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 1 April 2026, with comparisons to the same periods in the previous two years.

6 months to
1 Apr 2026
Same period 2025 Same period 2024
Rank 480 516 695
Rank change year-on-year +36 +179 +167
Permanent jobs citing PyTorch 221 121 175
As % of all permanent jobs in the UK 0.28% 0.30% 0.20%
As % of the Libraries, Frameworks & Software Standards category 2.66% 1.38% 0.88%
Number of salaries quoted 86 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 8,321 8,776 19,785
As % of all permanent jobs advertised in the UK 10.48% 21.48% 22.09%
Number of salaries quoted 6,095 6,569 15,464
10th Percentile £36,250 £38,750 £36,250
25th Percentile £50,000 £50,750 £46,250
Median annual salary (50th Percentile) £65,000 £66,212 £60,000
Median % change year-on-year -1.83% +10.35% -11.11%
75th Percentile £85,000 £87,500 £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 1 April 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 1 April 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 +20 179 £75,000 -6.25% 120
London +48 119 £82,500 -7.75% 83
UK excluding London -62 63 £66,250 -3.64% 60
Work from Home +1 54 £65,000 -3.70% 53
East of England -17 22 £80,000 +25.00% 8
North of England -57 13 £72,500 -6.45% 4
Midlands -17 12 £55,000 -24.14% 3
North West -19 12 £72,500 -14.96% 3
East Midlands -36 7 £70,000 -3.45% 1
South East -37 7 £67,500 -10.00% 29
South West -39 6 £60,000 +33.33% 10
West Midlands - 5 £52,500 - 2
Scotland -24 2 £79,283 -6.73% 6
Northern Ireland -35 1 - -
Yorkshire -57 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 (19.00%) Apache Airflow
1 42 (19.00%) Apache Spark
2 22 (9.95%) ArcGIS
3 16 (7.24%) Appian
4 10 (4.52%) Jupyter
5 1 (0.45%) Apache
Applications
1 5 (2.26%) Chatbot
2 1 (0.45%) Microsoft Excel
2 1 (0.45%) Microsoft Office
2 1 (0.45%) Microsoft PowerPoint
Business Applications
1 1 (0.45%) NetSuite
1 1 (0.45%) Odoo
Cloud Services
1 118 (53.39%) Azure
2 107 (48.42%) AWS
3 66 (29.86%) GCP
4 35 (15.84%) Snowflake
5 34 (15.38%) Power Platform
6 24 (10.86%) Azure Machine Learning
7 23 (10.41%) Azure Synapse Analytics
7 23 (10.41%) dbt
8 19 (8.60%) Azure AI
9 16 (7.24%) Anthropic Claude
10 12 (5.43%) Azure Data Factory
10 12 (5.43%) Power Automate
10 12 (5.43%) Vertex AI
11 11 (4.98%) Amazon SageMaker
12 10 (4.52%) Dagster
13 9 (4.07%) OpenShift
13 9 (4.07%) SaaS
13 9 (4.07%) Serverless
14 8 (3.62%) H2O.ai
14 8 (3.62%) Prefect
Communications & Networking
1 17 (7.69%) Broadband
2 2 (0.90%) InfiniBand
3 1 (0.45%) LTE
3 1 (0.45%) Software-Defined Radio
3 1 (0.45%) Wi-Fi
3 1 (0.45%) Wireless
Database & Business Intelligence
1 37 (16.74%) Tableau
2 36 (16.29%) Data Warehouse
3 33 (14.93%) Amazon Redshift
4 32 (14.48%) BigQuery
4 32 (14.48%) Elasticsearch
4 32 (14.48%) Looker
5 31 (14.03%) Data Lake
6 30 (13.57%) Pinecone
7 28 (12.67%) Power BI
8 23 (10.41%) GIS
8 23 (10.41%) QGIS
8 23 (10.41%) Snowflake Schema
8 23 (10.41%) Spatial Data
9 17 (7.69%) Weaviate
10 16 (7.24%) Metadata
11 12 (5.43%) SQL Server
12 9 (4.07%) Apache Iceberg
12 9 (4.07%) Delta Lake
13 7 (3.17%) Hadoop
14 6 (2.71%) MySQL
Development Applications
1 65 (29.41%) MLflow
2 10 (4.52%) Git
3 5 (2.26%) GitLab
4 4 (1.81%) Jenkins
General
1 55 (24.89%) Analytical Skills
2 52 (23.53%) Social Skills
3 39 (17.65%) Finance
4 19 (8.60%) Inclusion and Diversity
5 18 (8.14%) Manufacturing
6 9 (4.07%) Marketing
7 8 (3.62%) Public Sector
8 4 (1.81%) Banking
8 4 (1.81%) Legal
8 4 (1.81%) Pharmaceutical
8 4 (1.81%) Retail
9 3 (1.36%) Advertising
9 3 (1.36%) Electronics
9 3 (1.36%) Law
9 3 (1.36%) Telecoms
10 2 (0.90%) Organisational Skills
11 1 (0.45%) Documentation Skills
11 1 (0.45%) French Language
11 1 (0.45%) Health Technology
11 1 (0.45%) Presentation Skills
Job Titles
1 60 (27.15%) Senior
2 44 (19.91%) Consultant
3 33 (14.93%) Artificial Intelligence Consultant
4 30 (13.57%) Lead
5 26 (11.76%) Artificial Intelligence Engineer
6 25 (11.31%) Machine Learning Consultant
7 24 (10.86%) Data Scientist
8 23 (10.41%) Senior Systems Engineer
8 23 (10.41%) Systems Engineer
9 20 (9.05%) Spatial Consultant
10 16 (7.24%) Data Consultant
11 14 (6.33%) Developer
12 13 (5.88%) Senior Consultant
13 12 (5.43%) Automation Engineer
13 12 (5.43%) Data Engineer
13 12 (5.43%) Machine Learning Engineer
13 12 (5.43%) Machine Learning Scientist
14 7 (3.17%) Architect
14 7 (3.17%) Senior Data Scientist
15 6 (2.71%) Python Developer
Libraries, Frameworks & Software Standards
1 159 (71.95%) TensorFlow
2 82 (37.10%) scikit-learn
3 51 (23.08%) LangChain
4 42 (19.00%) Pandas
5 30 (13.57%) LlamaIndex
6 29 (13.12%) NumPy
7 27 (12.22%) Hugging Face
7 27 (12.22%) Kafka
8 25 (11.31%) Faiss
9 24 (10.86%) pgvector
10 20 (9.05%) REST
11 19 (8.60%) FastAPI
12 18 (8.14%) Django
13 17 (7.69%) Google JAX
13 17 (7.69%) JAX
14 16 (7.24%) RESTful
15 14 (6.33%) Flask
16 13 (5.88%) OAuth
16 13 (5.88%) pytest
16 13 (5.88%) XGBoost
Miscellaneous
1 49 (22.17%) Algorithms
2 32 (14.48%) Cloud Native
3 23 (10.41%) Clustering
3 23 (10.41%) Public Cloud
4 16 (7.24%) AI Agents
4 16 (7.24%) Low-Code
5 13 (5.88%) Video\Live Streaming
6 12 (5.43%) Distributed Systems
6 12 (5.43%) Legacy Systems
7 11 (4.98%) CUDA
8 10 (4.52%) Product Ownership
9 8 (3.62%) Data Centre
9 8 (3.62%) Management Information System
10 5 (2.26%) Enterprise Software
10 5 (2.26%) Over-the-Top Content
11 4 (1.81%) Cyber Threat
11 4 (1.81%) Hackathon
11 4 (1.81%) Life Science
11 4 (1.81%) Robotics
12 3 (1.36%) Animation
Operating Systems
1 9 (4.07%) Linux
2 2 (0.90%) Robot Operating System
3 1 (0.45%) Windows
Processes & Methodologies
1 206 (93.21%) Machine Learning
2 198 (89.59%) AI
3 133 (60.18%) Data Science
4 109 (49.32%) Generative AI
5 93 (42.08%) Analytics
6 90 (40.72%) LLM
7 85 (38.46%) Retrieval-Augmented Generation
8 76 (34.39%) Data Pipeline
9 74 (33.48%) Feature Engineering
10 71 (32.13%) Data Engineering
11 70 (31.67%) MLOps
12 63 (28.51%) Computer Science
13 61 (27.60%) CI/CD
14 57 (25.79%) Computer Vision
15 55 (24.89%) Data Management
16 54 (24.43%) Stakeholder Management
17 53 (23.98%) Prompt Engineering
18 51 (23.08%) Predictive Modelling
19 48 (21.72%) Technical Leadership
20 46 (20.81%) Use Case
Programming Languages
1 203 (91.86%) Python
2 67 (30.32%) SQL
3 17 (7.69%) Java
4 15 (6.79%) Go
5 12 (5.43%) JavaScript
5 12 (5.43%) R
6 11 (4.98%) Bash
7 9 (4.07%) C++
7 9 (4.07%) Scala
8 5 (2.26%) PHP
9 4 (1.81%) PowerShell
9 4 (1.81%) TypeScript
10 1 (0.45%) C
10 1 (0.45%) MATLAB
Qualifications
1 77 (34.84%) Degree
2 31 (14.03%) PhD
3 29 (13.12%) Master's Degree
4 28 (12.67%) Security Cleared
5 19 (8.60%) SC Cleared
6 13 (5.88%) Computer Science Degree
7 6 (2.71%) DBS Check
8 5 (2.26%) DV Cleared
9 4 (1.81%) Microsoft Certification
9 4 (1.81%) Numerate Degree
10 3 (1.36%) Azure Certification
10 3 (1.36%) Postgraduate
11 2 (0.90%) CESG Certified Professional
11 2 (0.90%) CISSP
11 2 (0.90%) Microsoft Certified Professional
11 2 (0.90%) OSCP
12 1 (0.45%) AWS Certification
12 1 (0.45%) BPSS Clearance
Quality Assurance & Compliance
1 26 (11.76%) Data Quality
2 24 (10.86%) GDPR
3 23 (10.41%) California Consumer Privacy Act
4 21 (9.50%) Accessibility
5 20 (9.05%) QA
6 4 (1.81%) SLA
7 3 (1.36%) NIST
8 2 (0.90%) Def Stans
8 2 (0.90%) JSP 440
8 2 (0.90%) NCSC
8 2 (0.90%) NIST 800
9 1 (0.45%) EU AI Act
9 1 (0.45%) ISO 13485
9 1 (0.45%) ISO/IEC 27001
System Software
1 54 (24.43%) Docker
2 2 (0.90%) GPFS
2 2 (0.90%) Lustre
2 2 (0.90%) Slurm Workload Manager
Systems Management
1 44 (19.91%) Kubernetes
2 12 (5.43%) Ansible
3 11 (4.98%) Kubeflow
3 11 (4.98%) Terraform
4 4 (1.81%) Grafana
5 3 (1.36%) Prometheus
6 2 (0.90%) Argo
6 2 (0.90%) SELinux
Vendors
1 62 (28.05%) Databricks
2 34 (15.38%) OpenAI
3 32 (14.48%) Dell
4 23 (10.41%) Cloudera
5 16 (7.24%) Microsoft
6 12 (5.43%) Automation Anywhere
6 12 (5.43%) UiPath
7 10 (4.52%) NVIDIA
8 9 (4.07%) Google
8 9 (4.07%) Palantir
9 5 (2.26%) Foundry
10 4 (1.81%) CrowdStrike
10 4 (1.81%) Fortinet
10 4 (1.81%) Palo Alto
10 4 (1.81%) SAP
11 2 (0.90%) Intel
11 2 (0.90%) Splunk
12 1 (0.45%) Dataiku
12 1 (0.45%) DataRobot
12 1 (0.45%) IBM