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

6 months to
13 Feb 2026
Same period 2025 Same period 2024
Rank 501 582 624
Rank change year-on-year +81 +42 +270
Permanent jobs citing PyTorch 160 113 163
As % of all permanent jobs in the UK 0.24% 0.23% 0.22%
As % of the Libraries, Frameworks & Software Standards category 2.11% 1.03% 0.94%
Number of salaries quoted 81 55 120
10th Percentile £52,500 £42,500 £41,248
25th Percentile £57,500 £59,375 £53,438
Median annual salary (50th Percentile) £75,000 £70,000 £70,000
Median % change year-on-year +7.14% - -8.20%
75th Percentile £95,000 £96,250 £97,500
90th Percentile £115,000 £110,000 £138,000
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 7,567 11,016 17,369
As % of all permanent jobs advertised in the UK 11.35% 22.13% 23.41%
Number of salaries quoted 5,564 6,643 14,288
10th Percentile £36,250 £40,000 £37,500
25th Percentile £50,000 £51,250 £47,500
Median annual salary (50th Percentile) £65,000 £66,100 £61,500
Median % change year-on-year -1.66% +7.48% -8.89%
75th Percentile £85,000 £86,250 £81,250
90th Percentile £107,500 £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 13 February 2026.

Salary histogram for PyTorch in the UK

PyTorch
Top 14 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 13 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 +77 137 £73,750 +5.36% 107
London +79 93 £77,500 -12.79% 75
UK excluding London -2 42 £67,500 - 52
Work from Home +51 41 £77,500 +14.81% 62
East of England +23 15 £75,000 - 5
North of England -5 9 £65,000 -16.13% 13
South East +25 8 £67,500 +1.89% 24
North West +9 8 £65,000 -14.90% 11
Midlands +14 6 £55,000 +83.33% 3
West Midlands +19 4 £55,000 +83.33%
South West -18 3 £90,000 +100.00% 5
East Midlands - 2 £70,000 - 3
Scotland -21 1 £100,000 +17.65% 1
Yorkshire -35 1 £71,000 -8.39% 2

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 (13.75%) Apache Spark
2 16 (10.00%) Appian
3 15 (9.38%) Apache Airflow
4 10 (6.25%) Jupyter
5 7 (4.38%) ArcGIS
6 4 (2.50%) SharePoint
Applications
1 2 (1.25%) Chatbot
2 1 (0.63%) GNU Octave
Business Applications
1 1 (0.63%) NetSuite
1 1 (0.63%) Odoo
Cloud Services
1 72 (45.00%) Azure
2 60 (37.50%) AWS
3 38 (23.75%) GCP
4 23 (14.38%) Azure AI
5 21 (13.13%) Azure Machine Learning
6 12 (7.50%) Amazon SageMaker
6 12 (7.50%) Anthropic Claude
6 12 (7.50%) Azure Data Factory
6 12 (7.50%) Power Automate
7 10 (6.25%) Power Platform
7 10 (6.25%) Vertex AI
8 9 (5.63%) Dagster
8 9 (5.63%) H2O.ai
8 9 (5.63%) OpenShift
8 9 (5.63%) SaaS
8 9 (5.63%) Serverless
8 9 (5.63%) Snowflake
9 7 (4.38%) AWS Lambda
9 7 (4.38%) GitHub
10 6 (3.75%) GitHub Actions
Communications & Networking
1 7 (4.38%) Broadband
2 2 (1.25%) InfiniBand
3 1 (0.63%) LTE
3 1 (0.63%) Software-Defined Radio
3 1 (0.63%) Wi-Fi
3 1 (0.63%) Wireless
Database & Business Intelligence
1 26 (16.25%) Pinecone
2 16 (10.00%) Tableau
3 13 (8.13%) Data Warehouse
3 13 (8.13%) Metadata
3 13 (8.13%) Weaviate
4 12 (7.50%) SQL Server
5 10 (6.25%) Amazon Redshift
5 10 (6.25%) Elasticsearch
6 9 (5.63%) Apache Iceberg
6 9 (5.63%) BigQuery
6 9 (5.63%) Data Lake
6 9 (5.63%) Delta Lake
6 9 (5.63%) Looker
6 9 (5.63%) NoSQL
7 8 (5.00%) Big Data
7 8 (5.00%) Hadoop
8 7 (4.38%) GIS
8 7 (4.38%) QGIS
8 7 (4.38%) Spatial Data
9 5 (3.13%) MySQL
Development Applications
1 37 (23.13%) MLflow
2 3 (1.88%) GitLab
2 3 (1.88%) Jenkins
3 2 (1.25%) Git
General
1 46 (28.75%) Social Skills
2 42 (26.25%) Finance
3 19 (11.88%) Manufacturing
4 18 (11.25%) Analytical Skills
4 18 (11.25%) Inclusion and Diversity
5 10 (6.25%) Marketing
6 8 (5.00%) Legal
7 6 (3.75%) Public Sector
8 4 (2.50%) Advertising
8 4 (2.50%) Banking
9 3 (1.88%) Electronics
9 3 (1.88%) Law
9 3 (1.88%) Telecoms
10 2 (1.25%) Games
10 2 (1.25%) Organisational Skills
11 1 (0.63%) Documentation Skills
11 1 (0.63%) Financial Institution
11 1 (0.63%) Health Technology
11 1 (0.63%) Investment Banking
11 1 (0.63%) Presentation Skills
Job Titles
1 36 (22.50%) Senior
2 28 (17.50%) Consultant
3 26 (16.25%) Artificial Intelligence Engineer
4 22 (13.75%) Lead
5 18 (11.25%) Artificial Intelligence Consultant
6 17 (10.63%) Data Scientist
7 16 (10.00%) Data Consultant
8 13 (8.13%) Data Engineer
8 13 (8.13%) Developer
8 13 (8.13%) Senior Consultant
9 12 (7.50%) Automation Engineer
10 11 (6.88%) Machine Learning Consultant
10 11 (6.88%) Machine Learning Engineer
11 6 (3.75%) Data Science Engineer
12 5 (3.13%) Artificial Intelligence Developer
12 5 (3.13%) Lead Data Engineer
12 5 (3.13%) Machine Learning Scientist
12 5 (3.13%) Python Developer
12 5 (3.13%) Spatial Consultant
13 4 (2.50%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 122 (76.25%) TensorFlow
2 49 (30.63%) scikit-learn
3 35 (21.88%) Pandas
4 27 (16.88%) Hugging Face
4 27 (16.88%) LangChain
5 25 (15.63%) NumPy
6 22 (13.75%) Faiss
7 19 (11.88%) REST
8 17 (10.63%) Django
8 17 (10.63%) FastAPI
9 14 (8.75%) RESTful
10 12 (7.50%) Flask
10 12 (7.50%) JWT
10 12 (7.50%) OAuth
10 12 (7.50%) OpenAPI
10 12 (7.50%) pytest
10 12 (7.50%) Swagger
10 12 (7.50%) Web Services
11 11 (6.88%) Google JAX
11 11 (6.88%) JAX
Miscellaneous
1 25 (15.63%) Algorithms
2 20 (12.50%) Low-Code
3 18 (11.25%) AI Agents
4 12 (7.50%) Legacy Systems
5 11 (6.88%) Distributed Systems
6 10 (6.25%) Product Ownership
7 9 (5.63%) CUDA
7 9 (5.63%) Data Centre
7 9 (5.63%) Management Information System
8 8 (5.00%) Cloud Native
9 7 (4.38%) Video\Live Streaming
10 4 (2.50%) Cyber Threat
10 4 (2.50%) Enterprise Software
10 4 (2.50%) Hackathon
10 4 (2.50%) Life Science
10 4 (2.50%) Robotics
11 3 (1.88%) Animation
11 3 (1.88%) Data Structures
11 3 (1.88%) Over-the-Top Content
12 2 (1.25%) Embedded Systems
Operating Systems
1 5 (3.13%) Linux
2 2 (1.25%) Robot Operating System
2 2 (1.25%) Unix
3 1 (0.63%) Windows
Processes & Methodologies
1 149 (93.13%) Machine Learning
2 146 (91.25%) AI
3 80 (50.00%) Data Science
3 80 (50.00%) LLM
4 71 (44.38%) Generative AI
5 58 (36.25%) MLOps
6 56 (35.00%) Computer Science
7 54 (33.75%) CI/CD
8 53 (33.13%) Retrieval-Augmented Generation
9 52 (32.50%) Analytics
10 48 (30.00%) Data Engineering
10 48 (30.00%) Data Pipeline
11 38 (23.75%) Stakeholder Management
12 36 (22.50%) Deep Learning
12 36 (22.50%) Open Source
13 35 (21.88%) Feature Engineering
14 33 (20.63%) Problem-Solving
15 32 (20.00%) Test Automation
16 31 (19.38%) Clean Code
16 31 (19.38%) Computer Vision
Programming Languages
1 143 (89.38%) Python
2 42 (26.25%) SQL
3 17 (10.63%) Java
4 15 (9.38%) Go
5 13 (8.13%) Bash
5 13 (8.13%) R
6 10 (6.25%) JavaScript
7 9 (5.63%) C++
7 9 (5.63%) Scala
8 8 (5.00%) TypeScript
9 5 (3.13%) PHP
10 4 (2.50%) PowerShell
11 1 (0.63%) C
11 1 (0.63%) MATLAB
Qualifications
1 62 (38.75%) Degree
2 25 (15.63%) PhD
3 24 (15.00%) Master's Degree
4 23 (14.38%) Security Cleared
5 19 (11.88%) SC Cleared
6 16 (10.00%) Computer Science Degree
7 4 (2.50%) Microsoft Certification
7 4 (2.50%) Numerate Degree
8 3 (1.88%) AWS Certification
8 3 (1.88%) Azure Certification
8 3 (1.88%) CISSP
8 3 (1.88%) DV Cleared
9 2 (1.25%) CESG Certified Professional
9 2 (1.25%) DBS Check
9 2 (1.25%) Microsoft Certified Professional
9 2 (1.25%) OSCP
10 1 (0.63%) BPSS Clearance
10 1 (0.63%) CISM
Quality Assurance & Compliance
1 26 (16.25%) Data Quality
2 5 (3.13%) Accessibility
2 5 (3.13%) QA
3 4 (2.50%) NIST
3 4 (2.50%) SLA
4 3 (1.88%) NIST 800
5 2 (1.25%) Def Stans
5 2 (1.25%) ISO/IEC 27001
5 2 (1.25%) JSP 440
5 2 (1.25%) NCSC
6 1 (0.63%) EU AI Act
6 1 (0.63%) GDPR
6 1 (0.63%) ISO 13485
System Software
1 50 (31.25%) Docker
2 2 (1.25%) GPFS
2 2 (1.25%) Lustre
2 2 (1.25%) Slurm Workload Manager
Systems Management
1 39 (24.38%) Kubernetes
2 11 (6.88%) Ansible
3 10 (6.25%) Terraform
4 6 (3.75%) Kubeflow
5 2 (1.25%) Grafana
5 2 (1.25%) Prometheus
5 2 (1.25%) SELinux
6 1 (0.63%) Argo
Vendors
1 33 (20.63%) OpenAI
2 31 (19.38%) Databricks
3 20 (12.50%) Microsoft
4 12 (7.50%) Automation Anywhere
4 12 (7.50%) UiPath
5 11 (6.88%) NVIDIA
6 10 (6.25%) Dell
7 9 (5.63%) Palantir
8 5 (3.13%) Foundry
9 4 (2.50%) CrowdStrike
9 4 (2.50%) Fortinet
9 4 (2.50%) Google
9 4 (2.50%) iManage
9 4 (2.50%) Palo Alto
9 4 (2.50%) SAP
10 2 (1.25%) Intel
10 2 (1.25%) Splunk
11 1 (0.63%) IBM