NumPy Contracts with Work from Home Options

NumPy
UK > Work from Home

The table below provides summary statistics for contract job vacancies with an option to work from home (WFH) and 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 7 June 2024 with a comparison to the same period in the previous 2 years.

6 months to
7 Jun 2024
Same period 2023 Same period 2022
Rank 205 400 521
Rank change year-on-year +195 +121 -97
Contract jobs citing NumPy 135 63 104
As % of all contract jobs with a WFH option 0.92% 0.26% 0.23%
As % of the Libraries, Frameworks & Software Standards category 3.64% 1.05% 0.79%
Number of daily rates quoted 130 47 53
10th Percentile £675 £487 £425
25th Percentile £750 £563 £463
Median daily rate (50th Percentile) £800 £725 £550
Median % change year-on-year +10.34% +31.82% -4.35%
75th Percentile £888 £902 £750
90th Percentile - £1,025 £763
UK median daily rate £800 £700 £600
% change year-on-year +14.29% +16.67% +9.09%

All Software Libraries and Frameworks
Work from Home

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 with a WFH option and 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 3,707 6,003 13,194
As % of all contract jobs with a WFH option 25.20% 25.06% 29.70%
Number of daily rates quoted 2,610 4,500 9,800
10th Percentile £344 £390 £400
25th Percentile £431 £450 £454
Median daily rate (50th Percentile) £538 £540 £550
Median % change year-on-year -0.37% -1.91% +10.44%
75th Percentile £650 £658 £650
90th Percentile £800 £750 £750
UK median daily rate £536 £550 £550
% change year-on-year -2.59% - +10.00%
Number of hourly rates quoted 90 78 110
10th Percentile £23.88 £24.78 £22.50
25th Percentile - £47.19 £35.00
Median hourly rate £43.00 £63.25 £52.50
Median % change year-on-year -32.02% +20.48% +16.67%
75th Percentile £61.50 £73.75 £66.64
90th Percentile £72.50 £79.20 £76.64
UK median hourly rate £48.97 £65.00 £52.50
% change year-on-year -24.67% +23.81% +16.67%

NumPy
Trend for Jobs with a WFH Option

Job vacancies with a work from home option citing NumPy as a proportion of all IT jobs advertised.

NumPy trend for jobs with a WFH option

NumPy
Daily Rate Trend for Jobs with a WFH Option

3-month moving average daily rate quoted in job vacancies with a work from home option citing NumPy.

NumPy daily rate for jobs with a WFH option

NumPy
Daily Rate Histogram for Jobs with a WFH Option

Daily rate distribution for jobs with a work from home option citing NumPy over the 6 months to 7 June 2024.

NumPy daily rate histogram for jobs with a WFH option

NumPy
Co-occurring Skills and Capabilities with WFH Options 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
1 123 (91.11%) Apache Airflow
2 120 (88.89%) Apache
Cloud Services
1 126 (93.33%) AWS
2 122 (90.37%) dbt
3 103 (76.30%) Snowflake
4 68 (50.37%) GCP
5 9 (6.67%) Azure
6 4 (2.96%) Amazon EC2
6 4 (2.96%) Amazon ECS
6 4 (2.96%) Amazon EKS
7 3 (2.22%) Dagster
8 2 (1.48%) Amazon SageMaker
8 2 (1.48%) Azure Data Factory
8 2 (1.48%) Azure Synapse Analytics
8 2 (1.48%) Power Platform
9 1 (0.74%) AWS CloudFormation
9 1 (0.74%) Azure DevOps
9 1 (0.74%) Cloud Composer
9 1 (0.74%) GitHub
Database & Business Intelligence
1 121 (89.63%) Amazon Athena
1 121 (89.63%) Dremio
2 118 (87.41%) Apache Arrow
2 118 (87.41%) Apache Ignite
3 105 (77.78%) Data Lake
4 2 (1.48%) NoSQL
4 2 (1.48%) Power BI
5 1 (0.74%) BigQuery
Development Applications
1 2 (1.48%) Git
General
1 123 (91.11%) Finance
2 122 (90.37%) Front Office
3 111 (82.22%) Banking
4 108 (80.00%) Investment Banking
5 3 (2.22%) Social Skills
6 2 (1.48%) Aerospace
6 2 (1.48%) Presentation Skills
6 2 (1.48%) Public Sector
7 1 (0.74%) Analytical Skills
7 1 (0.74%) Games
7 1 (0.74%) Manufacturing
7 1 (0.74%) Marketing
Job Titles
1 84 (62.22%) Software Engineer
2 58 (42.96%) Python Engineer
3 55 (40.74%) Python Software Engineer
4 53 (39.26%) AWS Engineer
5 52 (38.52%) AWS Software Engineer
6 48 (35.56%) Developer
6 48 (35.56%) Lead
7 45 (33.33%) Java Engineer
7 45 (33.33%) Java Software Engineer
7 45 (33.33%) Senior
8 44 (32.59%) Developer/Software Engineer
9 42 (31.11%) Senior Software Engineer
10 35 (25.93%) Software Developer
11 32 (23.70%) Lead Developer
11 32 (23.70%) Lead Software Developer
11 32 (23.70%) Lead Software Engineer
11 32 (23.70%) Software Team Leader
11 32 (23.70%) Team Leader
12 30 (22.22%) Python Developer
13 29 (21.48%) Senior Java Software Engineer
Libraries, Frameworks & Software Standards
1 128 (94.81%) Pandas
2 125 (92.59%) SciPy
3 118 (87.41%) gRPC
3 118 (87.41%) Protocol Buffers
4 11 (8.15%) React
5 10 (7.41%) AngularJS
5 10 (7.41%) Node.js
5 10 (7.41%) Redux
5 10 (7.41%) Vue
6 8 (5.93%) PySpark
7 3 (2.22%) PyTorch
7 3 (2.22%) scikit-learn
7 3 (2.22%) TensorFlow
8 2 (1.48%) Google JAX
8 2 (1.48%) XGBoost
9 1 (0.74%) COM
Miscellaneous
1 118 (87.41%) Fixed Income
2 109 (80.74%) Derivative
3 108 (80.00%) Equities
3 108 (80.00%) Foreign Exchange (FX)
3 108 (80.00%) Hedge funds
4 16 (11.85%) Pricing Data
5 3 (2.22%) Algorithms
6 2 (1.48%) Greenfield Project
Processes & Methodologies
1 121 (89.63%) Agile
1 121 (89.63%) Asset Management
1 121 (89.63%) Software Engineering
2 96 (71.11%) Investment Management
3 46 (34.07%) Line Management
4 40 (29.63%) Greeks
5 13 (9.63%) Fintech
6 10 (7.41%) Analytics
6 10 (7.41%) Credit Risk Analysis
6 10 (7.41%) Performance Attribution
7 7 (5.19%) Data Architecture
8 6 (4.44%) Data Science
8 6 (4.44%) Mentoring
8 6 (4.44%) Product Management
9 5 (3.70%) Artificial Intelligence
10 4 (2.96%) Machine Learning
10 4 (2.96%) Migration
11 3 (2.22%) Data Engineering
11 3 (2.22%) Data Visualisation
11 3 (2.22%) Visualisation
Programming Languages
1 135 (100.00%) Python
2 118 (87.41%) JavaScript
2 118 (87.41%) TypeScript
3 112 (82.96%) Java
4 7 (5.19%) SQL
5 6 (4.44%) Ruby
5 6 (4.44%) Scala
6 3 (2.22%) C++
7 2 (1.48%) MATLAB
8 1 (0.74%) Rust
Qualifications
1 2 (1.48%) Degree
Quality Assurance & Compliance
1 41 (30.37%) Data Quality
System Software
1 4 (2.96%) Docker
Systems Management
1 2 (1.48%) Kubernetes
2 1 (0.74%) Terraform
Vendors
1 4 (2.96%) Bloomberg
1 4 (2.96%) Reuters
2 2 (1.48%) Google