NumPy Contracts in England

NumPy
UK > England

The following table provides summary statistics for contract job vacancies advertised in England with a requirement for NumPy skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited NumPy over the 6 months to 28 April 2024 with a comparison to the same period in the previous 2 years.

6 months to
28 Apr 2024
Same period 2023 Same period 2022
Rank 374 521 503
Rank change year-on-year +147 -18 -36
Contract jobs citing NumPy 165 134 290
As % of all contract jobs advertised in England 0.45% 0.27% 0.41%
As % of the Libraries, Frameworks & Software Standards category 2.21% 1.15% 1.51%
Number of daily rates quoted 143 91 203
10th Percentile £459 £463 £425
25th Percentile £613 £550 £538
Median daily rate (50th Percentile) £800 £700 £600
Median % change year-on-year +14.29% +16.67% +9.09%
75th Percentile £888 £850 £650
90th Percentile - £1,025 £748
UK median daily rate £800 £700 £600
% change year-on-year +14.29% +16.67% +5.73%
Number of hourly rates quoted 4 0 1
10th Percentile - - -
25th Percentile £58.75 - £58.25
Median hourly rate £62.50 - £61.50
75th Percentile £66.38 - £64.75
90th Percentile £66.60 - -
UK median hourly rate £62.50 - £61.50
% change year-on-year - - +24.05%

All Software Libraries and Frameworks
England

NumPy is in the Software Libraries and Frameworks category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in England with a requirement for technical specification, industry standards, software libraries and framework skills.

Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 7,453 11,673 19,228
As % of all contract IT jobs advertised in England 20.16% 23.13% 27.05%
Number of daily rates quoted 5,303 8,631 14,413
10th Percentile £350 £400 £400
25th Percentile £430 £463 £463
Median daily rate (50th Percentile) £550 £563 £563
Median % change year-on-year -2.22% - +12.50%
75th Percentile £675 £688 £675
90th Percentile £775 £798 £763
UK median daily rate £525 £550 £550
% change year-on-year -4.55% - +10.00%
Number of hourly rates quoted 211 138 213
10th Percentile £21.73 £28.73 £22.10
25th Percentile £41.28 £48.88 £35.00
Median hourly rate £46.18 £65.00 £49.00
Median % change year-on-year -28.95% +32.65% +8.89%
75th Percentile £65.00 £75.00 £65.00
90th Percentile £75.00 £80.08 £75.00
UK median hourly rate £46.18 £65.00 £49.00
% change year-on-year -28.95% +32.65% +8.89%

NumPy
Job Vacancy Trend in England

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

Job vacancy trend for NumPy in England

NumPy
Contractor Daily Rate Trend in England

3-month moving average daily rate quoted in jobs citing NumPy in England.

Daily rate trend for NumPy in England

NumPy
Daily Rate Histogram in England

Daily rate distribution for jobs citing NumPy in England over the 6 months to 28 April 2024.

Daily rate histogram for NumPy in England

NumPy
Contractor Hourly Rate Trend in England

3-month moving average hourly rates quoted in jobs citing NumPy in England.

Hourly rate trend for NumPy in England

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 28 April 2024. 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 +142 149 £800 +10.34% 47
East of England - 10 £458 - 11
South East +9 3 £663 -17.83% 7
West Midlands +30 1 £550 +10.00% 1
Midlands +26 1 £550 +10.00% 3
South West +10 1 £275 -46.86% 5
NumPy
UK

NumPy
Co-occurring Skills and Capabilities in 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 94 (56.97%) Apache Airflow
2 87 (52.73%) Apache
3 1 (0.61%) Apache Spark
3 1 (0.61%) Jupyter
3 1 (0.61%) Luigi
Business Applications
1 1 (0.61%) Endur
Cloud Services
1 105 (63.64%) AWS
2 81 (49.09%) dbt
3 60 (36.36%) GCP
4 58 (35.15%) Snowflake
5 19 (11.52%) Azure
6 11 (6.67%) Azure DevOps
6 11 (6.67%) GitHub
6 11 (6.67%) Serverless
7 6 (3.64%) Vertex AI
8 4 (2.42%) Amazon S3
8 4 (2.42%) Dagster
9 3 (1.82%) Amazon Kinesis
9 3 (1.82%) AWS Lambda
10 2 (1.21%) Amazon ECS
10 2 (1.21%) Cloud Computing
11 1 (0.61%) Azure Data Factory
Communications & Networking
1 1 (0.61%) FTP
Database & Business Intelligence
1 78 (47.27%) Amazon Athena
1 78 (47.27%) Apache Arrow
1 78 (47.27%) Apache Ignite
1 78 (47.27%) Dremio
2 59 (35.76%) Data Lake
3 19 (11.52%) NoSQL
4 8 (4.85%) Big Data
5 4 (2.42%) Amazon Aurora
6 2 (1.21%) Amazon RDS
6 2 (1.21%) Data Mining
6 2 (1.21%) Geospatial Data
6 2 (1.21%) PostgreSQL
6 2 (1.21%) SQL Server
7 1 (0.61%) Data Warehouse
7 1 (0.61%) Hadoop
7 1 (0.61%) MongoDB
Development Applications
1 12 (7.27%) Git
2 7 (4.24%) Mercurial
2 7 (4.24%) MLflow
3 2 (1.21%) Cypress.io
3 2 (1.21%) Jenkins
3 2 (1.21%) webpack
General
1 109 (66.06%) Finance
2 101 (61.21%) Front Office
3 75 (45.45%) Banking
4 73 (44.24%) Investment Banking
5 9 (5.45%) Multimedia
5 9 (5.45%) Social Skills
6 4 (2.42%) Analytical Skills
7 3 (1.82%) Inclusion and Diversity
7 3 (1.82%) Manufacturing
7 3 (1.82%) Presentation Skills
8 2 (1.21%) Aerospace
8 2 (1.21%) Electronics
8 2 (1.21%) Law
8 2 (1.21%) Marketing
8 2 (1.21%) Tech for Good
9 1 (0.61%) Games
9 1 (0.61%) Public Sector
9 1 (0.61%) Publishing
9 1 (0.61%) Retail
9 1 (0.61%) Telecoms
Job Titles
1 66 (40.00%) Developer
2 60 (36.36%) Software Engineer
3 52 (31.52%) Python Engineer
4 42 (25.45%) Python Developer
5 40 (24.24%) Senior
6 34 (20.61%) AWS Engineer
6 34 (20.61%) Developer/Software Engineer
7 33 (20.00%) Python Software Engineer
8 30 (18.18%) AWS Software Engineer
9 28 (16.97%) Lead
10 27 (16.36%) Software Developer
11 22 (13.33%) Java Engineer
11 22 (13.33%) Java Software Engineer
11 22 (13.33%) Senior Software Engineer
12 18 (10.91%) Architect
12 18 (10.91%) Lead Developer
12 18 (10.91%) Lead Software Developer
12 18 (10.91%) Lead Software Engineer
12 18 (10.91%) Solutions Architect
12 18 (10.91%) Team Leader
Libraries, Frameworks & Software Standards
1 158 (95.76%) Pandas
2 113 (68.48%) SciPy
3 82 (49.70%) gRPC
4 78 (47.27%) Protocol Buffers
5 19 (11.52%) React
6 15 (9.09%) PySpark
7 12 (7.27%) scikit-learn
8 9 (5.45%) Matplotlib
8 9 (5.45%) REST
8 9 (5.45%) TensorFlow
9 7 (4.24%) Node.js
9 7 (4.24%) Redux
10 6 (3.64%) AngularJS
11 5 (3.03%) PyTorch
11 5 (3.03%) Vue
12 4 (2.42%) Kafka
13 3 (1.82%) Dask
13 3 (1.82%) HTML
13 3 (1.82%) Lambda Expressions
14 2 (1.21%) RESTful
Miscellaneous
1 82 (49.70%) Derivative
2 73 (44.24%) Fixed Income
3 69 (41.82%) Equities
4 66 (40.00%) Hedge funds
5 64 (38.79%) Foreign Exchange (FX)
6 16 (9.70%) Algorithms
7 5 (3.03%) Data Structures
7 5 (3.03%) Social Media
8 4 (2.42%) Distributed Systems
8 4 (2.42%) Pricing Data
9 2 (1.21%) Renewable Energy
9 2 (1.21%) Solar Panel
10 1 (0.61%) Data Protection Act
10 1 (0.61%) Greenfield Project
Operating Systems
1 7 (4.24%) Windows
2 1 (0.61%) Linux
Processes & Methodologies
1 114 (69.09%) Software Engineering
2 90 (54.55%) Agile
3 80 (48.48%) Asset Management
4 67 (40.61%) Investment Management
5 32 (19.39%) Line Management
6 31 (18.79%) Mathematics
7 29 (17.58%) CI/CD
7 29 (17.58%) Data Pipeline
8 26 (15.76%) Artificial Intelligence
9 25 (15.15%) Analytics
9 25 (15.15%) Machine Learning
10 24 (14.55%) Computer Science
11 22 (13.33%) Greeks
12 21 (12.73%) Data Science
12 21 (12.73%) DevOps
12 21 (12.73%) Test Automation
13 19 (11.52%) Mathematical Modelling
14 14 (8.48%) Workflow
15 12 (7.27%) Data Architecture
16 11 (6.67%) Product Requirements
Programming Languages
1 165 (100.00%) Python
2 88 (53.33%) JavaScript
3 87 (52.73%) Java
4 78 (47.27%) TypeScript
5 38 (23.03%) SQL
6 22 (13.33%) C++
7 14 (8.48%) C#
8 12 (7.27%) Rust
9 10 (6.06%) Scala
10 8 (4.85%) Ruby
11 2 (1.21%) MATLAB
11 2 (1.21%) R
12 1 (0.61%) C
12 1 (0.61%) Clojure
12 1 (0.61%) Groovy
Qualifications
1 28 (16.97%) Degree
2 10 (6.06%) Computer Science Degree
3 9 (5.45%) Master's Degree
4 4 (2.42%) PhD
5 2 (1.21%) Numerate Degree
6 1 (0.61%) DV Cleared
6 1 (0.61%) Security Cleared
Quality Assurance & Compliance
1 25 (15.15%) Data Quality
2 1 (0.61%) MiFID
System Software
1 7 (4.24%) Docker
Systems Management
1 9 (5.45%) Kubernetes
2 6 (3.64%) Kubeflow
3 5 (3.03%) Terraform
4 4 (2.42%) Argo
5 2 (1.21%) Ansible
Vendors
1 2 (1.21%) ESRI
1 2 (1.21%) SAP
2 1 (0.61%) Bloomberg
2 1 (0.61%) Databricks
2 1 (0.61%) OpenLink
2 1 (0.61%) Palantir
2 1 (0.61%) Reuters