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

6 months to
26 Mar 2026
Same period 2025 Same period 2024
Rank 485 510 678
Rank change year-on-year +25 +168 +195
Permanent jobs citing PyTorch 216 120 173
As % of all permanent jobs in the UK 0.28% 0.29% 0.20%
As % of the Libraries, Frameworks & Software Standards category 2.64% 1.35% 0.89%
Number of salaries quoted 84 67 115
10th Percentile £46,939 £46,500 £45,750
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 £98,750 £88,750
90th Percentile £115,000 £118,500 £136,000
UK excluding London median annual salary £65,000 £67,500 £63,750
% change year-on-year -3.70% +5.88% -

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 8,169 8,878 19,485
As % of all permanent jobs advertised in the UK 10.56% 21.67% 22.15%
Number of salaries quoted 5,986 6,576 15,338
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 £101,250 £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 26 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 26 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 +20 174 £75,000 -9.09% 120
London +58 115 £77,500 -16.22% 83
UK excluding London -54 61 £65,000 -3.70% 60
Work from Home +1 54 £65,000 -3.70% 53
East of England -10 22 £80,000 +25.00% 8
North of England -59 12 £70,000 -9.68% 4
North West -25 11 £70,000 -17.89% 3
Midlands -28 11 £55,000 -24.14% 3
South East -28 7 £67,500 -3.57% 29
South West -32 6 £60,000 +33.33% 10
East Midlands -37 6 £70,000 -3.45% 1
West Midlands - 5 £52,500 - 2
Scotland -31 2 £79,283 -6.73% 6
Northern Ireland -33 1 - -
Yorkshire -51 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 (19.44%) Apache Airflow
1 42 (19.44%) Apache Spark
2 22 (10.19%) ArcGIS
3 16 (7.41%) Appian
4 10 (4.63%) Jupyter
5 1 (0.46%) Apache
Applications
1 4 (1.85%) 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
1 114 (52.78%) Azure
2 104 (48.15%) AWS
3 63 (29.17%) GCP
4 35 (16.20%) Snowflake
5 33 (15.28%) Power Platform
6 24 (11.11%) Azure Machine Learning
7 23 (10.65%) Azure Synapse Analytics
7 23 (10.65%) dbt
8 19 (8.80%) Azure AI
9 14 (6.48%) Anthropic Claude
10 12 (5.56%) Azure Data Factory
10 12 (5.56%) Power Automate
11 11 (5.09%) Amazon SageMaker
11 11 (5.09%) Vertex AI
12 10 (4.63%) Dagster
13 9 (4.17%) SaaS
13 9 (4.17%) Serverless
14 8 (3.70%) H2O.ai
14 8 (3.70%) OpenShift
14 8 (3.70%) Prefect
Communications & Networking
1 17 (7.87%) Broadband
2 2 (0.93%) 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 (17.13%) Tableau
2 36 (16.67%) Data Warehouse
3 33 (15.28%) Amazon Redshift
4 32 (14.81%) BigQuery
4 32 (14.81%) Elasticsearch
4 32 (14.81%) Looker
5 31 (14.35%) Data Lake
6 27 (12.50%) Pinecone
6 27 (12.50%) Power BI
7 23 (10.65%) GIS
7 23 (10.65%) QGIS
7 23 (10.65%) Snowflake Schema
7 23 (10.65%) Spatial Data
8 16 (7.41%) Metadata
9 15 (6.94%) Weaviate
10 12 (5.56%) SQL Server
11 9 (4.17%) Apache Iceberg
11 9 (4.17%) Delta Lake
12 7 (3.24%) Hadoop
13 6 (2.78%) MySQL
Development Applications
1 64 (29.63%) MLflow
2 10 (4.63%) Git
3 4 (1.85%) GitLab
4 3 (1.39%) Jenkins
General
1 54 (25.00%) Analytical Skills
2 51 (23.61%) Social Skills
3 39 (18.06%) Finance
4 19 (8.80%) Inclusion and Diversity
5 18 (8.33%) Manufacturing
6 9 (4.17%) Marketing
7 8 (3.70%) Public Sector
8 4 (1.85%) Banking
8 4 (1.85%) Legal
9 3 (1.39%) Advertising
9 3 (1.39%) Electronics
9 3 (1.39%) Law
9 3 (1.39%) Pharmaceutical
9 3 (1.39%) Retail
9 3 (1.39%) Telecoms
10 2 (0.93%) Organisational Skills
11 1 (0.46%) French Language
11 1 (0.46%) Games
11 1 (0.46%) Health Technology
11 1 (0.46%) Investment Banking
Job Titles
1 60 (27.78%) Senior
2 44 (20.37%) Consultant
3 33 (15.28%) Artificial Intelligence Consultant
4 29 (13.43%) Lead
5 25 (11.57%) Artificial Intelligence Engineer
5 25 (11.57%) Machine Learning Consultant
6 23 (10.65%) Data Scientist
6 23 (10.65%) Senior Systems Engineer
6 23 (10.65%) Systems Engineer
7 20 (9.26%) Spatial Consultant
8 16 (7.41%) Data Consultant
9 14 (6.48%) Developer
10 13 (6.02%) Senior Consultant
11 12 (5.56%) Automation Engineer
11 12 (5.56%) Data Engineer
12 11 (5.09%) Machine Learning Engineer
13 10 (4.63%) Machine Learning Scientist
14 7 (3.24%) Senior Data Scientist
15 6 (2.78%) Data Science Engineer
15 6 (2.78%) Python Developer
Libraries, Frameworks & Software Standards
1 156 (72.22%) TensorFlow
2 80 (37.04%) scikit-learn
3 48 (22.22%) LangChain
4 40 (18.52%) Pandas
5 28 (12.96%) NumPy
6 27 (12.50%) Kafka
6 27 (12.50%) LlamaIndex
7 25 (11.57%) Hugging Face
8 23 (10.65%) Faiss
8 23 (10.65%) pgvector
9 20 (9.26%) REST
10 18 (8.33%) Django
10 18 (8.33%) FastAPI
11 17 (7.87%) Google JAX
11 17 (7.87%) JAX
12 16 (7.41%) RESTful
13 14 (6.48%) Flask
14 13 (6.02%) OAuth
14 13 (6.02%) pytest
14 13 (6.02%) XGBoost
Miscellaneous
1 48 (22.22%) Algorithms
2 31 (14.35%) Cloud Native
3 23 (10.65%) Clustering
3 23 (10.65%) Public Cloud
4 16 (7.41%) Low-Code
5 14 (6.48%) AI Agents
6 13 (6.02%) Video\Live Streaming
7 12 (5.56%) Distributed Systems
7 12 (5.56%) Legacy Systems
8 11 (5.09%) CUDA
9 10 (4.63%) Product Ownership
10 8 (3.70%) Data Centre
10 8 (3.70%) Management Information System
11 5 (2.31%) Over-the-Top Content
12 4 (1.85%) Cyber Threat
12 4 (1.85%) Enterprise Software
12 4 (1.85%) Hackathon
12 4 (1.85%) Life Science
12 4 (1.85%) Robotics
13 3 (1.39%) Animation
Operating Systems
1 9 (4.17%) Linux
2 2 (0.93%) Robot Operating System
3 1 (0.46%) Windows
Processes & Methodologies
1 201 (93.06%) Machine Learning
2 195 (90.28%) AI
3 131 (60.65%) Data Science
4 106 (49.07%) Generative AI
5 92 (42.59%) Analytics
6 87 (40.28%) LLM
7 82 (37.96%) Retrieval-Augmented Generation
8 76 (35.19%) Data Pipeline
9 74 (34.26%) Feature Engineering
10 70 (32.41%) Data Engineering
11 66 (30.56%) MLOps
12 61 (28.24%) Computer Science
13 60 (27.78%) CI/CD
14 57 (26.39%) Computer Vision
15 55 (25.46%) Data Management
16 53 (24.54%) Stakeholder Management
17 50 (23.15%) Predictive Modelling
17 50 (23.15%) Prompt Engineering
18 47 (21.76%) Technical Leadership
19 45 (20.83%) Use Case
Programming Languages
1 198 (91.67%) Python
2 66 (30.56%) SQL
3 17 (7.87%) Java
4 15 (6.94%) Go
5 12 (5.56%) JavaScript
5 12 (5.56%) R
6 11 (5.09%) Bash
7 9 (4.17%) C++
7 9 (4.17%) Scala
8 5 (2.31%) PHP
9 4 (1.85%) PowerShell
9 4 (1.85%) TypeScript
10 1 (0.46%) C
10 1 (0.46%) MATLAB
Qualifications
1 75 (34.72%) Degree
2 30 (13.89%) PhD
3 28 (12.96%) Master's Degree
3 28 (12.96%) Security Cleared
4 19 (8.80%) SC Cleared
5 13 (6.02%) Computer Science Degree
6 5 (2.31%) DBS Check
6 5 (2.31%) DV Cleared
7 4 (1.85%) Microsoft Certification
7 4 (1.85%) Numerate Degree
8 3 (1.39%) Azure Certification
8 3 (1.39%) Postgraduate
9 2 (0.93%) CESG Certified Professional
9 2 (0.93%) CISSP
9 2 (0.93%) Microsoft Certified Professional
9 2 (0.93%) OSCP
10 1 (0.46%) AWS Certification
10 1 (0.46%) BPSS Clearance
Quality Assurance & Compliance
1 26 (12.04%) Data Quality
2 24 (11.11%) GDPR
3 23 (10.65%) California Consumer Privacy Act
4 21 (9.72%) Accessibility
5 20 (9.26%) QA
6 4 (1.85%) SLA
7 3 (1.39%) NIST
8 2 (0.93%) Def Stans
8 2 (0.93%) JSP 440
8 2 (0.93%) NCSC
8 2 (0.93%) 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 53 (24.54%) Docker
2 2 (0.93%) GPFS
2 2 (0.93%) Lustre
2 2 (0.93%) Slurm Workload Manager
Systems Management
1 42 (19.44%) Kubernetes
2 12 (5.56%) Ansible
3 11 (5.09%) Terraform
4 10 (4.63%) Kubeflow
5 4 (1.85%) Grafana
6 3 (1.39%) Prometheus
7 2 (0.93%) SELinux
8 1 (0.46%) Argo
Vendors
1 61 (28.24%) Databricks
2 32 (14.81%) Dell
3 31 (14.35%) OpenAI
4 23 (10.65%) Cloudera
5 16 (7.41%) Microsoft
6 12 (5.56%) Automation Anywhere
6 12 (5.56%) UiPath
7 10 (4.63%) NVIDIA
8 9 (4.17%) Palantir
9 7 (3.24%) Google
10 5 (2.31%) Foundry
11 4 (1.85%) CrowdStrike
11 4 (1.85%) Fortinet
11 4 (1.85%) Palo Alto
11 4 (1.85%) SAP
12 2 (0.93%) Intel
12 2 (0.93%) Splunk
13 1 (0.46%) Dataiku
13 1 (0.46%) DataRobot
13 1 (0.46%) IBM