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 12 February 2026, with comparisons to the same periods in the previous two years.

6 months to
12 Feb 2026
Same period 2025 Same period 2024
Rank 509 588 649
Rank change year-on-year +79 +61 +245
Permanent jobs citing PyTorch 163 115 163
As % of all permanent jobs in the UK 0.25% 0.23% 0.22%
As % of the Libraries, Frameworks & Software Standards category 2.16% 1.04% 0.94%
Number of salaries quoted 83 56 120
10th Percentile £53,000 £42,500 £41,248
25th Percentile £57,500 £59,688 £53,438
Median annual salary (50th Percentile) £75,000 £70,000 £70,000
Median % change year-on-year +7.14% - -9.68%
75th Percentile £93,750 £97,500 £97,500
90th Percentile £115,000 £110,000 £138,000
UK excluding London median annual salary £67,500 £67,500 £62,500
% change year-on-year - +8.00% +8.70%

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 7,545 11,030 17,280
As % of all permanent jobs advertised in the UK 11.34% 22.13% 23.41%
Number of salaries quoted 5,546 6,658 14,215
10th Percentile £36,250 £40,000 £37,500
25th Percentile £50,000 £51,250 £47,500
Median annual salary (50th Percentile) £65,000 £66,100 £61,500
Median % change year-on-year -1.66% +7.48% -8.89%
75th Percentile £85,000 £86,000 £81,250
90th Percentile £107,500 £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 12 February 2026.

Salary histogram for PyTorch in the UK

PyTorch
Top 14 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 12 February 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 +74 141 £73,750 +5.36% 110
London +69 97 £75,000 -16.14% 76
Work from Home +37 42 £77,500 +14.81% 65
UK excluding London +26 42 £67,500 - 54
East of England +22 15 £75,000 - 5
North of England -11 9 £65,000 -16.13% 14
South East +15 8 £67,500 +1.89% 25
North West +14 8 £65,000 -14.90% 11
Midlands 0 6 £55,000 +83.33% 3
West Midlands +19 4 £55,000 +83.33%
South West -19 3 £90,000 +100.00% 5
East Midlands - 2 £70,000 - 3
Scotland -16 1 £100,000 +17.65% 1
Yorkshire -38 1 £71,000 -8.39% 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 22 (13.50%) Apache Spark
2 16 (9.82%) Appian
3 15 (9.20%) Apache Airflow
4 10 (6.13%) Jupyter
5 6 (3.68%) ArcGIS
6 4 (2.45%) SharePoint
Applications
1 2 (1.23%) Chatbot
2 1 (0.61%) GNU Octave
Business Applications
1 1 (0.61%) NetSuite
1 1 (0.61%) Odoo
Cloud Services
1 74 (45.40%) Azure
2 60 (36.81%) AWS
3 39 (23.93%) GCP
4 25 (15.34%) Azure AI
5 21 (12.88%) Azure Machine Learning
6 12 (7.36%) Amazon SageMaker
6 12 (7.36%) Anthropic Claude
6 12 (7.36%) Azure Data Factory
6 12 (7.36%) Power Automate
6 12 (7.36%) Power Platform
7 10 (6.13%) H2O.ai
7 10 (6.13%) OpenShift
7 10 (6.13%) Vertex AI
8 9 (5.52%) Dagster
8 9 (5.52%) SaaS
8 9 (5.52%) Serverless
8 9 (5.52%) Snowflake
9 7 (4.29%) AWS Lambda
9 7 (4.29%) GitHub
10 6 (3.68%) GitHub Actions
Communications & Networking
1 7 (4.29%) Broadband
2 2 (1.23%) InfiniBand
3 1 (0.61%) LTE
3 1 (0.61%) Software-Defined Radio
3 1 (0.61%) Wi-Fi
3 1 (0.61%) Wireless
Database & Business Intelligence
1 26 (15.95%) Pinecone
2 16 (9.82%) Tableau
3 14 (8.59%) Metadata
4 13 (7.98%) Data Warehouse
4 13 (7.98%) Weaviate
5 12 (7.36%) SQL Server
6 11 (6.75%) NoSQL
7 10 (6.13%) Amazon Redshift
7 10 (6.13%) Data Lake
7 10 (6.13%) Elasticsearch
8 9 (5.52%) Apache Iceberg
8 9 (5.52%) BigQuery
8 9 (5.52%) Delta Lake
8 9 (5.52%) Looker
9 8 (4.91%) Big Data
9 8 (4.91%) Hadoop
10 6 (3.68%) GIS
10 6 (3.68%) QGIS
10 6 (3.68%) Spatial Data
11 5 (3.07%) MySQL
Development Applications
1 37 (22.70%) MLflow
2 3 (1.84%) GitLab
2 3 (1.84%) Jenkins
3 2 (1.23%) Git
General
1 47 (28.83%) Social Skills
2 43 (26.38%) Finance
3 21 (12.88%) Manufacturing
4 19 (11.66%) Analytical Skills
5 18 (11.04%) Inclusion and Diversity
6 10 (6.13%) Marketing
7 9 (5.52%) Legal
8 6 (3.68%) Public Sector
9 4 (2.45%) Advertising
9 4 (2.45%) Banking
10 3 (1.84%) Electronics
10 3 (1.84%) Law
10 3 (1.84%) Telecoms
11 2 (1.23%) Games
11 2 (1.23%) Organisational Skills
12 1 (0.61%) Documentation Skills
12 1 (0.61%) Health Technology
12 1 (0.61%) Investment Banking
12 1 (0.61%) Presentation Skills
12 1 (0.61%) Retail
Job Titles
1 37 (22.70%) Senior
2 27 (16.56%) Consultant
3 26 (15.95%) Artificial Intelligence Engineer
4 22 (13.50%) Lead
5 18 (11.04%) Data Scientist
6 17 (10.43%) Artificial Intelligence Consultant
7 16 (9.82%) Data Consultant
8 15 (9.20%) Developer
9 13 (7.98%) Data Engineer
9 13 (7.98%) Senior Consultant
10 12 (7.36%) Automation Engineer
11 11 (6.75%) Machine Learning Engineer
12 10 (6.13%) Machine Learning Consultant
13 7 (4.29%) Python Developer
14 6 (3.68%) Data Science Engineer
15 5 (3.07%) Artificial Intelligence Developer
15 5 (3.07%) Automation Developer
15 5 (3.07%) Lead Data Engineer
15 5 (3.07%) Machine Learning Scientist
15 5 (3.07%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 123 (75.46%) TensorFlow
2 50 (30.67%) scikit-learn
3 36 (22.09%) Pandas
4 28 (17.18%) LangChain
5 27 (16.56%) Hugging Face
6 26 (15.95%) NumPy
7 22 (13.50%) Faiss
8 19 (11.66%) REST
9 17 (10.43%) Django
9 17 (10.43%) FastAPI
10 16 (9.82%) RESTful
11 12 (7.36%) Flask
11 12 (7.36%) JWT
11 12 (7.36%) Keras
11 12 (7.36%) OAuth
11 12 (7.36%) OpenAPI
11 12 (7.36%) pytest
11 12 (7.36%) Swagger
11 12 (7.36%) Web Services
12 11 (6.75%) Google JAX
Miscellaneous
1 24 (14.72%) Algorithms
2 22 (13.50%) Low-Code
3 20 (12.27%) AI Agents
4 12 (7.36%) Legacy Systems
5 11 (6.75%) Distributed Systems
6 10 (6.13%) Data Centre
6 10 (6.13%) Management Information System
6 10 (6.13%) Product Ownership
7 9 (5.52%) CUDA
8 8 (4.91%) Cloud Native
9 7 (4.29%) Video\Live Streaming
10 4 (2.45%) Cyber Threat
10 4 (2.45%) Enterprise Software
10 4 (2.45%) Hackathon
10 4 (2.45%) Life Science
10 4 (2.45%) Robotics
11 3 (1.84%) Animation
11 3 (1.84%) Data Structures
11 3 (1.84%) Over-the-Top Content
12 2 (1.23%) Greenfield Project
Operating Systems
1 5 (3.07%) Linux
2 2 (1.23%) Robot Operating System
2 2 (1.23%) Unix
3 1 (0.61%) Windows
Processes & Methodologies
1 152 (93.25%) Machine Learning
2 148 (90.80%) AI
3 80 (49.08%) Data Science
3 80 (49.08%) LLM
4 72 (44.17%) Generative AI
5 59 (36.20%) MLOps
6 57 (34.97%) Computer Science
7 55 (33.74%) CI/CD
8 54 (33.13%) Retrieval-Augmented Generation
9 53 (32.52%) Analytics
10 49 (30.06%) Data Engineering
10 49 (30.06%) Data Pipeline
11 38 (23.31%) Stakeholder Management
12 36 (22.09%) Deep Learning
12 36 (22.09%) Open Source
13 34 (20.86%) Feature Engineering
13 34 (20.86%) Problem-Solving
14 32 (19.63%) Test Automation
15 31 (19.02%) Clean Code
15 31 (19.02%) Statistics
Programming Languages
1 145 (88.96%) Python
2 45 (27.61%) SQL
3 17 (10.43%) Java
4 15 (9.20%) Go
5 13 (7.98%) Bash
5 13 (7.98%) R
6 10 (6.13%) JavaScript
6 10 (6.13%) TypeScript
7 9 (5.52%) C++
7 9 (5.52%) Scala
8 5 (3.07%) PHP
9 4 (2.45%) PowerShell
10 1 (0.61%) C
10 1 (0.61%) MATLAB
Qualifications
1 64 (39.26%) Degree
2 26 (15.95%) Master's Degree
2 26 (15.95%) PhD
3 23 (14.11%) Security Cleared
4 19 (11.66%) SC Cleared
5 17 (10.43%) Computer Science Degree
6 4 (2.45%) Microsoft Certification
6 4 (2.45%) Numerate Degree
7 3 (1.84%) AWS Certification
7 3 (1.84%) Azure Certification
7 3 (1.84%) CISSP
7 3 (1.84%) DV Cleared
7 3 (1.84%) Microsoft Certified Professional
8 2 (1.23%) CESG Certified Professional
8 2 (1.23%) DBS Check
8 2 (1.23%) OSCP
9 1 (0.61%) BPSS Clearance
9 1 (0.61%) CISM
Quality Assurance & Compliance
1 27 (16.56%) Data Quality
2 4 (2.45%) Accessibility
2 4 (2.45%) NIST
2 4 (2.45%) QA
2 4 (2.45%) SLA
3 3 (1.84%) NIST 800
4 2 (1.23%) Def Stans
4 2 (1.23%) ISO/IEC 27001
4 2 (1.23%) JSP 440
4 2 (1.23%) NCSC
5 1 (0.61%) EU AI Act
5 1 (0.61%) GDPR
5 1 (0.61%) ISO 13485
System Software
1 51 (31.29%) Docker
2 2 (1.23%) GPFS
2 2 (1.23%) Lustre
2 2 (1.23%) Slurm Workload Manager
Systems Management
1 39 (23.93%) Kubernetes
2 11 (6.75%) Ansible
3 10 (6.13%) Terraform
4 6 (3.68%) Kubeflow
5 2 (1.23%) Grafana
5 2 (1.23%) Prometheus
5 2 (1.23%) SELinux
6 1 (0.61%) Argo
Vendors
1 35 (21.47%) OpenAI
2 32 (19.63%) Databricks
3 22 (13.50%) Microsoft
4 12 (7.36%) Automation Anywhere
4 12 (7.36%) NVIDIA
4 12 (7.36%) UiPath
5 11 (6.75%) Dell
6 9 (5.52%) Palantir
7 5 (3.07%) Foundry
8 4 (2.45%) CrowdStrike
8 4 (2.45%) Fortinet
8 4 (2.45%) Google
8 4 (2.45%) iManage
8 4 (2.45%) Palo Alto
8 4 (2.45%) SAP
9 2 (1.23%) Intel
9 2 (1.23%) Splunk
10 1 (0.61%) IBM