NumPy Contracts with Work from Home Options

NumPy
UK > Work from Home

The table below provides summary statistics for remote or hybrid contract work requiring NumPy skills. It includes a benchmarking guide to the contractor rates offered in vacancies that cited NumPy over the 6 months leading up to 12 June 2024, comparing them to the same period in the previous two years.

6 months to
12 Jun 2024
Same period 2023 Same period 2022
Rank 200 391 523
Rank change year-on-year +191 +132 -88
Contract jobs citing NumPy 147 66 100
As % of all contract jobs with a WFH option 1.00% 0.28% 0.23%
As % of the Libraries, Frameworks & Software Standards category 3.95% 1.10% 0.77%
Number of daily rates quoted 141 50 51
10th Percentile £675 £493 £425
25th Percentile £750 £553 £456
Median daily rate (50th Percentile) £800 £725 £550
Median % change year-on-year +10.34% +31.82% -4.35%
75th Percentile £888 £899 £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 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 with remote or hybrid options requiring technical specification, industry standards, software libraries and framework skills.

Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 3,723 5,975 13,044
As % of all contract jobs with a WFH option 25.23% 25.03% 29.74%
Number of daily rates quoted 2,616 4,481 9,688
10th Percentile £350 £388 £400
25th Percentile £431 £450 £456
Median daily rate (50th Percentile) £538 £538 £550
Median % change year-on-year - -2.27% +10.00%
75th Percentile £650 £650 £650
90th Percentile £825 £750 £750
UK median daily rate £535 £550 £550
% change year-on-year -2.73% - +10.00%
Number of hourly rates quoted 90 79 111
10th Percentile £23.88 £25.10 £22.50
25th Percentile - £48.13 £35.00
Median hourly rate £43.00 £64.00 £52.50
Median % change year-on-year -32.81% +21.90% +16.67%
75th Percentile £61.50 £73.75 £67.25
90th Percentile £72.50 £79.05 £76.64
UK median hourly rate £50.00 £65.00 £52.50
% change year-on-year -23.08% +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 12 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
1 134 (91.16%) Apache Airflow
2 130 (88.44%) Apache
Cloud Services
1 137 (93.20%) AWS
2 133 (90.48%) dbt
3 114 (77.55%) Snowflake
4 76 (51.70%) GCP
5 11 (7.48%) Azure
6 8 (5.44%) Amazon EC2
6 8 (5.44%) Amazon ECS
6 8 (5.44%) Amazon EKS
7 4 (2.72%) Dagster
8 2 (1.36%) Amazon SageMaker
8 2 (1.36%) Azure Data Factory
8 2 (1.36%) Azure DevOps
8 2 (1.36%) Azure Synapse Analytics
8 2 (1.36%) Power Platform
9 1 (0.68%) AWS CloudFormation
9 1 (0.68%) Cloud Composer
9 1 (0.68%) GitHub
Database & Business Intelligence
1 132 (89.80%) Amazon Athena
1 132 (89.80%) Dremio
2 128 (87.07%) Apache Arrow
2 128 (87.07%) Apache Ignite
3 116 (78.91%) Data Lake
4 2 (1.36%) NoSQL
4 2 (1.36%) Power BI
5 1 (0.68%) BigQuery
Development Applications
1 3 (2.04%) Git
General
1 134 (91.16%) Finance
2 133 (90.48%) Front Office
3 122 (82.99%) Banking
4 118 (80.27%) Investment Banking
5 3 (2.04%) Social Skills
6 2 (1.36%) Aerospace
6 2 (1.36%) Presentation Skills
6 2 (1.36%) Public Sector
7 1 (0.68%) Analytical Skills
7 1 (0.68%) Games
7 1 (0.68%) Manufacturing
7 1 (0.68%) Marketing
Job Titles
1 90 (61.22%) Software Engineer
2 62 (42.18%) Python Engineer
3 58 (39.46%) Python Software Engineer
4 57 (38.78%) AWS Engineer
5 56 (38.10%) AWS Software Engineer
6 53 (36.05%) Developer
6 53 (36.05%) Lead
7 48 (32.65%) Developer/Software Engineer
7 48 (32.65%) Java Engineer
7 48 (32.65%) Java Software Engineer
7 48 (32.65%) Senior
8 44 (29.93%) Senior Software Engineer
9 39 (26.53%) Software Developer
10 36 (24.49%) Lead Developer
10 36 (24.49%) Lead Software Developer
10 36 (24.49%) Lead Software Engineer
10 36 (24.49%) Software Team Leader
10 36 (24.49%) Team Leader
11 33 (22.45%) Python Developer
12 30 (20.41%) Senior Java Engineer
Libraries, Frameworks & Software Standards
1 140 (95.24%) Pandas
2 137 (93.20%) SciPy
3 128 (87.07%) gRPC
3 128 (87.07%) Protocol Buffers
4 12 (8.16%) PySpark
5 11 (7.48%) React
6 10 (6.80%) AngularJS
6 10 (6.80%) Node.js
6 10 (6.80%) Redux
6 10 (6.80%) Vue
7 3 (2.04%) PyTorch
7 3 (2.04%) scikit-learn
7 3 (2.04%) TensorFlow
8 2 (1.36%) Google JAX
8 2 (1.36%) XGBoost
9 1 (0.68%) Bokeh
9 1 (0.68%) Dask
9 1 (0.68%) Flask
9 1 (0.68%) HTML
9 1 (0.68%) pytest
Miscellaneous
1 128 (87.07%) Fixed Income
2 119 (80.95%) Derivative
3 118 (80.27%) Equities
3 118 (80.27%) Foreign Exchange (FX)
3 118 (80.27%) Hedge funds
4 16 (10.88%) Pricing Data
5 3 (2.04%) Algorithms
6 2 (1.36%) Greenfield Project
Operating Systems
1 1 (0.68%) Linux
Processes & Methodologies
1 132 (89.80%) Agile
1 132 (89.80%) Asset Management
1 132 (89.80%) Software Engineering
2 100 (68.03%) Investment Management
3 53 (36.05%) Line Management
4 43 (29.25%) Greeks
5 14 (9.52%) Fintech
6 11 (7.48%) Analytics
7 10 (6.80%) Credit Risk Analysis
7 10 (6.80%) Performance Attribution
8 8 (5.44%) Migration
9 7 (4.76%) Data Architecture
10 6 (4.08%) Data Science
10 6 (4.08%) Mentoring
10 6 (4.08%) Product Management
11 5 (3.40%) Artificial Intelligence
12 4 (2.72%) Data Engineering
12 4 (2.72%) Machine Learning
13 3 (2.04%) Data Pipeline
13 3 (2.04%) Random Forest
Programming Languages
1 147 (100.00%) Python
2 129 (87.76%) JavaScript
3 128 (87.07%) TypeScript
4 123 (83.67%) Java
5 11 (7.48%) SQL
6 6 (4.08%) Ruby
6 6 (4.08%) Scala
7 3 (2.04%) C++
8 2 (1.36%) MATLAB
9 1 (0.68%) C#
9 1 (0.68%) Rust
Qualifications
1 2 (1.36%) Degree
Quality Assurance & Compliance
1 44 (29.93%) Data Quality
System Software
1 5 (3.40%) Docker
Systems Management
1 2 (1.36%) Kubernetes
2 1 (0.68%) Terraform
Vendors
1 8 (5.44%) Bloomberg
1 8 (5.44%) Reuters
2 2 (1.36%) Google