NumPy Contract Job Trends in England

NumPy
UK > England

The table below provides summary statistics and contractor rates for jobs advertised in England requiring NumPy skills. It covers contract job vacancies from the 6 months leading up to 26 June 2026, with comparisons to the same periods in the previous two years.

6 months to
26 Jun 2026
Same period 2025 Same period 2024
Rank 512 331 307
Rank change year-on-year -181 -24 +206
Contract jobs citing NumPy 102 158 252
As % of all contract jobs in England 0.24% 0.63% 0.67%
As % of the Libraries, Frameworks & Software Standards category 1.23% 2.77% 3.19%
Number of daily rates quoted 63 123 233
10th Percentile £349 £500 £540
25th Percentile £450 £625 £725
Median daily rate (50th Percentile) £600 £750 £800
Median % change year-on-year -20.00% -6.25% +14.29%
75th Percentile £750 £875 £888
90th Percentile £813 - -
UK median daily rate £575 £750 £800
% change year-on-year -23.33% -6.25% +14.29%
Number of hourly rates quoted 0 0 3
10th Percentile - - -
25th Percentile - - £58.75
Median hourly rate - - £62.50
75th Percentile - - £66.25
90th Percentile - - -
UK median hourly rate - - £62.50

All Software Libraries and Frameworks
England

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 England.

Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 8,278 5,701 7,888
As % of all contract IT jobs advertised in England 19.07% 22.62% 21.12%
Number of daily rates quoted 5,466 3,955 5,502
10th Percentile £363 £358 £350
25th Percentile £425 £413 £431
Median daily rate (50th Percentile) £525 £525 £550
Median % change year-on-year - -4.55% -
75th Percentile £638 £650 £675
90th Percentile £738 £788 £800
UK median daily rate £525 £514 £538
% change year-on-year +2.14% -4.37% -2.27%
Number of hourly rates quoted 260 118 263
10th Percentile £30.45 £30.95 £23.80
25th Percentile £51.25 £47.19 £43.00
Median hourly rate £65.00 £58.88 £56.25
Median % change year-on-year +10.40% +4.67% -13.46%
75th Percentile £74.45 £68.00 £70.00
90th Percentile £82.63 £81.01 £74.49
UK median hourly rate £65.00 £55.00 £55.00
% change year-on-year +18.18% - -15.38%

NumPy
Job Vacancy Trend in England

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

NumPy job vacancy trend in England

NumPy
Daily Rate Trend in England

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

Contractor daily rate distribution trend for jobs in England citing NumPy

NumPy
Daily Rate Histogram in England

Daily rate distribution for jobs citing NumPy in England over the 6 months to 26 June 2026.

Daily rate histogram for NumPy in England

NumPy
Hourly Rate Trend in England

Contractor hourly rate distribution trend for jobs in England citing NumPy.

Contractor hourly rate distribution trend for jobs in England citing NumPy

NumPy
Contract Job Locations in England

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing NumPy within the England region over the 6 months to 26 June 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Jobs
London -112 80 £725 -3.33% 42
South East -49 13 £374 -25.25% 25
North of England -64 3 £538 -2.27% 19
Midlands - 3 £425 - 9
East Midlands - 2 £425 - 6
South West -35 1 £575 +35.29% 14
North West -43 1 £575 +4.55% 10
West Midlands - 1 £325 - 3
North East - 1 £500 - 4
Yorkshire - 1 - - 7
NumPy
UK

NumPy
Co-Occurring Skills & Capabilities in England 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 17 (16.67%) Apache Airflow
2 8 (7.84%) Apache Spark
3 6 (5.88%) Appian
4 5 (4.90%) Jupyter
5 2 (1.96%) Apache
6 1 (0.98%) Luigi
Applications
1 9 (8.82%) CPLEX
2 8 (7.84%) Microsoft Excel
3 6 (5.88%) Microsoft Office
4 5 (4.90%) Microsoft PowerPoint
5 1 (0.98%) Spreadsheet
Cloud Services
1 39 (38.24%) Azure
2 35 (34.31%) AWS
3 16 (15.69%) GCP
4 11 (10.78%) Amazon SageMaker
5 9 (8.82%) Azure Data Factory
5 9 (8.82%) Azure DevOps
6 8 (7.84%) Dagster
6 8 (7.84%) GitHub
6 8 (7.84%) GitHub Actions
7 7 (6.86%) Anthropic Claude
8 6 (5.88%) Azure AI
8 6 (5.88%) dbt
8 6 (5.88%) Power Automate
9 5 (4.90%) Power Platform
10 3 (2.94%) Amazon S3
10 3 (2.94%) Azure Synapse Analytics
11 2 (1.96%) Amazon EKS
11 2 (1.96%) Amazon Neptune
11 2 (1.96%) AWS Lambda
11 2 (1.96%) Serverless
Database & Business Intelligence
1 17 (16.67%) PostgreSQL
2 14 (13.73%) MongoDB
2 14 (13.73%) Relational Database
3 13 (12.75%) NoSQL
4 6 (5.88%) Big Data
4 6 (5.88%) BigQuery
4 6 (5.88%) Pinecone
4 6 (5.88%) SQL Server
5 5 (4.90%) Neo4j
5 5 (4.90%) Power BI
6 4 (3.92%) Data Warehouse
6 4 (3.92%) Power Query
7 3 (2.94%) Tableau
8 2 (1.96%) Data Lake
8 2 (1.96%) Hadoop
9 1 (0.98%) Azure SQL Database
9 1 (0.98%) Delta Lake
9 1 (0.98%) Kdb+
9 1 (0.98%) Stardog
9 1 (0.98%) TigerGraph
Development Applications
1 25 (24.51%) Git
2 20 (19.61%) MLflow
3 3 (2.94%) Jenkins
4 2 (1.96%) Selenium
5 1 (0.98%) Claude Code
5 1 (0.98%) GitLab
5 1 (0.98%) Visual Studio
General
1 45 (44.12%) Finance
2 31 (30.39%) Analytical Skills
3 19 (18.63%) Social Skills
4 13 (12.75%) Banking
5 9 (8.82%) Publishing
6 6 (5.88%) Front Office
6 6 (5.88%) Investment Banking
6 6 (5.88%) Public Sector
7 5 (4.90%) Financial Institution
8 3 (2.94%) Private Banking
9 2 (1.96%) Influencing Skills
9 2 (1.96%) Pharmaceutical
9 2 (1.96%) Presentation Skills
10 1 (0.98%) Advertising
10 1 (0.98%) Aviation
10 1 (0.98%) Inclusion and Diversity
10 1 (0.98%) Marketing
Job Titles
1 45 (44.12%) Developer
2 39 (38.24%) Python Developer
3 25 (24.51%) Data Scientist
4 16 (15.69%) Senior
5 9 (8.82%) Kafka Developer
6 8 (7.84%) Analyst
6 8 (7.84%) Artificial Intelligence Engineer
6 8 (7.84%) Machine Learning Engineer
7 6 (5.88%) Automation Engineer
7 6 (5.88%) Python Engineer
7 6 (5.88%) Senior Developer
7 6 (5.88%) Senior Python Developer
8 5 (4.90%) Business Analyst
8 5 (4.90%) Data Engineer
9 4 (3.92%) Senior Data Engineer
9 4 (3.92%) Senior Data Scientist
10 3 (2.94%) Associate Director
10 3 (2.94%) Electronic Trading Developer
10 3 (2.94%) Lead
10 3 (2.94%) Senior Technical Business Analyst
Libraries, Frameworks & Software Standards
1 98 (96.08%) Pandas
2 44 (43.14%) scikit-learn
3 33 (32.35%) FastAPI
4 28 (27.45%) Flask
5 26 (25.49%) Django
6 24 (23.53%) PyTorch
7 23 (22.55%) Kafka
7 23 (22.55%) TensorFlow
8 21 (20.59%) REST
9 17 (16.67%) Polars
9 17 (16.67%) RESTful
10 16 (15.69%) pytest
11 15 (14.71%) OpenAPI
11 15 (14.71%) Swagger
12 13 (12.75%) Seaborn
13 9 (8.82%) Apache Avro
14 8 (7.84%) Hugging Face
14 8 (7.84%) RabbitMQ
14 8 (7.84%) SciPy
15 6 (5.88%) JWT
Miscellaneous
1 20 (19.61%) Algorithms
2 16 (15.69%) Equities
3 12 (11.76%) Data Structures
4 10 (9.80%) Cloud Native
4 10 (9.80%) Hedge funds
5 9 (8.82%) Derivative
5 9 (8.82%) Management Information System
6 6 (5.88%) Fixed Income
6 6 (5.88%) Legacy Systems
6 6 (5.88%) Low-Code
6 6 (5.88%) Public Cloud
7 5 (4.90%) Distributed Systems
7 5 (4.90%) Equity Derivative
8 4 (3.92%) Product Ownership
9 3 (2.94%) Exotic Derivative
10 2 (1.96%) Data Protection Act
10 2 (1.96%) Life Science
10 2 (1.96%) Market Risk
10 2 (1.96%) SCADA
10 2 (1.96%) Self-Motivation
Operating Systems
1 3 (2.94%) Linux
2 2 (1.96%) Unix
Processes & Methodologies
1 55 (53.92%) Machine Learning
2 53 (51.96%) Data Pipeline
3 44 (43.14%) Data Science
4 42 (41.18%) CI/CD
5 36 (35.29%) Containerisation
6 33 (32.35%) Analytics
7 29 (28.43%) AI
8 26 (25.49%) Data Engineering
9 22 (21.57%) Visualisation
10 20 (19.61%) Problem-Solving
11 19 (18.63%) Decision-Making
12 18 (17.65%) DevOps
12 18 (17.65%) Workflow
13 16 (15.69%) Feature Engineering
13 16 (15.69%) LLM
13 16 (15.69%) Mathematics
13 16 (15.69%) MLOps
14 15 (14.71%) ETL
14 15 (14.71%) Generative AI
14 15 (14.71%) Natural Language Processing
Programming Languages
1 102 (100.00%) Python
2 54 (52.94%) SQL
3 7 (6.86%) C#
4 4 (3.92%) Java
5 3 (2.94%) C++
5 3 (2.94%) Data Analysis Expressions
5 3 (2.94%) R
6 2 (1.96%) JavaScript
6 2 (1.96%) Shell Script
6 2 (1.96%) VBA
7 1 (0.98%) Bash
7 1 (0.98%) C
7 1 (0.98%) Cypher
7 1 (0.98%) Gremlin
7 1 (0.98%) Haskell
7 1 (0.98%) PowerShell
7 1 (0.98%) SHACL
7 1 (0.98%) SPARQL
7 1 (0.98%) TypeScript
Qualifications
1 14 (13.73%) Degree
2 11 (10.78%) Master's Degree
3 10 (9.80%) Security Cleared
4 7 (6.86%) SC Cleared
5 4 (3.92%) PhD
6 2 (1.96%) Computer Science Degree
Quality Assurance & Compliance
1 16 (15.69%) Data Quality
2 4 (3.92%) QA
System Software
1 48 (47.06%) Docker
2 1 (0.98%) Virtual Machines
Systems Management
1 32 (31.37%) Kubernetes
2 5 (4.90%) Kubeflow
3 1 (0.98%) Grafana
3 1 (0.98%) Podman
Vendors
1 10 (9.80%) Databricks
1 10 (9.80%) OpenAI
2 8 (7.84%) Microsoft
3 6 (5.88%) Automation Anywhere
3 6 (5.88%) Google
3 6 (5.88%) UiPath
4 2 (1.96%) Bloomberg
4 2 (1.96%) Reuters
5 1 (0.98%) Cognos
5 1 (0.98%) IBM
5 1 (0.98%) Optimizely
5 1 (0.98%) Sage