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 17 May 2026, with comparisons to the same periods in the previous two years.

6 months to
17 May 2026
Same period 2025 Same period 2024
Rank 503 554 725
Rank change year-on-year +51 +171 +96
Permanent jobs citing PyTorch 212 105 158
As % of all permanent jobs in the UK 0.23% 0.24% 0.16%
As % of the Libraries, Frameworks & Software Standards category 2.34% 1.19% 0.77%
Number of salaries quoted 65 61 116
10th Percentile £46,939 £45,000 £46,250
25th Percentile £55,000 £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 £91,250 £105,000 £90,000
90th Percentile £113,500 £120,000 £122,500
UK excluding London median annual salary £60,000 £65,000 £62,500
% change year-on-year -7.69% +4.00% -16.67%

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 9,074 8,793 20,396
As % of all permanent jobs advertised in the UK 9.90% 19.97% 21.03%
Number of salaries quoted 6,676 6,147 15,738
10th Percentile £40,000 £38,750 £36,250
25th Percentile £50,472 £51,250 £45,000
Median annual salary (50th Percentile) £65,000 £65,000 £60,000
Median % change year-on-year - +8.33% -11.11%
75th Percentile £85,000 £87,500 £78,750
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 17 May 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 17 May 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 +11 168 £75,000 -6.25% 99
London +25 106 £77,500 -20.51% 61
UK excluding London -29 66 £60,000 -7.69% 44
Work from Home +51 63 £61,250 -4.30% 38
Midlands -11 22 £55,000 -12.70% 6
East of England -13 21 £67,500 +5.47% 5
East Midlands -16 18 £70,000 -3.45% 3
North of England -43 9 £83,750 +15.52% 3
North West +6 8 £83,750 -1.76% 2
South East -19 6 £52,500 -41.67% 15
West Midlands -26 4 £52,500 -1.87% 3
South West -50 4 £60,000 +33.33% 10
Scotland -3 2 £79,283 +13.26% 3
Northern Ireland - 2 - -
Yorkshire -54 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 41 (19.34%) Apache Airflow
2 40 (18.87%) Apache Spark
3 22 (10.38%) ArcGIS
4 14 (6.60%) Appian
5 10 (4.72%) Jupyter
6 1 (0.47%) Apache
Applications
1 6 (2.83%) Chatbot
2 1 (0.47%) Microsoft Excel
2 1 (0.47%) Microsoft Office
2 1 (0.47%) Microsoft PowerPoint
2 1 (0.47%) Trello
Cloud Services
1 111 (52.36%) Azure
2 102 (48.11%) AWS
3 61 (28.77%) GCP
4 35 (16.51%) Power Platform
4 35 (16.51%) Snowflake
5 23 (10.85%) Azure Synapse Analytics
5 23 (10.85%) dbt
6 22 (10.38%) Azure Machine Learning
7 18 (8.49%) Azure AI
8 16 (7.55%) Anthropic Claude
9 13 (6.13%) Vertex AI
10 12 (5.66%) Azure Data Factory
11 11 (5.19%) Amazon SageMaker
11 11 (5.19%) Power Automate
12 10 (4.72%) Dagster
13 8 (3.77%) Prefect
14 7 (3.30%) SaaS
15 6 (2.83%) OpenShift
15 6 (2.83%) Serverless
15 6 (2.83%) Slack
Communications & Networking
1 18 (8.49%) Broadband
2 2 (0.94%) InfiniBand
3 1 (0.47%) LTE
3 1 (0.47%) Software-Defined Radio
3 1 (0.47%) Wi-Fi
3 1 (0.47%) Wireless
Database & Business Intelligence
1 36 (16.98%) Data Warehouse
2 35 (16.51%) Tableau
3 34 (16.04%) Amazon Redshift
4 32 (15.09%) BigQuery
4 32 (15.09%) Elasticsearch
4 32 (15.09%) Looker
5 30 (14.15%) Pinecone
6 29 (13.68%) Power BI
7 27 (12.74%) Data Lake
8 23 (10.85%) GIS
8 23 (10.85%) QGIS
8 23 (10.85%) Snowflake Schema
8 23 (10.85%) Spatial Data
9 16 (7.55%) Weaviate
10 12 (5.66%) Metadata
10 12 (5.66%) SQL Server
11 9 (4.25%) Apache Iceberg
11 9 (4.25%) Delta Lake
12 7 (3.30%) Hadoop
13 5 (2.36%) Big Data
Development Applications
1 61 (28.77%) MLflow
2 11 (5.19%) Git
3 9 (4.25%) GitLab
4 2 (0.94%) Jenkins
5 1 (0.47%) JIRA
5 1 (0.47%) Poetry
General
1 55 (25.94%) Analytical Skills
2 38 (17.92%) Social Skills
3 37 (17.45%) Finance
4 18 (8.49%) Inclusion and Diversity
5 7 (3.30%) Manufacturing
6 6 (2.83%) Pharmaceutical
6 6 (2.83%) Retail
7 4 (1.89%) Public Sector
8 3 (1.42%) Advertising
8 3 (1.42%) Banking
8 3 (1.42%) Marketing
9 2 (0.94%) Legal
9 2 (0.94%) Organisational Skills
10 1 (0.47%) Documentation Skills
10 1 (0.47%) French Language
10 1 (0.47%) Law
10 1 (0.47%) Presentation Skills
Job Titles
1 59 (27.83%) Senior
2 40 (18.87%) Consultant
3 36 (16.98%) Lead
4 35 (16.51%) Data Scientist
5 33 (15.57%) Artificial Intelligence Consultant
6 26 (12.26%) Systems Engineer
7 24 (11.32%) Machine Learning Consultant
8 23 (10.85%) Artificial Intelligence Engineer
8 23 (10.85%) Senior Systems Engineer
9 20 (9.43%) Spatial Consultant
10 18 (8.49%) Developer
10 18 (8.49%) Senior Data Scientist
11 13 (6.13%) Data Consultant
11 13 (6.13%) Lead Data Scientist
11 13 (6.13%) Machine Learning Scientist
11 13 (6.13%) Senior Consultant
12 11 (5.19%) Automation Engineer
12 11 (5.19%) Machine Learning Engineer
13 9 (4.25%) Python Developer
14 8 (3.77%) Data Engineer
Libraries, Frameworks & Software Standards
1 148 (69.81%) TensorFlow
2 76 (35.85%) scikit-learn
3 48 (22.64%) LangChain
4 41 (19.34%) Pandas
5 31 (14.62%) Hugging Face
5 31 (14.62%) NumPy
6 30 (14.15%) LlamaIndex
7 29 (13.68%) Kafka
8 25 (11.79%) pgvector
9 24 (11.32%) Faiss
10 20 (9.43%) REST
11 18 (8.49%) Google JAX
11 18 (8.49%) JAX
12 17 (8.02%) FastAPI
13 15 (7.08%) Django
14 13 (6.13%) Flask
14 13 (6.13%) RESTful
15 12 (5.66%) OAuth
15 12 (5.66%) pytest
15 12 (5.66%) XGBoost
Miscellaneous
1 46 (21.70%) Algorithms
2 32 (15.09%) Cloud Native
3 24 (11.32%) Clustering
4 23 (10.85%) Public Cloud
5 16 (7.55%) AI Agents
6 15 (7.08%) Low-Code
7 14 (6.60%) Distributed Systems
7 14 (6.60%) Video\Live Streaming
8 11 (5.19%) CUDA
8 11 (5.19%) Legacy Systems
9 10 (4.72%) Product Ownership
10 6 (2.83%) Enterprise Software
10 6 (2.83%) Over-the-Top Content
11 5 (2.36%) Embedded Systems
12 4 (1.89%) Cyber Threat
12 4 (1.89%) Data Centre
12 4 (1.89%) Management Information System
12 4 (1.89%) Robotics
13 3 (1.42%) Hackathon
14 2 (0.94%) Autonomous Agent
Operating Systems
1 7 (3.30%) Linux
2 2 (0.94%) Robot Operating System
3 1 (0.47%) Windows
Processes & Methodologies
1 200 (94.34%) Machine Learning
2 178 (83.96%) AI
3 132 (62.26%) Data Science
4 98 (46.23%) Generative AI
5 85 (40.09%) Analytics
5 85 (40.09%) LLM
6 75 (35.38%) Retrieval-Augmented Generation
7 74 (34.91%) Feature Engineering
8 70 (33.02%) Data Pipeline
9 66 (31.13%) MLOps
10 62 (29.25%) Data Engineering
11 60 (28.30%) Computer Vision
12 59 (27.83%) CI/CD
13 54 (25.47%) Computer Science
13 54 (25.47%) Deep Learning
14 53 (25.00%) Statistics
15 52 (24.53%) Prompt Engineering
16 49 (23.11%) Predictive Modelling
17 48 (22.64%) Data Management
18 47 (22.17%) Use Case
Programming Languages
1 204 (96.23%) Python
2 66 (31.13%) SQL
3 15 (7.08%) Java
3 15 (7.08%) JavaScript
4 14 (6.60%) Go
5 11 (5.19%) Bash
6 10 (4.72%) R
7 9 (4.25%) C++
7 9 (4.25%) Scala
8 4 (1.89%) C
8 4 (1.89%) PowerShell
9 3 (1.42%) PHP
9 3 (1.42%) TypeScript
10 1 (0.47%) Haskell
10 1 (0.47%) OCaml
10 1 (0.47%) Rust
Qualifications
1 68 (32.08%) Degree
2 28 (13.21%) Security Cleared
3 27 (12.74%) PhD
4 18 (8.49%) Master's Degree
5 16 (7.55%) SC Cleared
6 7 (3.30%) Computer Science Degree
7 6 (2.83%) DBS Check
8 5 (2.36%) DV Cleared
8 5 (2.36%) Microsoft Certification
9 4 (1.89%) Azure Certification
9 4 (1.89%) Numerate Degree
10 3 (1.42%) Postgraduate
11 2 (0.94%) CESG Certified Professional
11 2 (0.94%) CISSP
11 2 (0.94%) OSCP
12 1 (0.47%) AWS Certification
Quality Assurance & Compliance
1 23 (10.85%) California Consumer Privacy Act
1 23 (10.85%) GDPR
2 21 (9.91%) Accessibility
3 20 (9.43%) Data Quality
3 20 (9.43%) QA
4 3 (1.42%) SLA
5 2 (0.94%) Def Stans
5 2 (0.94%) JSP 440
5 2 (0.94%) NCSC
5 2 (0.94%) NIST
5 2 (0.94%) NIST 800
System Software
1 53 (25.00%) Docker
2 2 (0.94%) GPFS
2 2 (0.94%) Lustre
2 2 (0.94%) Slurm Workload Manager
Systems Management
1 40 (18.87%) Kubernetes
2 13 (6.13%) Terraform
3 11 (5.19%) Ansible
4 9 (4.25%) Kubeflow
5 7 (3.30%) Grafana
6 6 (2.83%) Prometheus
7 3 (1.42%) Argo
8 2 (0.94%) SELinux
Vendors
1 58 (27.36%) Databricks
2 32 (15.09%) OpenAI
3 28 (13.21%) Dell
4 23 (10.85%) Cloudera
5 13 (6.13%) Microsoft
6 12 (5.66%) Google
7 11 (5.19%) Automation Anywhere
7 11 (5.19%) UiPath
8 9 (4.25%) Palantir
9 6 (2.83%) NVIDIA
10 5 (2.36%) Foundry
11 4 (1.89%) CrowdStrike
11 4 (1.89%) Fortinet
11 4 (1.89%) Palo Alto
12 2 (0.94%) Intel
12 2 (0.94%) Splunk
13 1 (0.47%) Cognizant
13 1 (0.47%) Dataiku
13 1 (0.47%) IBM
13 1 (0.47%) Oracle