PyTorch Contracts in Scotland

PyTorch
UK > Scotland

The table below provides summary statistics for contract job vacancies advertised in Scotland requiring PyTorch skills. It includes a benchmarking guide to the contractor rates offered in vacancies that cited PyTorch over the 6 months leading up to 4 August 2025, comparing them to the same period in the previous two years.

6 months to
4 Aug 2025		 Same period 2024 Same period 2023
Rank 113 114 -
Rank change year-on-year +1 - -
Contract jobs citing PyTorch 7 4 0
As % of all contract jobs advertised in Scotland 0.40% 0.21% -
As % of the Libraries, Frameworks & Software Standards category 1.74% 1.05% -
Number of daily rates quoted 4 4 0
10th Percentile £504 £449 -
25th Percentile £509 £466 -
Median daily rate (50th Percentile) £535 £485 -
Median % change year-on-year +10.42% - -
75th Percentile £562 £494 -
90th Percentile £592 - -
UK median daily rate £550 £525 £550
% change year-on-year +4.76% -4.55% -8.33%

All Software Libraries and Frameworks
Scotland

PyTorch falls under the Software Libraries and Frameworks category. For comparison with the information above, the following table provides summary statistics for all contract job vacancies requiring technical specification, industry standards, software libraries and framework skills in Scotland.

Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 403 380 624
As % of all contract IT jobs advertised in Scotland 23.27% 20.00% 23.83%
Number of daily rates quoted 253 265 446
10th Percentile £313 £325 £388
25th Percentile £419 £400 £425
Median daily rate (50th Percentile) £475 £450 £480
Median % change year-on-year +5.56% -6.25% -4.00%
75th Percentile £538 £550 £538
90th Percentile £600 £675 £613
UK median daily rate £505 £550 £550
% change year-on-year -8.18% - -2.22%
Number of hourly rates quoted 1 3 5
10th Percentile - £51.50 £18.90
25th Percentile £52.50 £51.88 £27.50
Median hourly rate £55.00 £55.00 £47.73
Median % change year-on-year - +15.23% +0.48%
75th Percentile £57.50 £57.50 £59.03
90th Percentile - - -
UK median hourly rate £54.88 £53.75 £60.00
% change year-on-year +2.09% -10.42% +4.93%

PyTorch
Job Vacancy Trend in Scotland

Job postings citing PyTorch as a proportion of all IT jobs advertised in Scotland.

Job vacancy trend for PyTorch in Scotland

PyTorch
Contractor Daily Rate Trend in Scotland

3-month moving average daily rate quoted in jobs citing PyTorch in Scotland.

Daily rate trend for PyTorch in Scotland

PyTorch
Contract Job Locations in Scotland

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing PyTorch within the Scotland region over the 6 months to 4 August 2025. 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
Contract
IT Job Ads		 Median
Daily Rate
Past 6 Months		 Median Daily Rate
% Change
on Same Period
Last Year		 Live
Jobs
Glasgow - 4 £575 - 3
Edinburgh +9 3 £525 +6.28% 5
PyTorch
UK

PyTorch
Co-occurring Skills and Capabilities in Scotland by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 1 (14.29%) Apache
1 1 (14.29%) Apache Airflow
Cloud Services
1 4 (57.14%) OpenShift
2 2 (28.57%) Amazon S3
2 2 (28.57%) AWS
2 2 (28.57%) AWS Lambda
2 2 (28.57%) Serverless
3 1 (14.29%) Amazon CloudWatch
3 1 (14.29%) Amazon ECS
3 1 (14.29%) Amazon EKS
3 1 (14.29%) Amazon SQS
3 1 (14.29%) AWS CloudFormation
3 1 (14.29%) Dagster
3 1 (14.29%) Textract
Communications & Networking
1 1 (14.29%) HTTP
Database & Business Intelligence
1 4 (57.14%) Redis
2 3 (42.86%) Big Data
2 3 (42.86%) NoSQL
3 1 (14.29%) Elasticsearch
3 1 (14.29%) Neo4j
Development Applications
1 4 (57.14%) Jenkins
2 3 (42.86%) Artifactory
General
1 4 (57.14%) Social Skills
2 1 (14.29%) Public Sector
Job Titles
1 4 (57.14%) Artificial Intelligence Engineer
2 2 (28.57%) Data Engineer
2 2 (28.57%) Platform Engineer
2 2 (28.57%) Python Data Engineer
2 2 (28.57%) Python Engineer
3 1 (14.29%) Automation Engineer
3 1 (14.29%) Development Engineer
Libraries, Frameworks & Software Standards
1 5 (71.43%) FastAPI
1 5 (71.43%) OAuth
1 5 (71.43%) TensorFlow
2 4 (57.14%) Flask
2 4 (57.14%) Hugging Face
2 4 (57.14%) Kafka
2 4 (57.14%) LangChain
2 4 (57.14%) LangGraph
2 4 (57.14%) OAuth2
2 4 (57.14%) RESTful
3 3 (42.86%) Loki
3 3 (42.86%) OpenTelemetry
4 2 (28.57%) REST
5 1 (14.29%) boto
5 1 (14.29%) JWT
5 1 (14.29%) NumPy
5 1 (14.29%) OpenCV
5 1 (14.29%) Pandas
5 1 (14.29%) SpaCy
5 1 (14.29%) SQLAlchemy
Miscellaneous
1 4 (57.14%) AI Agents
2 3 (42.86%) Private Cloud
3 1 (14.29%) Algorithms
3 1 (14.29%) Cloud Native
3 1 (14.29%) Data Structures
Processes & Methodologies
1 7 (100.00%) Artificial Intelligence
1 7 (100.00%) Machine Learning
2 6 (85.71%) Agile
3 5 (71.43%) CI/CD
3 5 (71.43%) Containerisation
3 5 (71.43%) Data Engineering
3 5 (71.43%) Deep Learning
3 5 (71.43%) Generative AI
3 5 (71.43%) LLM
3 5 (71.43%) MLOps
3 5 (71.43%) Scrum
4 4 (57.14%) BDD
4 4 (57.14%) DevOps
4 4 (57.14%) GitOps
4 4 (57.14%) Microservices
4 4 (57.14%) ModelOps
4 4 (57.14%) Secure Coding
4 4 (57.14%) Site Reliability Engineering
4 4 (57.14%) Use Case
4 4 (57.14%) Workflow
Programming Languages
1 7 (100.00%) Python
2 4 (57.14%) SQL
3 2 (28.57%) TypeScript
Qualifications
1 3 (42.86%) Computer Science Degree
1 3 (42.86%) Degree
1 3 (42.86%) Master's Degree
Quality Assurance & Compliance
1 1 (14.29%) Accessibility
1 1 (14.29%) Disclosure Scotland
Systems Management
1 6 (85.71%) Grafana
2 5 (71.43%) Kubernetes
3 4 (57.14%) Kustomize
3 4 (57.14%) Prometheus
4 1 (14.29%) Terraform
Vendors
1 1 (14.29%) OpenAI
382 PyTorch jobs Nationwide