Period
to 29 January 2020

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 29 January 2020 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
29 Jan 2020
Same period 2019 Same period 2018
Rank 181 155 238
Rank change year-on-year -26 +83 -16
Contract jobs citing Pandas 15 107 18
As % of all contract IT jobs advertised in the City of London 0.31% 1.56% 0.25%
As % of the Libraries, Frameworks & Software Standards category 0.91% 3.96% 0.66%
Number of daily rates quoted 12 94 15
City of London median daily rate £475 £550 £575
Median daily rate % change year-on-year -13.64% -4.35% +15.00%
10th Percentile £414 £513 £513
90th Percentile £543 £600 £725
Central London median daily rate £525 £550 £575
% change year-on-year -4.55% -4.35% +15.00%
Number of hourly rates quoted 0 0 0
City of London median hourly rate - - -
Central London median hourly rate - - -

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 1,651 2,703 2,707
As % of all contract IT jobs advertised in the City of London 33.85% 39.41% 38.12%
Number of daily rates quoted 1,344 2,247 2,320
City of London median daily rate £525 £525 £513
Median daily rate % change year-on-year - +2.44% +5.13%
10th Percentile £388 £409 £363
90th Percentile £675 £663 £669
Central London median daily rate £525 £525 £500
% change year-on-year - +5.00% +5.26%
Number of hourly rates quoted 5 3 7
City of London median hourly rate £35.00 £19.00 £27.09
Median hourly rate % change year-on-year +84.21% -29.86% -50.06%
10th Percentile £24.50 £14.90 £21.05
90th Percentile £61.20 £84.50 £55.95
Central London median hourly rate £35.00 £27.00 £24.30
% change year-on-year +29.63% +11.13% -55.21%

Pandas
Job Vacancy Trend in the City of London

Job postings citing Pandas as a percentage 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

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Pandas in the City of London.

Contractor daily rate trend for Pandas in the City of London

Pandas
Contractor Daily Rate Histogram in the City of London

The daily rate distribution of IT jobs citing Pandas in the City of London over the 6 months to 29 January 2020.

Contractor 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 29 January 2020. 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
Job
Vacancies
London Bridge +2 1 £525 -
Pandas
Central London

For the 6 months to 29 January 2020, 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 10 (66.67%) Data Science
3 8 (53.33%) GCP
3 8 (53.33%) AWS
3 8 (53.33%) Apache Spark
4 7 (46.67%) Machine Learning
4 7 (46.67%) Agile Software Development
5 6 (40.00%) Google
6 5 (33.33%) Open Source
6 5 (33.33%) SciPy
6 5 (33.33%) NumPy
6 5 (33.33%) Algorithms
6 5 (33.33%) Analytical Skills
7 4 (26.67%) Docker
7 4 (26.67%) Big Data
7 4 (26.67%) Visualisation
7 4 (26.67%) Use Case
7 4 (26.67%) Mathematics
7 4 (26.67%) Physics
7 4 (26.67%) Computer Science
7 4 (26.67%) Degree
7 4 (26.67%) Artificial Intelligence
7 4 (26.67%) PhD
7 4 (26.67%) MLlib
7 4 (26.67%) TensorFlow
7 4 (26.67%) Master's Degree
8 3 (20.00%) Apache Airflow
8 3 (20.00%) scikit-learn
8 3 (20.00%) Kubernetes
8 3 (20.00%) C#

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 8 (53.33%) Apache Spark
2 3 (20.00%) Apache
2 3 (20.00%) Apache Airflow
2 3 (20.00%) Elasticsearch
3 2 (13.33%) DNN
3 2 (13.33%) Jupyter
3 2 (13.33%) Luigi
Cloud Services
1 8 (53.33%) AWS
1 8 (53.33%) GCP
2 2 (13.33%) Azure
3 1 (6.67%) Amazon Cognito
3 1 (6.67%) Amazon S3
3 1 (6.67%) GitHub
3 1 (6.67%) Google App Engine
3 1 (6.67%) Serverless
Database & Business Intelligence
1 4 (26.67%) Big Data
2 3 (20.00%) BigQuery
2 3 (20.00%) PostgreSQL
3 2 (13.33%) Amazon Redshift
3 2 (13.33%) Flink
4 1 (6.67%) Apache Cassandra
4 1 (6.67%) MongoDB
4 1 (6.67%) NoSQL
Development Applications
1 1 (6.67%) GoCD
General
1 2 (13.33%) Telecoms
2 1 (6.67%) Finance
2 1 (6.67%) Marketing
2 1 (6.67%) Public Sector
Job Titles
1 6 (40.00%) Developer
2 5 (33.33%) Data Scientist
2 5 (33.33%) Python Developer
3 2 (13.33%) Data Engineer
3 2 (13.33%) Machine Learning Scientist
4 1 (6.67%) AWS Developer
4 1 (6.67%) AWS Engineer
4 1 (6.67%) Django Developer
4 1 (6.67%) Full Stack Developer
4 1 (6.67%) Python Engineer
4 1 (6.67%) Python/Django Developer
4 1 (6.67%) React Developer
4 1 (6.67%) Tableau Developer
Libraries, Frameworks & Software Standards
1 5 (33.33%) NumPy
1 5 (33.33%) SciPy
2 4 (26.67%) MLlib
2 4 (26.67%) TensorFlow
3 3 (20.00%) JSON
3 3 (20.00%) Kafka
3 3 (20.00%) scikit-learn
4 2 (13.33%) D3.js
4 2 (13.33%) Samza
4 2 (13.33%) Web Services
5 1 (6.67%) Django
5 1 (6.67%) Flask
5 1 (6.67%) Lambda Expressions
5 1 (6.67%) PySpark
5 1 (6.67%) Serverless Framework
Miscellaneous
1 5 (33.33%) Algorithms
1 5 (33.33%) Analytical Skills
2 1 (6.67%) Analytical Mindset
2 1 (6.67%) e-Learning
2 1 (6.67%) Foreign Exchange (FX)
Operating Systems
1 1 (6.67%) Linux
Processes & Methodologies
1 10 (66.67%) Data Science
2 7 (46.67%) Agile Software Development
2 7 (46.67%) Machine Learning
3 5 (33.33%) Open Source
4 4 (26.67%) Artificial Intelligence
4 4 (26.67%) Computer Science
4 4 (26.67%) Mathematics
4 4 (26.67%) Physics
4 4 (26.67%) Use Case
4 4 (26.67%) Visualisation
5 3 (20.00%) Multithreading
5 3 (20.00%) Pair Programming
6 2 (13.33%) BDD
6 2 (13.33%) Data Transformation
6 2 (13.33%) Deep Learning
6 2 (13.33%) ETL
6 2 (13.33%) Site Reliability Engineering
6 2 (13.33%) Statistical Modelling
6 2 (13.33%) TDD
6 2 (13.33%) Test Automation
Programming Languages
1 15 (100.00%) Python
2 3 (20.00%) C#
2 3 (20.00%) JavaScript
2 3 (20.00%) Scala
2 3 (20.00%) SQL
3 2 (13.33%) Go
3 2 (13.33%) Java
4 1 (6.67%) R
Qualifications
1 4 (26.67%) Degree
1 4 (26.67%) Master's Degree
1 4 (26.67%) PhD
System Software
1 4 (26.67%) Docker
Systems Management
1 3 (20.00%) Kubernetes
2 1 (6.67%) Terraform
Vendors
1 6 (40.00%) Google
2 1 (6.67%) Databricks
2 1 (6.67%) Splunk
2 1 (6.67%) Tableau