Polars Contracts in England

Polars
UK > England

The table below provides summary statistics for contract job vacancies advertised in England requiring Polars skills. It includes a benchmarking guide to the contractor rates offered in vacancies that cited Polars over the 6 months leading up to 1 May 2025, comparing them to the same period in the previous two years.

6 months to
1 May 2025
Same period 2024 Same period 2023
Rank 472 - -
Rank change year-on-year - - -
Contract jobs citing Polars 13 0 0
As % of all contract jobs advertised in England 0.053% - -
As % of the Libraries, Frameworks & Software Standards category 0.24% - -
Number of daily rates quoted 2 0 0
10th Percentile £589 - -
25th Percentile £591 - -
Median daily rate (50th Percentile) £613 - -
75th Percentile £647 - -
90th Percentile £656 - -
UK median daily rate £613 - -

All Software Libraries and Frameworks
England

Polars 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 5,454 7,511 11,676
As % of all contract IT jobs advertised in England 22.39% 20.19% 23.14%
Number of daily rates quoted 3,783 5,341 8,633
10th Percentile £368 £350 £400
25th Percentile £425 £430 £463
Median daily rate (50th Percentile) £530 £550 £563
Median % change year-on-year -3.64% -2.22% -
75th Percentile £669 £675 £688
90th Percentile £800 £775 £798
UK median daily rate £525 £530 £550
% change year-on-year -0.94% -3.64% -
Number of hourly rates quoted 100 218 138
10th Percentile £30.13 £22.27 £28.73
25th Percentile £51.25 £43.00 £48.88
Median hourly rate £65.00 £46.18 £65.00
Median % change year-on-year +40.75% -28.95% +32.65%
75th Percentile £68.19 £65.00 £75.00
90th Percentile £82.19 £75.00 £80.08
UK median hourly rate £65.00 £46.18 £65.00
% change year-on-year +40.75% -28.95% +32.65%

Polars
Job Vacancy Trend in England

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

Job vacancy trend for Polars in England

Polars
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 Polars within the England region over the 6 months to 1 May 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
London - 11 £625 - 15
Polars
UK

Polars
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 2 (15.38%) Apache Airflow
Cloud Services
1 12 (92.31%) AWS
2 2 (15.38%) Amazon CloudWatch
2 2 (15.38%) Amazon EC2
2 2 (15.38%) Amazon S3
2 2 (15.38%) AWS Lambda
2 2 (15.38%) Dagster
2 2 (15.38%) Prefect
2 2 (15.38%) Serverless
Database & Business Intelligence
1 2 (15.38%) NoSQL
Development Applications
1 8 (61.54%) Git
General
1 10 (76.92%) Banking
1 10 (76.92%) Finance
1 10 (76.92%) Investment Banking
2 1 (7.69%) Corporate Banking
2 1 (7.69%) Front Office
2 1 (7.69%) Pharmaceutical
2 1 (7.69%) Retail
2 1 (7.69%) Retail Banking
Job Titles
1 10 (76.92%) Developer
1 10 (76.92%) Python Developer
2 7 (53.85%) AWS Developer
2 7 (53.85%) JavaScript Developer
3 3 (23.08%) Data Engineer
3 3 (23.08%) Python Engineer
4 1 (7.69%) Automation Engineer
4 1 (7.69%) Front Office Developer
Libraries, Frameworks & Software Standards
1 13 (100.00%) Pandas
2 12 (92.31%) NumPy
3 11 (84.62%) SciPy
4 9 (69.23%) AngularJS
4 9 (69.23%) FastAPI
4 9 (69.23%) Flask
4 9 (69.23%) React
4 9 (69.23%) Vue
Miscellaneous
1 10 (76.92%) Hedge funds
2 8 (61.54%) Foreign Exchange (FX)
3 2 (15.38%) Genomics
3 2 (15.38%) Omics
4 1 (7.69%) Fixed Income
4 1 (7.69%) Virtual Team
Operating Systems
1 10 (76.92%) Linux
2 2 (15.38%) Unix
Processes & Methodologies
1 11 (84.62%) Data Engineering
2 10 (76.92%) Software Engineering
3 9 (69.23%) CI/CD
3 9 (69.23%) Mathematics
3 9 (69.23%) Systematic Trading
4 7 (53.85%) Clean Code
4 7 (53.85%) Structured Programming
5 4 (30.77%) Data Pipeline
6 3 (23.08%) ETL
7 2 (15.38%) Bioinformatics
7 2 (15.38%) Computer Science
7 2 (15.38%) Data Analysis
7 2 (15.38%) Data Science
7 2 (15.38%) Observability
7 2 (15.38%) Proteomics
7 2 (15.38%) Software Testing
7 2 (15.38%) Transcriptomics
7 2 (15.38%) Visualisation
8 1 (7.69%) Dashboard Development
8 1 (7.69%) Data Management
Programming Languages
1 13 (100.00%) Python
2 9 (69.23%) JavaScript
3 7 (53.85%) C#
3 7 (53.85%) C++
3 7 (53.85%) Java
3 7 (53.85%) Rust
4 3 (23.08%) SQL
Quality Assurance & Compliance
1 1 (7.69%) Data Quality
System Software
1 9 (69.23%) Docker
2 2 (15.38%) HDFS
Systems Management
1 9 (69.23%) Kubernetes