Period
to 28 January 2022

The following table provides summary statistics for contract job vacancies advertised in the City of London with a requirement for Pandas skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Pandas over the 6 months to 28 January 2022 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Pandas
Central London > City of London
6 months to
28 Jan 2022
Same period 2021 Same period 2020
Rank 173 129 192
Rank change year-on-year -44 +63 -39
Contract jobs citing Pandas 15 4 14
As % of all contract jobs advertised in the City of London 0.37% 0.19% 0.29%
As % of the Libraries, Frameworks & Software Standards category 1.18% 0.61% 0.85%
Number of daily rates quoted 11 3 11
10th Percentile £363 £405 £413
25th Percentile £438 £413 £441
Median daily rate (50th Percentile) £575 £450 £475
Median % change year-on-year +27.78% -5.26% -13.64%
75th Percentile £713 £489 £538
90th Percentile £788 £497 £544
Central London median daily rate £600 £450 £525
% change year-on-year +33.33% -14.29% -4.55%

Pandas 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 the City of London with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
City of London
Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 1,270 656 1,654
As % of all contract IT jobs advertised in the City of London 31.64% 31.03% 33.76%
Number of daily rates quoted 1,011 507 1,364
10th Percentile £413 £363 £388
25th Percentile £497 £425 £450
Median daily rate (50th Percentile) £575 £550 £525
Median % change year-on-year +4.55% +4.76% -
75th Percentile £688 £614 £613
90th Percentile £760 £688 £688
Central London median daily rate £575 £545 £525
% change year-on-year +5.50% +3.81% -
Number of hourly rates quoted 2 1 2
10th Percentile £18.23 - £49.82
25th Percentile £26.06 £17.50 £51.79
Median hourly rate £39.75 £20.00 £57.67
Median % change year-on-year +98.75% -65.32% +249.48%
75th Percentile £54.06 £22.50 £62.62
90th Percentile £62.28 - £64.05
Central London median hourly rate £39.75 £20.00 £60.00
% change year-on-year +98.75% -66.67% +263.64%

Pandas
Job Vacancy Trend in the City of London

Job postings citing Pandas as a proportion of all IT jobs advertised in the City of London.

Job vacancy trend for Pandas in the City of London

Pandas
Contractor Daily Rate Trend in the City of London

3-month moving average daily rate quoted in jobs citing Pandas in the City of London.

Daily rate trend for Pandas in the City of London

Pandas
Daily Rate Histogram in the City of London

Daily rate distribution for jobs citing Pandas in the City of London over the 6 months to 28 January 2022.

Daily rate histogram for Pandas in the City of London

Pandas
Contract Job Locations in the City of London

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Pandas within the City of London region over the 6 months to 28 January 2022. 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 Bridge - 1 £575 -
Pandas
Central London

For the 6 months to 28 January 2022, IT contractor jobs citing Pandas also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all contract job ads across the City of London region with a requirement for Pandas.

1 15 (100.00%) Python
2 11 (73.33%) NumPy
3 7 (46.67%) Azure
3 7 (46.67%) AWS
3 7 (46.67%) Analytics
4 5 (33.33%) Java
4 5 (33.33%) SQL
4 5 (33.33%) Visualisation
4 5 (33.33%) Hedge funds
4 5 (33.33%) Machine Learning
4 5 (33.33%) PyTorch
5 4 (26.67%) Data Science
5 4 (26.67%) Decision-Making
5 4 (26.67%) C++
5 4 (26.67%) Fixed Income
6 3 (20.00%) Management Information System
6 3 (20.00%) Pharmaceutical
6 3 (20.00%) Statistics
6 3 (20.00%) Computer Science
6 3 (20.00%) QA
6 3 (20.00%) Unit Testing
6 3 (20.00%) Investment Management
6 3 (20.00%) R
6 3 (20.00%) Data Visualisation
6 3 (20.00%) Matplotlib
6 3 (20.00%) SciPy
6 3 (20.00%) Public Sector
6 3 (20.00%) pytest
6 3 (20.00%) Dashboard Development
6 3 (20.00%) Jupyter

Pandas
Co-occurring IT Skills in the City of London by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 3 (20.00%) Jupyter
2 2 (13.33%) Apache
2 2 (13.33%) Tornado
Applications
1 1 (6.67%) Microsoft PowerPoint
Cloud Services
1 7 (46.67%) AWS
1 7 (46.67%) Azure
2 1 (6.67%) Amazon EC2
2 1 (6.67%) Amazon SQS
2 1 (6.67%) AWS Lambda
2 1 (6.67%) GitHub
2 1 (6.67%) Serverless
2 1 (6.67%) Snowflake
Communications & Networking
1 2 (13.33%) BGP
Database & Business Intelligence
1 2 (13.33%) SQL Server
1 2 (13.33%) SQLite
Development Applications
1 1 (6.67%) Git (software)
1 1 (6.67%) JIRA
General
1 3 (20.00%) Pharmaceutical
1 3 (20.00%) Public Sector
2 1 (6.67%) Banking
2 1 (6.67%) Investment Banking
Job Titles
1 6 (40.00%) Developer
2 5 (33.33%) Python Developer
3 3 (20.00%) Data Engineer
3 3 (20.00%) Data Scientist
3 3 (20.00%) Python Engineer
4 2 (13.33%) Java Developer
4 2 (13.33%) Lead Developer
5 1 (6.67%) Analytics Developer
5 1 (6.67%) AWS Engineer
5 1 (6.67%) C# Developer
5 1 (6.67%) C++ Developer
5 1 (6.67%) C++/Java Developer
5 1 (6.67%) ETL Developer
5 1 (6.67%) Lead Java Developer
5 1 (6.67%) Programmer
5 1 (6.67%) Python Programmer
5 1 (6.67%) Python Team Leader
Libraries, Frameworks & Software Standards
1 11 (73.33%) NumPy
2 5 (33.33%) PyTorch
3 3 (20.00%) Matplotlib
3 3 (20.00%) pytest
3 3 (20.00%) SciPy
3 3 (20.00%) TensorFlow
4 2 (13.33%) .NET
4 2 (13.33%) Anaconda
4 2 (13.33%) Flask
4 2 (13.33%) scikit-learn
5 1 (6.67%) Angular 2
5 1 (6.67%) AngularJS
5 1 (6.67%) jQuery
5 1 (6.67%) Node.js
5 1 (6.67%) PySpark
5 1 (6.67%) React
5 1 (6.67%) SQLAlchemy
Miscellaneous
1 5 (33.33%) Hedge funds
2 4 (26.67%) Fixed Income
3 3 (20.00%) Management Information System
4 2 (13.33%) Algorithms
5 1 (6.67%) Equities
5 1 (6.67%) Foreign Exchange (FX)
5 1 (6.67%) Market Risk
Processes & Methodologies
1 7 (46.67%) Analytics
2 5 (33.33%) Machine Learning
2 5 (33.33%) Visualisation
3 4 (26.67%) Data Science
3 4 (26.67%) Decision-Making
4 3 (20.00%) Computer Science
4 3 (20.00%) Dashboard Development
4 3 (20.00%) Data Visualisation
4 3 (20.00%) Investment Management
4 3 (20.00%) Statistical Computing
4 3 (20.00%) Statistics
4 3 (20.00%) Unit Testing
5 2 (13.33%) Agile Software Development
5 2 (13.33%) DevOps
5 2 (13.33%) Mathematics
5 2 (13.33%) Portfolio Management
5 2 (13.33%) Software Engineering
5 2 (13.33%) TDD
6 1 (6.67%) Data Engineering
6 1 (6.67%) Mentoring
Programming Languages
1 15 (100.00%) Python
2 5 (33.33%) Java
2 5 (33.33%) SQL
3 4 (26.67%) C++
4 3 (20.00%) R
5 2 (13.33%) Cython
6 1 (6.67%) C#
6 1 (6.67%) JavaScript
Quality Assurance & Compliance
1 3 (20.00%) QA
Systems Management
1 1 (6.67%) Terraform
Vendors
1 2 (13.33%) Oracle