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

6 months to
14 Mar 2026
Same period 2025 Same period 2024
Rank 501 548 667
Rank change year-on-year +47 +119 +214
Permanent jobs citing PyTorch 193 123 165
As % of all permanent jobs in the UK 0.26% 0.28% 0.20%
As % of the Libraries, Frameworks & Software Standards category 2.38% 1.27% 0.88%
Number of salaries quoted 80 66 111
10th Percentile £46,939 £43,750 £45,750
25th Percentile £57,251 £60,000 £55,000
Median annual salary (50th Percentile) £75,000 £72,500 £70,000
Median % change year-on-year +3.45% +3.57% -6.67%
75th Percentile £93,125 £97,500 £91,250
90th Percentile £115,000 £113,750 £137,500
UK excluding London median annual salary £66,250 £67,500 £62,500
% change year-on-year -1.85% +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 8,093 9,668 18,828
As % of all permanent jobs advertised in the UK 10.92% 22.17% 22.36%
Number of salaries quoted 5,935 6,675 15,098
10th Percentile £35,000 £38,750 £36,500
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 £102,500 £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 14 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 14 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 +6 151 £75,000 +3.45% 132
London +54 99 £77,500 -13.34% 86
Work from Home +32 53 £67,500 - 58
UK excluding London -19 53 £66,250 -1.85% 64
East of England +11 19 £75,000 +17.19% 6
North of England -51 11 £67,500 -12.90% 10
North West -10 10 £67,500 -20.82% 5
Midlands -14 8 £55,000 +83.33% 8
South East -9 7 £67,500 -3.57% 27
West Midlands +9 5 £52,500 +75.00% 4
South West -35 5 £60,000 +33.33% 10
East Midlands -30 3 £70,000 -3.45% 4
Scotland -13 2 £79,283 -6.73% 3
Northern Ireland -29 1 - -
Yorkshire -46 1 - - 5

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 28 (14.51%) Apache Airflow
1 28 (14.51%) Apache Spark
2 22 (11.40%) ArcGIS
3 16 (8.29%) Appian
4 10 (5.18%) Jupyter
5 1 (0.52%) Apache
Applications
1 3 (1.55%) Chatbot
2 1 (0.52%) Microsoft Excel
2 1 (0.52%) Microsoft Office
2 1 (0.52%) Microsoft PowerPoint
Business Applications
1 1 (0.52%) NetSuite
1 1 (0.52%) Odoo
Cloud Services
1 93 (48.19%) Azure
2 84 (43.52%) AWS
3 44 (22.80%) GCP
4 21 (10.88%) Azure Machine Learning
5 20 (10.36%) Snowflake
6 19 (9.84%) Azure AI
7 15 (7.77%) Power Platform
8 13 (6.74%) Anthropic Claude
9 12 (6.22%) Azure Data Factory
9 12 (6.22%) Power Automate
10 10 (5.18%) Amazon SageMaker
10 10 (5.18%) Dagster
10 10 (5.18%) Vertex AI
11 9 (4.66%) Azure Synapse Analytics
11 9 (4.66%) dbt
11 9 (4.66%) SaaS
12 8 (4.15%) H2O.ai
12 8 (4.15%) OpenShift
12 8 (4.15%) Prefect
12 8 (4.15%) Serverless
Communications & Networking
1 15 (7.77%) Broadband
2 2 (1.04%) InfiniBand
3 1 (0.52%) LTE
3 1 (0.52%) Software-Defined Radio
3 1 (0.52%) Wi-Fi
3 1 (0.52%) Wireless
Database & Business Intelligence
1 26 (13.47%) Pinecone
2 23 (11.92%) GIS
2 23 (11.92%) QGIS
2 23 (11.92%) Spatial Data
2 23 (11.92%) Tableau
3 22 (11.40%) Data Warehouse
4 19 (9.84%) Amazon Redshift
5 18 (9.33%) BigQuery
5 18 (9.33%) Elasticsearch
5 18 (9.33%) Looker
6 17 (8.81%) Data Lake
7 16 (8.29%) Metadata
8 14 (7.25%) Weaviate
9 12 (6.22%) SQL Server
10 10 (5.18%) Power BI
11 9 (4.66%) Apache Iceberg
11 9 (4.66%) Delta Lake
11 9 (4.66%) Snowflake Schema
12 7 (3.63%) Hadoop
13 6 (3.11%) MySQL
Development Applications
1 49 (25.39%) MLflow
2 10 (5.18%) Git
3 4 (2.07%) GitLab
4 3 (1.55%) Jenkins
General
1 50 (25.91%) Social Skills
2 38 (19.69%) Finance
3 35 (18.13%) Analytical Skills
4 19 (9.84%) Inclusion and Diversity
5 18 (9.33%) Manufacturing
6 9 (4.66%) Marketing
7 7 (3.63%) Public Sector
8 4 (2.07%) Banking
8 4 (2.07%) Legal
9 3 (1.55%) Advertising
9 3 (1.55%) Electronics
9 3 (1.55%) Law
9 3 (1.55%) Telecoms
10 2 (1.04%) Organisational Skills
11 1 (0.52%) Documentation Skills
11 1 (0.52%) Financial Institution
11 1 (0.52%) French Language
11 1 (0.52%) Games
11 1 (0.52%) Investment Banking
11 1 (0.52%) Presentation Skills
Job Titles
1 45 (23.32%) Senior
2 44 (22.80%) Consultant
3 33 (17.10%) Artificial Intelligence Consultant
4 27 (13.99%) Lead
5 25 (12.95%) Artificial Intelligence Engineer
5 25 (12.95%) Machine Learning Consultant
6 20 (10.36%) Spatial Consultant
7 19 (9.84%) Data Scientist
8 16 (8.29%) Data Consultant
9 14 (7.25%) Developer
10 13 (6.74%) Senior Consultant
11 12 (6.22%) Automation Engineer
11 12 (6.22%) Data Engineer
12 10 (5.18%) Machine Learning Engineer
13 9 (4.66%) Senior Systems Engineer
13 9 (4.66%) Systems Engineer
14 7 (3.63%) Machine Learning Scientist
15 6 (3.11%) Data Science Engineer
15 6 (3.11%) Python Developer
15 6 (3.11%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 138 (71.50%) TensorFlow
2 62 (32.12%) scikit-learn
3 37 (19.17%) Pandas
4 32 (16.58%) LangChain
5 28 (14.51%) NumPy
6 25 (12.95%) Hugging Face
7 22 (11.40%) Faiss
8 20 (10.36%) REST
9 18 (9.33%) Django
9 18 (9.33%) FastAPI
10 17 (8.81%) Google JAX
10 17 (8.81%) JAX
11 16 (8.29%) RESTful
12 14 (7.25%) Flask
13 13 (6.74%) JWT
13 13 (6.74%) Kafka
13 13 (6.74%) OAuth
13 13 (6.74%) pytest
14 12 (6.22%) Swagger
14 12 (6.22%) Web Services
Miscellaneous
1 47 (24.35%) Algorithms
2 17 (8.81%) Cloud Native
3 16 (8.29%) Low-Code
4 13 (6.74%) AI Agents
5 12 (6.22%) Distributed Systems
5 12 (6.22%) Legacy Systems
5 12 (6.22%) Video\Live Streaming
6 11 (5.70%) CUDA
7 10 (5.18%) Product Ownership
8 9 (4.66%) Clustering
8 9 (4.66%) Public Cloud
9 8 (4.15%) Data Centre
9 8 (4.15%) Management Information System
10 4 (2.07%) Cyber Threat
10 4 (2.07%) Enterprise Software
10 4 (2.07%) Hackathon
10 4 (2.07%) Life Science
10 4 (2.07%) Over-the-Top Content
10 4 (2.07%) Robotics
11 3 (1.55%) Animation
Operating Systems
1 9 (4.66%) Linux
2 2 (1.04%) Robot Operating System
3 1 (0.52%) Windows
Processes & Methodologies
1 178 (92.23%) Machine Learning
2 176 (91.19%) AI
3 110 (56.99%) Data Science
4 89 (46.11%) Generative AI
5 84 (43.52%) LLM
6 76 (39.38%) Analytics
7 65 (33.68%) Retrieval-Augmented Generation
8 61 (31.61%) Data Pipeline
8 61 (31.61%) MLOps
9 60 (31.09%) CI/CD
10 59 (30.57%) Feature Engineering
11 57 (29.53%) Computer Science
11 57 (29.53%) Computer Vision
12 56 (29.02%) Data Engineering
13 52 (26.94%) Stakeholder Management
14 46 (23.83%) Technical Leadership
15 42 (21.76%) Deep Learning
16 41 (21.24%) Data Management
17 39 (20.21%) Validation
18 38 (19.69%) Data Analysis
Programming Languages
1 177 (91.71%) Python
2 49 (25.39%) SQL
3 17 (8.81%) Java
4 15 (7.77%) Go
5 12 (6.22%) JavaScript
5 12 (6.22%) R
6 11 (5.70%) Bash
7 9 (4.66%) C++
7 9 (4.66%) Scala
8 5 (2.59%) PHP
9 4 (2.07%) PowerShell
9 4 (2.07%) TypeScript
10 1 (0.52%) C
10 1 (0.52%) MATLAB
Qualifications
1 71 (36.79%) Degree
2 29 (15.03%) PhD
3 27 (13.99%) Security Cleared
4 26 (13.47%) Master's Degree
5 19 (9.84%) SC Cleared
6 13 (6.74%) Computer Science Degree
7 4 (2.07%) DV Cleared
7 4 (2.07%) Microsoft Certification
7 4 (2.07%) Numerate Degree
8 3 (1.55%) Azure Certification
8 3 (1.55%) Postgraduate
9 2 (1.04%) CESG Certified Professional
9 2 (1.04%) CISSP
9 2 (1.04%) DBS Check
9 2 (1.04%) Microsoft Certified Professional
9 2 (1.04%) OSCP
10 1 (0.52%) AWS Certification
10 1 (0.52%) BPSS Clearance
Quality Assurance & Compliance
1 26 (13.47%) Data Quality
2 21 (10.88%) Accessibility
3 20 (10.36%) QA
4 10 (5.18%) GDPR
5 9 (4.66%) California Consumer Privacy Act
6 4 (2.07%) SLA
7 3 (1.55%) NIST
8 2 (1.04%) Def Stans
8 2 (1.04%) JSP 440
8 2 (1.04%) NCSC
8 2 (1.04%) NIST 800
9 1 (0.52%) EU AI Act
9 1 (0.52%) ISO 13485
9 1 (0.52%) ISO/IEC 27001
System Software
1 53 (27.46%) Docker
2 2 (1.04%) GPFS
2 2 (1.04%) Lustre
2 2 (1.04%) Slurm Workload Manager
Systems Management
1 41 (21.24%) Kubernetes
2 12 (6.22%) Ansible
3 11 (5.70%) Terraform
4 8 (4.15%) Kubeflow
5 4 (2.07%) Grafana
6 3 (1.55%) Prometheus
7 2 (1.04%) SELinux
8 1 (0.52%) Argo
Vendors
1 42 (21.76%) Databricks
2 29 (15.03%) OpenAI
3 18 (9.33%) Dell
4 16 (8.29%) Microsoft
5 12 (6.22%) Automation Anywhere
5 12 (6.22%) UiPath
6 10 (5.18%) NVIDIA
7 9 (4.66%) Cloudera
7 9 (4.66%) Palantir
8 5 (2.59%) Foundry
9 4 (2.07%) CrowdStrike
9 4 (2.07%) Fortinet
9 4 (2.07%) Palo Alto
9 4 (2.07%) SAP
10 3 (1.55%) Google
11 2 (1.04%) Intel
11 2 (1.04%) Splunk
12 1 (0.52%) IBM