Analytics
7 65 (36.11%) MLOps
8 61 (33.89%) CI/CD
9 58 (32.22%) Computer Science
10 55 (30.56%) Retrieval-Augmented Generation
11 53 (29.44%) Stakeholder Management
12 51 (28.33%) Computer Vision
13 50 (27.78%) Data Engineering
13 50 (27.78%) Feature Engineering
14 48 (26.67%) Data Pipeline
15 45 (25.00%) Technical Leadership
16 40 (22.22%) Validation
17 38 (21.11%) Deep Learning
18 37 (20.56%) Data Analysis
19 36 (20.00%) Open Source
Programming Languages
1 163 (90.56%) Python
2 43 (23.89%) SQL
3 17 (9.44%) Java
4 15 (8.33%) Go
5 13 (7.22%) Bash
5 13 (7.22%) R
6 11 (6.11%) JavaScript
7 9 (5.00%) C++
7 9 (5.00%) Scala
8 5 (2.78%) PHP
8 5 (2.78%) TypeScript
9 4 (2.22%) PowerShell
10 1 (0.56%) C
10 1 (0.56%) MATLAB
Qualifications
1 66 (36.67%) Degree
2 26 (14.44%) PhD
3 25 (13.89%) Master's Degree
4 24 (13.33%) Security Cleared
5 19 (10.56%) SC Cleared
6 15 (8.33%) Computer Science Degree
7 4 (2.22%) Microsoft Certification
7 4 (2.22%) Numerate Degree
8 3 (1.67%) AWS Certification
8 3 (1.67%) Azure Certification
8 3 (1.67%) CISSP
8 3 (1.67%) DV Cleared
9 2 (1.11%) CESG Certified Professional
9 2 (1.11%) DBS Check
9 2 (1.11%) Microsoft Certified Professional
9 2 (1.11%) OSCP
9 2 (1.11%) Postgraduate
10 1 (0.56%) BPSS Clearance
10 1 (0.56%) CISM
Quality Assurance & Compliance
1 27 (15.00%) Data Quality
2 20 (11.11%) Accessibility
2 20 (11.11%) QA
3 4 (2.22%) NIST
3 4 (2.22%) SLA
4 3 (1.67%) NIST 800
5 2 (1.11%) Def Stans
5 2 (1.11%) ISO/IEC 27001
5 2 (1.11%) JSP 440
5 2 (1.11%) NCSC
6 1 (0.56%) EU AI Act
6 1 (0.56%) GDPR
6 1 (0.56%) ISO 13485
System Software
1 50 (27.78%) Docker
2 2 (1.11%) GPFS
2 2 (1.11%) Lustre
2 2 (1.11%) Slurm Workload Manager
Systems Management
1 40 (22.22%) Kubernetes
2 11 (6.11%) Ansible
3 9 (5.00%) Terraform
4 6 (3.33%) Kubeflow
5 2 (1.11%) Grafana
5 2 (1.11%) Prometheus
5 2 (1.11%) SELinux
6 1 (0.56%) Argo
Vendors
1 31 (17.22%) Databricks
2 29 (16.11%) OpenAI
3 17 (9.44%) Microsoft
4 12 (6.67%) Automation Anywhere
4 12 (6.67%) UiPath
5 11 (6.11%) NVIDIA
6 10 (5.56%) Dell
7 9 (5.00%) Palantir
8 5 (2.78%) Foundry
8 5 (2.78%) Google
9 4 (2.22%) CrowdStrike
9 4 (2.22%) Fortinet
9 4 (2.22%) Palo Alto
9 4 (2.22%) SAP
10 2 (1.11%) Intel
10 2 (1.11%) Splunk
11 1 (0.56%) IBM
11 1 (0.56%) iManage