NumPy Contract Job Trends in the East of England

NumPy
England > East of England

The table below provides summary statistics and contractor rates for jobs advertised in the East of England requiring NumPy skills. It covers vacancies from the 6 months leading up to 1 September 2025, with comparisons to the same periods in the previous two years.

6 months to
1 Sep 2025
Same period 2024 Same period 2023
Rank 84 95 -
Rank change year-on-year +11 - -
Contract jobs citing NumPy 10 1 0
As % of all contract jobs advertised in the East of England 0.78% 0.065% -
As % of the Libraries, Frameworks & Software Standards category 4.83% 0.38% -
Number of daily rates quoted 6 0 0
10th Percentile £481 - -
25th Percentile £525 - -
Median daily rate (50th Percentile) £550 - -
75th Percentile £650 - -
90th Percentile £675 - -
England median daily rate £750 £800 £638
% change year-on-year -6.25% +25.49% +6.25%

All Software Libraries and Frameworks
East of 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 the East of England.

Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 207 266 224
As % of all contract IT jobs advertised in the East of England 16.20% 17.40% 12.11%
Number of daily rates quoted 99 109 145
10th Percentile £349 £300 £363
25th Percentile £431 £340 £425
Median daily rate (50th Percentile) £500 £420 £500
Median % change year-on-year +19.05% -16.00% -4.67%
75th Percentile £575 £550 £638
90th Percentile £680 £638 £700
England median daily rate £510 £550 £550
% change year-on-year -7.27% - -4.35%
Number of hourly rates quoted 53 58 10
10th Percentile £40.75 - £20.45
25th Percentile £43.00 - £21.00
Median hourly rate £63.50 £43.00 £41.25
Median % change year-on-year +47.67% +4.24% -31.25%
75th Percentile £65.25 £65.00 £68.75
90th Percentile £79.81 - £73.98
England median hourly rate £54.88 £62.50 £60.00
% change year-on-year -12.20% +4.17% -

NumPy
Job Vacancy Trend in the East of England

Job postings citing NumPy as a proportion of all IT jobs advertised in the East of England.

Job vacancy trend for NumPy in the East of England

NumPy
Daily Rate Trend in the East of England

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

Contractor daily rate distribution trend for jobs in the East of England citing NumPy

NumPy
Daily Rate Histogram in the East of England

Daily rate distribution for jobs citing NumPy in the East of England over the 6 months to 1 September 2025.

Daily rate histogram for NumPy in the East of England

NumPy
Hourly Rate Trend in the East of England

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

Contractor hourly rate distribution trend for jobs in the East of England citing NumPy

NumPy
Contract Job Locations in the East of 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 East of England region over the 6 months to 1 September 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
Hertfordshire - 9 £550 - 3
Cambridgeshire +3 1 £475 - 2
NumPy
England

NumPy
Co-occurring Skills and Capabilities in the East of England 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 6 (60.00%) Apache Spark
2 1 (10.00%) Jupyter
Cloud Services
1 7 (70.00%) AWS
2 6 (60.00%) Azure
3 2 (20.00%) GCP
Database & Business Intelligence
1 9 (90.00%) Tableau
2 6 (60.00%) Big Data
2 6 (60.00%) Hadoop
Development Applications
1 1 (10.00%) MLflow
General
1 5 (50.00%) Analytical Skills
Job Titles
1 9 (90.00%) Developer
2 7 (70.00%) Artificial Intelligence Developer
2 7 (70.00%) Data Science Developer
3 2 (20.00%) Gen AI Developer
4 1 (10.00%) Data Scientist
Libraries, Frameworks & Software Standards
1 10 (100.00%) Pandas
1 10 (100.00%) PyTorch
1 10 (100.00%) scikit-learn
2 9 (90.00%) Matplotlib
2 9 (90.00%) Seaborn
2 9 (90.00%) TensorFlow
Miscellaneous
1 8 (80.00%) Algorithms
2 1 (10.00%) Genomics
Processes & Methodologies
1 10 (100.00%) Artificial Intelligence
1 10 (100.00%) Data Science
1 10 (100.00%) Machine Learning
2 9 (90.00%) Data Analysis
2 9 (90.00%) Data Munging
2 9 (90.00%) Generative AI
2 9 (90.00%) Visualisation
3 8 (80.00%) LLM
4 7 (70.00%) Analytics
4 7 (70.00%) Predictive Analytics
4 7 (70.00%) Statistical Modelling
4 7 (70.00%) Time Series Forecasting
5 6 (60.00%) Data Analytics
5 6 (60.00%) Decision-Making
5 6 (60.00%) Feature Engineering
5 6 (60.00%) Reinforcement Learning
6 4 (40.00%) Computer Science
7 1 (10.00%) Bioinformatics
7 1 (10.00%) Biotechnology
7 1 (10.00%) Data Visualisation
Programming Languages
1 10 (100.00%) Python
2 9 (90.00%) R
Qualifications
1 4 (40.00%) Degree
1 4 (40.00%) Master's Degree
1 4 (40.00%) PhD
Quality Assurance & Compliance
1 8 (80.00%) Data Quality
System Software
1 1 (10.00%) Docker
Systems Management
1 1 (10.00%) Kubernetes