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 19 January 2026, with comparisons to the same periods in the previous two years.

6 months to
19 Jan 2026
Same period 2025 Same period 2024
Rank 487 585 601
Rank change year-on-year +98 +16 +273
Permanent jobs citing PyTorch 151 121 126
As % of all permanent jobs in the UK 0.25% 0.23% 0.21%
As % of the Libraries, Frameworks & Software Standards category 2.13% 1.06% 0.87%
Number of salaries quoted 79 59 90
10th Percentile £49,388 £42,500 £40,459
25th Percentile £57,500 £59,375 £52,500
Median annual salary (50th Percentile) £72,500 £72,500 £70,000
Median % change year-on-year - +3.57% -9.68%
75th Percentile £93,750 £97,500 £103,750
90th Percentile £115,000 £110,500 £147,500
UK excluding London median annual salary £67,500 £66,250 £65,000
% change year-on-year +1.89% +1.92% +13.04%

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 7,102 11,463 14,461
As % of all permanent jobs advertised in the UK 11.65% 21.58% 24.25%
Number of salaries quoted 5,246 6,722 11,778
10th Percentile £36,000 £40,000 £40,000
25th Percentile £50,000 £50,000 £48,750
Median annual salary (50th Percentile) £65,000 £65,000 £65,000
Median % change year-on-year - - -3.70%
75th Percentile £85,000 £85,000 £83,750
90th Percentile £108,375 £110,000 £105,000
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 19 January 2026.

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 19 January 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 +91 138 £72,500 - 563
London +87 97 £75,000 -15.60% 114
UK excluding London +46 37 £67,500 +1.89% 520
Work from Home +61 31 £77,500 +12.73% 281
East of England +35 15 £70,000 - 108
North of England +12 8 £67,500 -20.59% 81
South East +28 7 £67,500 +3.85% 154
North West +15 7 £65,000 -3.70% 29
South West -2 4 £90,000 +100.00% 76
West Midlands +31 3 £50,000 +66.67% 15
Midlands +25 3 £50,000 +66.67% 58
Yorkshire -20 1 £71,000 -16.47% 39

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 21 (13.91%) Apache Spark
2 14 (9.27%) Appian
3 13 (8.61%) Apache Airflow
4 8 (5.30%) Jupyter
5 4 (2.65%) SharePoint
6 2 (1.32%) ArcGIS
7 1 (0.66%) nginx
Applications
1 2 (1.32%) Chatbot
2 1 (0.66%) GNU Octave
Business Applications
1 1 (0.66%) NetSuite
1 1 (0.66%) Odoo
Cloud Services
1 69 (45.70%) Azure
2 59 (39.07%) AWS
3 42 (27.81%) GCP
4 23 (15.23%) Azure AI
5 17 (11.26%) Azure Machine Learning
6 11 (7.28%) Power Platform
7 10 (6.62%) Anthropic Claude
7 10 (6.62%) Azure Data Factory
7 10 (6.62%) H2O.ai
7 10 (6.62%) OpenShift
7 10 (6.62%) Power Automate
8 8 (5.30%) Amazon SageMaker
8 8 (5.30%) Serverless
9 7 (4.64%) SaaS
9 7 (4.64%) Vertex AI
10 6 (3.97%) AWS Lambda
10 6 (3.97%) Dagster
10 6 (3.97%) GitHub
10 6 (3.97%) n8n
10 6 (3.97%) Snowflake
Communications & Networking
1 2 (1.32%) InfiniBand
2 1 (0.66%) Broadband
2 1 (0.66%) LTE
2 1 (0.66%) Software-Defined Radio
2 1 (0.66%) Wi-Fi
2 1 (0.66%) Wireless
Database & Business Intelligence
1 21 (13.91%) Pinecone
2 13 (8.61%) Tableau
3 11 (7.28%) Data Lake
3 11 (7.28%) Data Warehouse
3 11 (7.28%) NoSQL
4 10 (6.62%) Metadata
4 10 (6.62%) SQL Server
4 10 (6.62%) Weaviate
5 9 (5.96%) Big Data
6 7 (4.64%) Elasticsearch
6 7 (4.64%) Hadoop
7 6 (3.97%) Amazon Redshift
7 6 (3.97%) Apache Iceberg
7 6 (3.97%) BigQuery
7 6 (3.97%) Delta Lake
7 6 (3.97%) Looker
8 5 (3.31%) MySQL
9 2 (1.32%) DynamoDB
9 2 (1.32%) GIS
9 2 (1.32%) Spatial Data
Development Applications
1 33 (21.85%) MLflow
2 3 (1.99%) Git
2 3 (1.99%) Jenkins
3 2 (1.32%) GitLab
4 1 (0.66%) Vite
General
1 49 (32.45%) Social Skills
2 39 (25.83%) Finance
3 24 (15.89%) Manufacturing
4 17 (11.26%) Analytical Skills
5 16 (10.60%) Inclusion and Diversity
6 10 (6.62%) Marketing
7 8 (5.30%) Legal
8 7 (4.64%) Public Sector
9 4 (2.65%) Banking
9 4 (2.65%) Retail
10 3 (1.99%) Electronics
10 3 (1.99%) Law
10 3 (1.99%) Telecoms
11 2 (1.32%) Games
11 2 (1.32%) Organisational Skills
12 1 (0.66%) Documentation Skills
12 1 (0.66%) Health Technology
12 1 (0.66%) Presentation Skills
12 1 (0.66%) Tech for Good
12 1 (0.66%) Wearables
Job Titles
1 33 (21.85%) Senior
2 23 (15.23%) Consultant
3 22 (14.57%) Artificial Intelligence Engineer
4 21 (13.91%) Data Scientist
5 18 (11.92%) Developer
6 14 (9.27%) Data Engineer
6 14 (9.27%) Lead
7 13 (8.61%) Data Consultant
8 12 (7.95%) Machine Learning Engineer
9 11 (7.28%) Artificial Intelligence Consultant
10 10 (6.62%) Automation Engineer
10 10 (6.62%) Senior Consultant
11 9 (5.96%) Machine Learning Consultant
12 7 (4.64%) Artificial Intelligence Developer
12 7 (4.64%) Python Developer
12 7 (4.64%) Senior Data Scientist
13 6 (3.97%) Data Science Engineer
14 5 (3.31%) Automation Developer
14 5 (3.31%) Lead Data Engineer
14 5 (3.31%) Machine Learning Scientist
Libraries, Frameworks & Software Standards
1 116 (76.82%) TensorFlow
2 51 (33.77%) scikit-learn
3 39 (25.83%) Pandas
4 28 (18.54%) LangChain
5 27 (17.88%) NumPy
6 25 (16.56%) Hugging Face
7 17 (11.26%) Faiss
7 17 (11.26%) REST
8 16 (10.60%) Django
8 16 (10.60%) FastAPI
9 14 (9.27%) RESTful
10 13 (8.61%) Google JAX
10 13 (8.61%) JAX
11 12 (7.95%) Keras
12 10 (6.62%) Flask
12 10 (6.62%) JWT
12 10 (6.62%) Node.js
12 10 (6.62%) OAuth
12 10 (6.62%) OpenAPI
12 10 (6.62%) Swagger
Miscellaneous
1 19 (12.58%) Algorithms
1 19 (12.58%) Low-Code
2 18 (11.92%) AI Agents
3 11 (7.28%) CUDA
3 11 (7.28%) Legacy Systems
4 10 (6.62%) Data Centre
4 10 (6.62%) Management Information System
5 9 (5.96%) Distributed Systems
6 8 (5.30%) Cloud Native
7 7 (4.64%) Product Ownership
8 4 (2.65%) Cyber Threat
8 4 (2.65%) Enterprise Software
8 4 (2.65%) Hackathon
8 4 (2.65%) Life Science
9 3 (1.99%) Animation
9 3 (1.99%) Data Structures
10 2 (1.32%) Greenfield Project
11 1 (0.66%) Blockchain
11 1 (0.66%) Self-Motivation
11 1 (0.66%) Team-Oriented Environment
Operating Systems
1 5 (3.31%) Linux
2 2 (1.32%) Unix
3 1 (0.66%) Android
3 1 (0.66%) Apple iOS
3 1 (0.66%) Robot Operating System
3 1 (0.66%) Windows
Processes & Methodologies
1 141 (93.38%) Machine Learning
2 134 (88.74%) AI
3 75 (49.67%) LLM
4 74 (49.01%) Data Science
5 60 (39.74%) Generative AI
6 53 (35.10%) Computer Science
6 53 (35.10%) MLOps
7 51 (33.77%) Analytics
7 51 (33.77%) Retrieval-Augmented Generation
8 47 (31.13%) CI/CD
9 43 (28.48%) Data Engineering
10 38 (25.17%) Data Pipeline
11 35 (23.18%) Problem-Solving
12 31 (20.53%) Stakeholder Management
13 30 (19.87%) Deep Learning
13 30 (19.87%) Open Source
14 29 (19.21%) Mathematics
15 28 (18.54%) Containerisation
15 28 (18.54%) Test Automation
16 27 (17.88%) Clean Code
Programming Languages
1 131 (86.75%) Python
2 46 (30.46%) SQL
3 14 (9.27%) Java
4 12 (7.95%) Go
4 12 (7.95%) R
5 11 (7.28%) TypeScript
6 10 (6.62%) Bash
7 9 (5.96%) C++
7 9 (5.96%) JavaScript
8 6 (3.97%) PHP
8 6 (3.97%) Scala
9 4 (2.65%) PowerShell
10 1 (0.66%) C
10 1 (0.66%) MATLAB
10 1 (0.66%) Perl
10 1 (0.66%) Rust
Qualifications
1 65 (43.05%) Degree
2 31 (20.53%) Master's Degree
3 26 (17.22%) PhD
4 23 (15.23%) Security Cleared
5 19 (12.58%) Computer Science Degree
6 17 (11.26%) SC Cleared
7 4 (2.65%) DV Cleared
7 4 (2.65%) MCP
7 4 (2.65%) Microsoft Certification
7 4 (2.65%) Numerate Degree
8 3 (1.99%) CISSP
9 2 (1.32%) AWS Certification
9 2 (1.32%) Azure Certification
9 2 (1.32%) CESG Certified Professional
9 2 (1.32%) DBS Check
9 2 (1.32%) OSCP
10 1 (0.66%) BPSS Clearance
10 1 (0.66%) CISM
Quality Assurance & Compliance
1 24 (15.89%) Data Quality
2 4 (2.65%) NIST
2 4 (2.65%) SLA
3 3 (1.99%) NIST 800
4 2 (1.32%) Def Stans
4 2 (1.32%) ISO/IEC 27001
4 2 (1.32%) JSP 440
4 2 (1.32%) NCSC
5 1 (0.66%) EU AI Act
5 1 (0.66%) GDPR
5 1 (0.66%) ISO 13485
System Software
1 49 (32.45%) Docker
2 2 (1.32%) GPFS
2 2 (1.32%) Lustre
2 2 (1.32%) Slurm Workload Manager
Systems Management
1 36 (23.84%) Kubernetes
2 10 (6.62%) Ansible
2 10 (6.62%) Terraform
3 7 (4.64%) Kubeflow
4 2 (1.32%) Prometheus
4 2 (1.32%) SELinux
5 1 (0.66%) Grafana
Vendors
1 32 (21.19%) OpenAI
2 28 (18.54%) Databricks
3 21 (13.91%) Microsoft
4 12 (7.95%) NVIDIA
5 11 (7.28%) Dell
6 10 (6.62%) Automation Anywhere
6 10 (6.62%) UiPath
7 6 (3.97%) Palantir
8 5 (3.31%) Foundry
9 4 (2.65%) CrowdStrike
9 4 (2.65%) Fortinet
9 4 (2.65%) iManage
9 4 (2.65%) Palo Alto
9 4 (2.65%) SAP
10 3 (1.99%) Google
11 2 (1.32%) Splunk
12 1 (0.66%) Intel