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

6 months to
11 Mar 2026
Same period 2025 Same period 2024
Rank 492 537 668
Rank change year-on-year +45 +131 +216
Permanent jobs citing PyTorch 186 123 168
As % of all permanent jobs in the UK 0.25% 0.28% 0.20%
As % of the Libraries, Frameworks & Software Standards category 2.36% 1.26% 0.89%
Number of salaries quoted 76 66 114
10th Percentile £53,750 £43,750 £45,750
25th Percentile £57,500 £60,500 £55,000
Median annual salary (50th Percentile) £75,000 £76,250 £70,000
Median % change year-on-year -1.64% +8.93% -6.67%
75th Percentile £95,000 £99,375 £94,063
90th Percentile £115,000 £116,250 £137,500
UK excluding London median annual salary £67,500 £67,500 £62,500
% change year-on-year - +8.00% +4.17%

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 7,869 9,764 18,831
As % of all permanent jobs advertised in the UK 10.78% 22.27% 22.50%
Number of salaries quoted 5,746 6,715 15,138
10th Percentile £37,500 £38,750 £36,750
25th Percentile £50,000 £50,000 £46,250
Median annual salary (50th Percentile) £65,000 £66,100 £60,000
Median % change year-on-year -1.66% +10.17% -11.11%
75th Percentile £85,000 £86,250 £80,000
90th Percentile £105,000 £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 11 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 11 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 +5 146 £75,000 -6.25% 189
London +54 98 £77,500 -13.89% 90
UK excluding London -31 48 £67,500 - 110
Work from Home +20 46 £77,500 +14.81% 78
East of England +3 19 £75,000 +17.19% 13
North of England -38 10 £67,500 -12.90% 25
North West -9 9 £65,000 -23.76% 11
Midlands -10 7 £55,000 +83.33% 15
South East -13 7 £67,500 -3.57% 35
West Midlands -2 4 £55,000 +83.33% 8
South West -23 3 £90,000 +100.00% 16
East Midlands -31 3 £70,000 -3.45% 7
Scotland -20 1 £100,000 +17.65% 4
Northern Ireland -25 1 - - 1
Yorkshire -45 1 £71,000 +1.43% 13

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 29 (15.59%) Apache Spark
2 23 (12.37%) Apache Airflow
3 22 (11.83%) ArcGIS
4 16 (8.60%) Appian
5 10 (5.38%) Jupyter
Applications
1 2 (1.08%) Chatbot
2 1 (0.54%) Microsoft Excel
2 1 (0.54%) Microsoft Office
2 1 (0.54%) Microsoft PowerPoint
Business Applications
1 1 (0.54%) NetSuite
1 1 (0.54%) Odoo
Cloud Services
1 93 (50.00%) Azure
2 84 (45.16%) AWS
3 45 (24.19%) GCP
4 21 (11.29%) Azure Machine Learning
5 19 (10.22%) Azure AI
5 19 (10.22%) Snowflake
6 14 (7.53%) Power Platform
7 12 (6.45%) Amazon SageMaker
7 12 (6.45%) Anthropic Claude
7 12 (6.45%) Azure Data Factory
7 12 (6.45%) Power Automate
8 10 (5.38%) Vertex AI
9 9 (4.84%) Dagster
9 9 (4.84%) H2O.ai
9 9 (4.84%) OpenShift
9 9 (4.84%) SaaS
9 9 (4.84%) Serverless
10 8 (4.30%) Azure Synapse Analytics
10 8 (4.30%) dbt
11 7 (3.76%) GitHub
Communications & Networking
1 12 (6.45%) Broadband
2 2 (1.08%) InfiniBand
3 1 (0.54%) LTE
3 1 (0.54%) Software-Defined Radio
3 1 (0.54%) Wi-Fi
3 1 (0.54%) Wireless
Database & Business Intelligence
1 26 (13.98%) Pinecone
2 23 (12.37%) GIS
2 23 (12.37%) QGIS
2 23 (12.37%) Spatial Data
3 22 (11.83%) Tableau
4 21 (11.29%) Data Warehouse
5 18 (9.68%) Amazon Redshift
6 17 (9.14%) BigQuery
6 17 (9.14%) Data Lake
6 17 (9.14%) Elasticsearch
6 17 (9.14%) Looker
6 17 (9.14%) Metadata
7 13 (6.99%) Weaviate
8 12 (6.45%) SQL Server
9 9 (4.84%) Apache Iceberg
9 9 (4.84%) Delta Lake
9 9 (4.84%) Power BI
10 8 (4.30%) Snowflake Schema
11 7 (3.76%) Big Data
11 7 (3.76%) Hadoop
Development Applications
1 47 (25.27%) MLflow
2 5 (2.69%) Git
3 3 (1.61%) GitLab
3 3 (1.61%) Jenkins
General
1 51 (27.42%) Social Skills
2 38 (20.43%) Finance
3 33 (17.74%) Analytical Skills
4 19 (10.22%) Inclusion and Diversity
4 19 (10.22%) Manufacturing
5 9 (4.84%) Marketing
6 6 (3.23%) Public Sector
7 4 (2.15%) Banking
7 4 (2.15%) Legal
8 3 (1.61%) Advertising
8 3 (1.61%) Electronics
8 3 (1.61%) Law
8 3 (1.61%) Telecoms
9 2 (1.08%) Organisational Skills
10 1 (0.54%) Documentation Skills
10 1 (0.54%) French Language
10 1 (0.54%) Games
10 1 (0.54%) Health Technology
10 1 (0.54%) Investment Banking
10 1 (0.54%) Presentation Skills
Job Titles
1 44 (23.66%) Consultant
2 42 (22.58%) Senior
3 33 (17.74%) Artificial Intelligence Consultant
4 27 (14.52%) Lead
5 25 (13.44%) Artificial Intelligence Engineer
5 25 (13.44%) Machine Learning Consultant
6 20 (10.75%) Spatial Consultant
7 19 (10.22%) Data Scientist
8 16 (8.60%) Data Consultant
9 13 (6.99%) Data Engineer
9 13 (6.99%) Senior Consultant
10 12 (6.45%) Automation Engineer
11 11 (5.91%) Machine Learning Engineer
12 8 (4.30%) Developer
12 8 (4.30%) Senior Systems Engineer
12 8 (4.30%) Systems Engineer
13 6 (3.23%) Data Science Engineer
13 6 (3.23%) Senior Data Scientist
14 5 (2.69%) Lead Data Engineer
14 5 (2.69%) Machine Learning Scientist
Libraries, Frameworks & Software Standards
1 137 (73.66%) TensorFlow
2 59 (31.72%) scikit-learn
3 35 (18.82%) Pandas
4 32 (17.20%) LangChain
5 25 (13.44%) Hugging Face
5 25 (13.44%) NumPy
6 22 (11.83%) Faiss
7 19 (10.22%) REST
8 18 (9.68%) Django
9 17 (9.14%) FastAPI
10 15 (8.06%) RESTful
11 14 (7.53%) Flask
11 14 (7.53%) Kafka
12 13 (6.99%) Google JAX
12 13 (6.99%) JAX
13 12 (6.45%) JWT
13 12 (6.45%) Keras
13 12 (6.45%) OpenAPI
13 12 (6.45%) pytest
13 12 (6.45%) Swagger
Miscellaneous
1 42 (22.58%) Algorithms
2 16 (8.60%) Cloud Native
2 16 (8.60%) Low-Code
3 13 (6.99%) AI Agents
4 12 (6.45%) Legacy Systems
4 12 (6.45%) Video\Live Streaming
5 11 (5.91%) CUDA
5 11 (5.91%) Distributed Systems
6 10 (5.38%) Product Ownership
7 9 (4.84%) Data Centre
7 9 (4.84%) Management Information System
8 8 (4.30%) Clustering
8 8 (4.30%) Public Cloud
9 4 (2.15%) Cyber Threat
9 4 (2.15%) Enterprise Software
9 4 (2.15%) Hackathon
9 4 (2.15%) Life Science
9 4 (2.15%) Over-the-Top Content
9 4 (2.15%) Robotics
10 3 (1.61%) Animation
Operating Systems
1 5 (2.69%) Linux
2 2 (1.08%) Robot Operating System
2 2 (1.08%) Unix
3 1 (0.54%) Windows
Processes & Methodologies
1 175 (94.09%) Machine Learning
2 172 (92.47%) AI
3 108 (58.06%) Data Science
4 86 (46.24%) Generative AI
5 82 (44.09%) LLM
6 77 (41.40%) Analytics
7 64 (34.41%) MLOps
8 62 (33.33%) Retrieval-Augmented Generation
9 60 (32.26%) CI/CD
10 58 (31.18%) Computer Science
10 58 (31.18%) Data Engineering
10 58 (31.18%) Feature Engineering
11 57 (30.65%) Data Pipeline
12 52 (27.96%) Stakeholder Management
13 51 (27.42%) Computer Vision
14 45 (24.19%) Technical Leadership
15 41 (22.04%) Data Management
16 40 (21.51%) Validation
17 39 (20.97%) Deep Learning
18 37 (19.89%) Data Analysis
Programming Languages
1 169 (90.86%) Python
2 48 (25.81%) SQL
3 17 (9.14%) Java
4 15 (8.06%) Go
5 13 (6.99%) Bash
6 12 (6.45%) R
7 11 (5.91%) JavaScript
8 9 (4.84%) C++
8 9 (4.84%) Scala
9 5 (2.69%) PHP
10 4 (2.15%) PowerShell
10 4 (2.15%) TypeScript
11 1 (0.54%) C
11 1 (0.54%) MATLAB
Qualifications
1 66 (35.48%) Degree
2 26 (13.98%) PhD
3 25 (13.44%) Security Cleared
4 24 (12.90%) Master's Degree
5 19 (10.22%) SC Cleared
6 14 (7.53%) Computer Science Degree
7 4 (2.15%) Microsoft Certification
7 4 (2.15%) Numerate Degree
8 3 (1.61%) AWS Certification
8 3 (1.61%) Azure Certification
8 3 (1.61%) DV Cleared
8 3 (1.61%) Postgraduate
9 2 (1.08%) CESG Certified Professional
9 2 (1.08%) CISSP
9 2 (1.08%) DBS Check
9 2 (1.08%) Microsoft Certified Professional
9 2 (1.08%) OSCP
10 1 (0.54%) BPSS Clearance
Quality Assurance & Compliance
1 27 (14.52%) Data Quality
2 20 (10.75%) Accessibility
2 20 (10.75%) QA
3 9 (4.84%) GDPR
4 8 (4.30%) California Consumer Privacy Act
5 4 (2.15%) SLA
6 3 (1.61%) NIST
7 2 (1.08%) Def Stans
7 2 (1.08%) ISO/IEC 27001
7 2 (1.08%) JSP 440
7 2 (1.08%) NCSC
7 2 (1.08%) NIST 800
8 1 (0.54%) EU AI Act
8 1 (0.54%) ISO 13485
System Software
1 50 (26.88%) Docker
2 2 (1.08%) GPFS
2 2 (1.08%) Lustre
2 2 (1.08%) Slurm Workload Manager
Systems Management
1 40 (21.51%) Kubernetes
2 11 (5.91%) Ansible
3 9 (4.84%) Terraform
4 7 (3.76%) Kubeflow
5 2 (1.08%) Grafana
5 2 (1.08%) Prometheus
5 2 (1.08%) SELinux
6 1 (0.54%) Argo
Vendors
1 39 (20.97%) Databricks
2 28 (15.05%) OpenAI
3 18 (9.68%) Dell
4 16 (8.60%) Microsoft
5 12 (6.45%) Automation Anywhere
5 12 (6.45%) UiPath
6 11 (5.91%) NVIDIA
7 9 (4.84%) Palantir
8 8 (4.30%) Cloudera
9 5 (2.69%) Foundry
9 5 (2.69%) Google
10 4 (2.15%) CrowdStrike
10 4 (2.15%) Fortinet
10 4 (2.15%) Palo Alto
10 4 (2.15%) SAP
11 2 (1.08%) Intel
11 2 (1.08%) Splunk
12 1 (0.54%) IBM