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 31 March 2026, with comparisons to the same periods in the previous two years.

6 months to
31 Mar 2026
Same period 2025 Same period 2024
Rank 493 501 680
Rank change year-on-year +8 +179 +178
Permanent jobs citing PyTorch 218 121 175
As % of all permanent jobs in the UK 0.28% 0.30% 0.20%
As % of the Libraries, Frameworks & Software Standards category 2.64% 1.38% 0.88%
Number of salaries quoted 85 68 117
10th Percentile £46,939 £46,750 £46,050
25th Percentile £57,251 £62,000 £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 £100,000 £88,750
90th Percentile £115,000 £120,000 £135,250
UK excluding London median annual salary £66,250 £68,750 £63,750
% change year-on-year -3.64% +7.84% +2.00%

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 8,272 8,797 19,782
As % of all permanent jobs advertised in the UK 10.47% 21.49% 22.10%
Number of salaries quoted 6,059 6,587 15,468
10th Percentile £36,250 £38,750 £36,250
25th Percentile £50,000 £50,000 £46,250
Median annual salary (50th Percentile) £65,000 £66,200 £60,000
Median % change year-on-year -1.81% +10.33% -11.11%
75th Percentile £85,000 £86,250 £80,000
90th Percentile £100,000 £111,250 £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 31 March 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 31 March 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 +17 176 £75,000 -6.25% 120
London +39 117 £80,000 -10.55% 83
UK excluding London -51 62 £66,250 -3.64% 60
Work from Home +13 54 £65,000 -3.70% 53
East of England -20 22 £80,000 +25.00% 8
North of England -58 13 £72,500 -6.45% 4
North West -15 12 £72,500 -14.96% 3
Midlands -18 11 £55,000 -24.14% 3
South East -29 7 £67,500 -10.00% 29
South West -41 6 £60,000 +33.33% 10
East Midlands -41 6 £70,000 -3.45% 1
West Midlands - 5 £52,500 - 2
Scotland -34 2 £79,283 -6.73% 6
Northern Ireland -35 1 - -
Yorkshire -50 1 - - 1

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 42 (19.27%) Apache Airflow
1 42 (19.27%) Apache Spark
2 22 (10.09%) ArcGIS
3 16 (7.34%) Appian
4 10 (4.59%) Jupyter
5 1 (0.46%) Apache
Applications
1 4 (1.83%) Chatbot
2 1 (0.46%) Microsoft Excel
2 1 (0.46%) Microsoft Office
2 1 (0.46%) Microsoft PowerPoint
Business Applications
1 1 (0.46%) NetSuite
1 1 (0.46%) Odoo
Cloud Services
1 115 (52.75%) Azure
2 105 (48.17%) AWS
3 64 (29.36%) GCP
4 35 (16.06%) Snowflake
5 33 (15.14%) Power Platform
6 24 (11.01%) Azure Machine Learning
7 23 (10.55%) Azure Synapse Analytics
7 23 (10.55%) dbt
8 19 (8.72%) Azure AI
9 14 (6.42%) Anthropic Claude
10 12 (5.50%) Azure Data Factory
10 12 (5.50%) Power Automate
11 11 (5.05%) Amazon SageMaker
11 11 (5.05%) Vertex AI
12 10 (4.59%) Dagster
13 9 (4.13%) SaaS
13 9 (4.13%) Serverless
14 8 (3.67%) H2O.ai
14 8 (3.67%) OpenShift
14 8 (3.67%) Prefect
Communications & Networking
1 17 (7.80%) Broadband
2 2 (0.92%) InfiniBand
3 1 (0.46%) LTE
3 1 (0.46%) Software-Defined Radio
3 1 (0.46%) Wi-Fi
3 1 (0.46%) Wireless
Database & Business Intelligence
1 37 (16.97%) Tableau
2 36 (16.51%) Data Warehouse
3 33 (15.14%) Amazon Redshift
4 32 (14.68%) BigQuery
4 32 (14.68%) Elasticsearch
4 32 (14.68%) Looker
5 31 (14.22%) Data Lake
6 28 (12.84%) Pinecone
7 27 (12.39%) Power BI
8 23 (10.55%) GIS
8 23 (10.55%) QGIS
8 23 (10.55%) Snowflake Schema
8 23 (10.55%) Spatial Data
9 16 (7.34%) Metadata
9 16 (7.34%) Weaviate
10 12 (5.50%) SQL Server
11 9 (4.13%) Apache Iceberg
11 9 (4.13%) Delta Lake
12 7 (3.21%) Hadoop
13 6 (2.75%) MySQL
Development Applications
1 65 (29.82%) MLflow
2 10 (4.59%) Git
3 4 (1.83%) GitLab
4 3 (1.38%) Jenkins
General
1 54 (24.77%) Analytical Skills
2 51 (23.39%) Social Skills
3 39 (17.89%) Finance
4 19 (8.72%) Inclusion and Diversity
5 18 (8.26%) Manufacturing
6 9 (4.13%) Marketing
7 8 (3.67%) Public Sector
8 4 (1.83%) Banking
8 4 (1.83%) Legal
9 3 (1.38%) Advertising
9 3 (1.38%) Electronics
9 3 (1.38%) Law
9 3 (1.38%) Pharmaceutical
9 3 (1.38%) Retail
9 3 (1.38%) Telecoms
10 2 (0.92%) Organisational Skills
11 1 (0.46%) Documentation Skills
11 1 (0.46%) French Language
11 1 (0.46%) Health Technology
11 1 (0.46%) Presentation Skills
Job Titles
1 60 (27.52%) Senior
2 44 (20.18%) Consultant
3 33 (15.14%) Artificial Intelligence Consultant
4 29 (13.30%) Lead
5 26 (11.93%) Artificial Intelligence Engineer
6 25 (11.47%) Machine Learning Consultant
7 23 (10.55%) Data Scientist
7 23 (10.55%) Senior Systems Engineer
7 23 (10.55%) Systems Engineer
8 20 (9.17%) Spatial Consultant
9 16 (7.34%) Data Consultant
10 14 (6.42%) Developer
11 13 (5.96%) Senior Consultant
12 12 (5.50%) Automation Engineer
12 12 (5.50%) Data Engineer
12 12 (5.50%) Machine Learning Engineer
13 11 (5.05%) Machine Learning Scientist
14 7 (3.21%) Senior Data Scientist
15 6 (2.75%) Architect
15 6 (2.75%) Python Developer
Libraries, Frameworks & Software Standards
1 157 (72.02%) TensorFlow
2 80 (36.70%) scikit-learn
3 49 (22.48%) LangChain
4 40 (18.35%) Pandas
5 28 (12.84%) LlamaIndex
5 28 (12.84%) NumPy
6 27 (12.39%) Kafka
7 26 (11.93%) Hugging Face
8 24 (11.01%) Faiss
9 23 (10.55%) pgvector
10 20 (9.17%) REST
11 18 (8.26%) Django
11 18 (8.26%) FastAPI
12 17 (7.80%) Google JAX
12 17 (7.80%) JAX
13 16 (7.34%) RESTful
14 14 (6.42%) Flask
15 13 (5.96%) OAuth
15 13 (5.96%) pytest
15 13 (5.96%) XGBoost
Miscellaneous
1 49 (22.48%) Algorithms
2 31 (14.22%) Cloud Native
3 23 (10.55%) Clustering
3 23 (10.55%) Public Cloud
4 16 (7.34%) Low-Code
5 15 (6.88%) AI Agents
6 13 (5.96%) Video\Live Streaming
7 12 (5.50%) Distributed Systems
7 12 (5.50%) Legacy Systems
8 11 (5.05%) CUDA
9 10 (4.59%) Product Ownership
10 8 (3.67%) Data Centre
10 8 (3.67%) Management Information System
11 5 (2.29%) Over-the-Top Content
12 4 (1.83%) Cyber Threat
12 4 (1.83%) Enterprise Software
12 4 (1.83%) Hackathon
12 4 (1.83%) Life Science
12 4 (1.83%) Robotics
13 3 (1.38%) Animation
Operating Systems
1 9 (4.13%) Linux
2 2 (0.92%) Robot Operating System
3 1 (0.46%) Windows
Processes & Methodologies
1 203 (93.12%) Machine Learning
2 196 (89.91%) AI
3 131 (60.09%) Data Science
4 107 (49.08%) Generative AI
5 92 (42.20%) Analytics
6 88 (40.37%) LLM
7 83 (38.07%) Retrieval-Augmented Generation
8 76 (34.86%) Data Pipeline
9 74 (33.94%) Feature Engineering
10 70 (32.11%) Data Engineering
11 67 (30.73%) MLOps
12 62 (28.44%) Computer Science
13 60 (27.52%) CI/CD
14 57 (26.15%) Computer Vision
15 55 (25.23%) Data Management
16 53 (24.31%) Stakeholder Management
17 51 (23.39%) Prompt Engineering
18 50 (22.94%) Predictive Modelling
19 47 (21.56%) Technical Leadership
20 45 (20.64%) Use Case
Programming Languages
1 200 (91.74%) Python
2 66 (30.28%) SQL
3 17 (7.80%) Java
4 15 (6.88%) Go
5 12 (5.50%) JavaScript
5 12 (5.50%) R
6 11 (5.05%) Bash
7 9 (4.13%) C++
7 9 (4.13%) Scala
8 5 (2.29%) PHP
9 4 (1.83%) PowerShell
9 4 (1.83%) TypeScript
10 1 (0.46%) C
10 1 (0.46%) MATLAB
Qualifications
1 76 (34.86%) Degree
2 31 (14.22%) PhD
3 29 (13.30%) Master's Degree
4 28 (12.84%) Security Cleared
5 19 (8.72%) SC Cleared
6 13 (5.96%) Computer Science Degree
7 5 (2.29%) DBS Check
7 5 (2.29%) DV Cleared
8 4 (1.83%) Microsoft Certification
8 4 (1.83%) Numerate Degree
9 3 (1.38%) Azure Certification
9 3 (1.38%) Postgraduate
10 2 (0.92%) CESG Certified Professional
10 2 (0.92%) CISSP
10 2 (0.92%) Microsoft Certified Professional
10 2 (0.92%) OSCP
11 1 (0.46%) AWS Certification
11 1 (0.46%) BPSS Clearance
Quality Assurance & Compliance
1 26 (11.93%) Data Quality
2 24 (11.01%) GDPR
3 23 (10.55%) California Consumer Privacy Act
4 21 (9.63%) Accessibility
5 20 (9.17%) QA
6 4 (1.83%) SLA
7 3 (1.38%) NIST
8 2 (0.92%) Def Stans
8 2 (0.92%) JSP 440
8 2 (0.92%) NCSC
8 2 (0.92%) NIST 800
9 1 (0.46%) EU AI Act
9 1 (0.46%) ISO 13485
9 1 (0.46%) ISO/IEC 27001
System Software
1 54 (24.77%) Docker
2 2 (0.92%) GPFS
2 2 (0.92%) Lustre
2 2 (0.92%) Slurm Workload Manager
Systems Management
1 43 (19.72%) Kubernetes
2 12 (5.50%) Ansible
3 11 (5.05%) Kubeflow
3 11 (5.05%) Terraform
4 4 (1.83%) Grafana
5 3 (1.38%) Prometheus
6 2 (0.92%) SELinux
7 1 (0.46%) Argo
Vendors
1 61 (27.98%) Databricks
2 32 (14.68%) Dell
2 32 (14.68%) OpenAI
3 23 (10.55%) Cloudera
4 16 (7.34%) Microsoft
5 12 (5.50%) Automation Anywhere
5 12 (5.50%) UiPath
6 10 (4.59%) NVIDIA
7 9 (4.13%) Palantir
8 7 (3.21%) Google
9 5 (2.29%) Foundry
10 4 (1.83%) CrowdStrike
10 4 (1.83%) Fortinet
10 4 (1.83%) Palo Alto
10 4 (1.83%) SAP
11 2 (0.92%) Intel
11 2 (0.92%) Splunk
12 1 (0.46%) Dataiku
12 1 (0.46%) DataRobot
12 1 (0.46%) IBM