NumPy Contract Job Trends in Glasgow

NumPy
Scotland > Glasgow

The table below provides summary statistics and contractor rates for jobs advertised in Glasgow requiring NumPy skills. It covers contract job vacancies from the 6 months leading up to 13 December 2025, with comparisons to the same periods in the previous two years.

 6 months to
13 Dec 2025		 Same period 2024 Same period 2023
Rank 73 76 -
Rank change year-on-year +3 - -
Contract jobs citing NumPy 7 1 0
As % of all contract jobs in Glasgow 0.93% 0.13% -
As % of the Libraries, Frameworks & Software Standards category 3.38% 0.63% -
Number of daily rates quoted 6 1 0
10th Percentile - - -
25th Percentile £313 £419 -
Median daily rate (50th Percentile) £338 £438 -
Median % change year-on-year -22.86% - -
75th Percentile £450 £456 -
90th Percentile £509 - -
Scotland median daily rate £514 £450 -
% change year-on-year +14.17% - -

All Software Libraries and Frameworks
Glasgow

NumPy 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 Glasgow.

Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 207 160 152
As % of all contract IT jobs advertised in Glasgow 27.42% 21.19% 17.19%
Number of daily rates quoted 115 112 104
10th Percentile £355 £350 £400
25th Percentile £404 £363 £425
Median daily rate (50th Percentile) £463 £425 £500
Median % change year-on-year +8.82% -15.00% -
75th Percentile £542 £538 £603
90th Percentile £625 £671 £711
Scotland median daily rate £500 £461 £498
% change year-on-year +8.40% -7.29% +4.74%
Number of hourly rates quoted 1 0 0
10th Percentile - - -
25th Percentile £52.50 - -
Median hourly rate £55.00 - -
75th Percentile £57.50 - -
90th Percentile - - -
Scotland median hourly rate £55.00 - £59.03
% change year-on-year - - +43.34%

NumPy
Job Vacancy Trend in Glasgow

Historical trend showing the proportion of contract IT job postings citing NumPy relative to all contract IT jobs advertised in Glasgow.

NumPy job vacancy trend in Glasgow

NumPy
Daily Rate Trend in Glasgow

Contractor daily rate distribution trend for jobs in Glasgow citing NumPy.

Contractor daily rate distribution trend for jobs in Glasgow citing NumPy

NumPy
Daily Rate Histogram in Glasgow

Daily rate distribution for jobs citing NumPy in Glasgow over the 6 months to 13 December 2025.

Daily rate histogram for NumPy in Glasgow

NumPy
Co-Occurring Skills & Capabilities in Glasgow 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 1 (14.29%) Apache Spark
Cloud Services
1 4 (57.14%) AWS
1 4 (57.14%) Snowflake
2 3 (42.86%) Azure
3 1 (14.29%) Amazon CloudWatch
3 1 (14.29%) Amazon ECS
3 1 (14.29%) Amazon EKS
3 1 (14.29%) Amazon S3
3 1 (14.29%) Amazon SQS
3 1 (14.29%) AWS Lambda
3 1 (14.29%) Serverless
Database & Business Intelligence
1 6 (85.71%) Data Warehouse
2 5 (71.43%) NoSQL
2 5 (71.43%) RDBMS
2 5 (71.43%) Relational Database
3 3 (42.86%) Data Lake
General
1 4 (57.14%) Banking
1 4 (57.14%) Finance
2 1 (14.29%) Analytical Skills
2 1 (14.29%) Social Skills
Job Titles
1 6 (85.71%) Data Engineer
2 3 (42.86%) Python Data Engineer
2 3 (42.86%) Python Engineer
3 1 (14.29%) Analyst
3 1 (14.29%) Artificial Intelligence Engineer
3 1 (14.29%) Cloud Engineer
3 1 (14.29%) Data Analyst
3 1 (14.29%) SQL Analyst
3 1 (14.29%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 7 (100.00%) Pandas
2 6 (85.71%) PySpark
3 1 (14.29%) AWS CDK
3 1 (14.29%) boto
3 1 (14.29%) FastAPI
3 1 (14.29%) Hugging Face
3 1 (14.29%) JWT
3 1 (14.29%) OAuth
3 1 (14.29%) OpenCV
3 1 (14.29%) PyTorch
3 1 (14.29%) REST
3 1 (14.29%) SQLAlchemy
Miscellaneous
1 1 (14.29%) Data Structures
Processes & Methodologies
1 6 (85.71%) Data Development
1 6 (85.71%) Data Pipeline
1 6 (85.71%) Software Engineering
2 5 (71.43%) Analytics
2 5 (71.43%) Data Analysis
2 5 (71.43%) Data Analytics
2 5 (71.43%) Data Engineering
3 3 (42.86%) ETL
3 3 (42.86%) Use Case
4 2 (28.57%) Agile
5 1 (14.29%) AI
5 1 (14.29%) Data Management
5 1 (14.29%) Data Modelling
5 1 (14.29%) Kanban
5 1 (14.29%) OOP
5 1 (14.29%) Pair Programming
5 1 (14.29%) Scrum
5 1 (14.29%) TDD
5 1 (14.29%) User Acceptance Testing
5 1 (14.29%) Validation
Programming Languages
1 7 (100.00%) Python
2 5 (71.43%) PL/SQL
2 5 (71.43%) SQL
Quality Assurance & Compliance
1 1 (14.29%) Disclosure Scotland
1 1 (14.29%) QA
Systems Management
1 1 (14.29%) Grafana
1 1 (14.29%) Kubernetes
Vendors
1 4 (57.14%) Databricks
2 3 (42.86%) Cloudera
NumPy jobs