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

6 months to
19 Mar 2026
Same period 2025 Same period 2024
Rank 499 519 669
Rank change year-on-year +20 +150 +212
Permanent jobs citing PyTorch 197 121 168
As % of all permanent jobs in the UK 0.26% 0.28% 0.20%
As % of the Libraries, Frameworks & Software Standards category 2.44% 1.30% 0.88%
Number of salaries quoted 79 65 113
10th Percentile £46,939 £46,000 £45,750
25th Percentile £57,251 £62,000 £55,000
Median annual salary (50th Percentile) £75,000 £77,500 £70,000
Median % change year-on-year -3.23% +10.71% -6.67%
75th Percentile £93,750 £97,500 £91,250
90th Percentile £115,000 £116,500 £136,750
UK excluding London median annual salary £65,000 £67,500 £62,500
% change year-on-year -3.70% +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 8,064 9,313 19,034
As % of all permanent jobs advertised in the UK 10.74% 21.90% 22.38%
Number of salaries quoted 5,895 6,625 15,137
10th Percentile £36,250 £38,750 £36,250
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 £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 19 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 19 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 +21 155 £75,000 -6.25% 130
London +51 103 £77,500 -13.89% 86
Work from Home +7 53 £65,000 -3.70% 51
UK excluding London -30 53 £65,000 -3.70% 61
East of England -7 19 £80,000 +25.00% 10
North of England -49 11 £67,500 -12.90% 8
North West -9 10 £67,500 -20.82% 5
Midlands -12 8 £55,000 -24.14% 6
South East -25 7 £67,500 -3.57% 27
South West -33 5 £60,000 +33.33% 7
West Midlands - 5 £52,500 - 2
East Midlands -42 3 £70,000 -3.45% 4
Scotland -26 2 £79,283 -6.73% 3
Northern Ireland -31 1 - -
Yorkshire -43 1 - - 3

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 32 (16.24%) Apache Airflow
1 32 (16.24%) Apache Spark
2 22 (11.17%) ArcGIS
3 16 (8.12%) Appian
4 10 (5.08%) Jupyter
5 1 (0.51%) Apache
Applications
1 3 (1.52%) Chatbot
2 1 (0.51%) Microsoft Excel
2 1 (0.51%) Microsoft Office
2 1 (0.51%) Microsoft PowerPoint
Business Applications
1 1 (0.51%) NetSuite
1 1 (0.51%) Odoo
Cloud Services
1 97 (49.24%) Azure
2 88 (44.67%) AWS
3 48 (24.37%) GCP
4 24 (12.18%) Snowflake
5 21 (10.66%) Azure Machine Learning
6 19 (9.64%) Azure AI
6 19 (9.64%) Power Platform
7 13 (6.60%) Anthropic Claude
7 13 (6.60%) Azure Synapse Analytics
7 13 (6.60%) dbt
8 12 (6.09%) Azure Data Factory
8 12 (6.09%) Power Automate
9 10 (5.08%) Amazon SageMaker
9 10 (5.08%) Dagster
9 10 (5.08%) Vertex AI
10 9 (4.57%) SaaS
11 8 (4.06%) H2O.ai
11 8 (4.06%) OpenShift
11 8 (4.06%) Prefect
11 8 (4.06%) Serverless
Communications & Networking
1 16 (8.12%) Broadband
2 2 (1.02%) InfiniBand
3 1 (0.51%) LTE
3 1 (0.51%) Software-Defined Radio
3 1 (0.51%) Wi-Fi
3 1 (0.51%) Wireless
Database & Business Intelligence
1 27 (13.71%) Tableau
2 26 (13.20%) Data Warehouse
2 26 (13.20%) Pinecone
3 23 (11.68%) Amazon Redshift
3 23 (11.68%) GIS
3 23 (11.68%) QGIS
3 23 (11.68%) Spatial Data
4 22 (11.17%) BigQuery
4 22 (11.17%) Elasticsearch
4 22 (11.17%) Looker
5 21 (10.66%) Data Lake
6 16 (8.12%) Metadata
7 14 (7.11%) Power BI
7 14 (7.11%) Weaviate
8 13 (6.60%) Snowflake Schema
9 12 (6.09%) SQL Server
10 9 (4.57%) Apache Iceberg
10 9 (4.57%) Delta Lake
11 7 (3.55%) Hadoop
12 6 (3.05%) MySQL
Development Applications
1 53 (26.90%) MLflow
2 10 (5.08%) Git
3 4 (2.03%) GitLab
4 3 (1.52%) Jenkins
General
1 50 (25.38%) Social Skills
2 39 (19.80%) Analytical Skills
3 38 (19.29%) Finance
4 19 (9.64%) Inclusion and Diversity
5 18 (9.14%) Manufacturing
6 9 (4.57%) Marketing
7 7 (3.55%) Public Sector
8 4 (2.03%) Banking
8 4 (2.03%) Legal
9 3 (1.52%) Advertising
9 3 (1.52%) Electronics
9 3 (1.52%) Law
9 3 (1.52%) Telecoms
10 2 (1.02%) Organisational Skills
11 1 (0.51%) Documentation Skills
11 1 (0.51%) Financial Institution
11 1 (0.51%) French Language
11 1 (0.51%) Games
11 1 (0.51%) Investment Banking
11 1 (0.51%) Presentation Skills
Job Titles
1 50 (25.38%) Senior
2 44 (22.34%) Consultant
3 33 (16.75%) Artificial Intelligence Consultant
4 27 (13.71%) Lead
5 25 (12.69%) Artificial Intelligence Engineer
5 25 (12.69%) Machine Learning Consultant
6 20 (10.15%) Spatial Consultant
7 19 (9.64%) Data Scientist
8 16 (8.12%) Data Consultant
9 14 (7.11%) Developer
10 13 (6.60%) Senior Consultant
10 13 (6.60%) Senior Systems Engineer
10 13 (6.60%) Systems Engineer
11 12 (6.09%) Automation Engineer
11 12 (6.09%) Data Engineer
12 10 (5.08%) Machine Learning Engineer
13 7 (3.55%) Senior Data Scientist
14 6 (3.05%) Data Science Engineer
14 6 (3.05%) Machine Learning Scientist
14 6 (3.05%) Python Developer
Libraries, Frameworks & Software Standards
1 141 (71.57%) TensorFlow
2 66 (33.50%) scikit-learn
3 37 (18.78%) Pandas
4 36 (18.27%) LangChain
5 28 (14.21%) NumPy
6 25 (12.69%) Hugging Face
7 22 (11.17%) Faiss
8 20 (10.15%) REST
9 18 (9.14%) Django
9 18 (9.14%) FastAPI
10 17 (8.63%) Google JAX
10 17 (8.63%) JAX
10 17 (8.63%) Kafka
11 16 (8.12%) LlamaIndex
11 16 (8.12%) RESTful
12 14 (7.11%) Flask
13 13 (6.60%) JWT
13 13 (6.60%) pgvector
13 13 (6.60%) pytest
13 13 (6.60%) XGBoost
Miscellaneous
1 46 (23.35%) Algorithms
2 21 (10.66%) Cloud Native
3 16 (8.12%) Low-Code
4 13 (6.60%) AI Agents
4 13 (6.60%) Clustering
4 13 (6.60%) Public Cloud
5 12 (6.09%) Distributed Systems
5 12 (6.09%) Legacy Systems
5 12 (6.09%) Video\Live Streaming
6 11 (5.58%) CUDA
7 10 (5.08%) Product Ownership
8 8 (4.06%) Data Centre
8 8 (4.06%) Management Information System
9 4 (2.03%) Cyber Threat
9 4 (2.03%) Enterprise Software
9 4 (2.03%) Hackathon
9 4 (2.03%) Life Science
9 4 (2.03%) Over-the-Top Content
9 4 (2.03%) Robotics
10 3 (1.52%) Animation
Operating Systems
1 9 (4.57%) Linux
2 2 (1.02%) Robot Operating System
3 1 (0.51%) Windows
Processes & Methodologies
1 182 (92.39%) Machine Learning
2 180 (91.37%) AI
3 114 (57.87%) Data Science
4 93 (47.21%) Generative AI
5 85 (43.15%) LLM
6 79 (40.10%) Analytics
7 70 (35.53%) Retrieval-Augmented Generation
8 65 (32.99%) Data Pipeline
9 63 (31.98%) Feature Engineering
10 61 (30.96%) MLOps
11 60 (30.46%) CI/CD
11 60 (30.46%) Data Engineering
12 57 (28.93%) Computer Science
13 56 (28.43%) Computer Vision
14 52 (26.40%) Stakeholder Management
15 46 (23.35%) Technical Leadership
16 45 (22.84%) Data Management
17 42 (21.32%) Deep Learning
18 39 (19.80%) Prompt Engineering
18 39 (19.80%) Validation
Programming Languages
1 181 (91.88%) Python
2 53 (26.90%) SQL
3 17 (8.63%) Java
4 15 (7.61%) Go
5 12 (6.09%) JavaScript
5 12 (6.09%) R
6 11 (5.58%) Bash
7 9 (4.57%) C++
7 9 (4.57%) Scala
8 5 (2.54%) PHP
9 4 (2.03%) PowerShell
9 4 (2.03%) TypeScript
10 1 (0.51%) C
10 1 (0.51%) MATLAB
Qualifications
1 71 (36.04%) Degree
2 29 (14.72%) PhD
3 27 (13.71%) Master's Degree
3 27 (13.71%) Security Cleared
4 19 (9.64%) SC Cleared
5 13 (6.60%) Computer Science Degree
6 4 (2.03%) DV Cleared
6 4 (2.03%) Microsoft Certification
6 4 (2.03%) Numerate Degree
7 3 (1.52%) Azure Certification
7 3 (1.52%) Postgraduate
8 2 (1.02%) CESG Certified Professional
8 2 (1.02%) CISSP
8 2 (1.02%) DBS Check
8 2 (1.02%) Microsoft Certified Professional
8 2 (1.02%) OSCP
9 1 (0.51%) AWS Certification
9 1 (0.51%) BPSS Clearance
Quality Assurance & Compliance
1 26 (13.20%) Data Quality
2 21 (10.66%) Accessibility
3 20 (10.15%) QA
4 14 (7.11%) GDPR
5 13 (6.60%) California Consumer Privacy Act
6 4 (2.03%) SLA
7 3 (1.52%) NIST
8 2 (1.02%) Def Stans
8 2 (1.02%) JSP 440
8 2 (1.02%) NCSC
8 2 (1.02%) NIST 800
9 1 (0.51%) EU AI Act
9 1 (0.51%) ISO 13485
9 1 (0.51%) ISO/IEC 27001
System Software
1 53 (26.90%) Docker
2 2 (1.02%) GPFS
2 2 (1.02%) Lustre
2 2 (1.02%) Slurm Workload Manager
Systems Management
1 41 (20.81%) Kubernetes
2 12 (6.09%) Ansible
3 11 (5.58%) Terraform
4 8 (4.06%) Kubeflow
5 4 (2.03%) Grafana
6 3 (1.52%) Prometheus
7 2 (1.02%) SELinux
8 1 (0.51%) Argo
Vendors
1 46 (23.35%) Databricks
2 29 (14.72%) OpenAI
3 22 (11.17%) Dell
4 16 (8.12%) Microsoft
5 13 (6.60%) Cloudera
6 12 (6.09%) Automation Anywhere
6 12 (6.09%) UiPath
7 10 (5.08%) NVIDIA
8 9 (4.57%) Palantir
9 5 (2.54%) Foundry
10 4 (2.03%) CrowdStrike
10 4 (2.03%) Fortinet
10 4 (2.03%) Palo Alto
10 4 (2.03%) SAP
11 3 (1.52%) Google
12 2 (1.02%) Intel
12 2 (1.02%) Splunk
13 1 (0.51%) IBM