Period
to 18 August 2018

The following table provides summary statistics for contract job vacancies with a requirement for Seaborn skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Seaborn over the 6 months to 18 August 2018 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.

Seaborn: Statistical Data Visualization
UK
6 months to
18 Aug 2018
Same period 2017 Same period 2016
Rank 887 857 -
Rank change year-on-year -30 - -
Contract jobs citing Seaborn 12 2 0
As % of all contract IT jobs advertised in the UK 0.012% 0.002% -
As % of the Libraries, Frameworks & Software Standards category 0.034% 0.006% -
Number of daily rates quoted 9 1 0
UK median daily rate £525 £525 -
UK excluding London median daily rate £375 - -
Number of hourly rates quoted 0 0 0
UK median hourly rate - - -
UK excluding London median hourly rate - - -

Seaborn 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 requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
UK
Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 35,507 31,304 31,665
As % of all contract IT jobs advertised in the UK 34.46% 32.45% 29.14%
Number of daily rates quoted 25,082 21,593 22,138
UK median daily rate £475 £450 £425
Median daily rate % change year-on-year +5.56% +5.88% +6.25%
10th Percentile £320 £306 £294
90th Percentile £625 £625 £588
UK excluding London median daily rate £425 £400 £385
% change year-on-year +6.25% +3.90% +2.67%
Number of hourly rates quoted 346 386 380
UK median hourly rate £41.52 £40.00 £36.00
Median hourly rate % change year-on-year +3.79% +11.11% -2.76%
10th Percentile £15.24 £16.00 £12.25
90th Percentile £57.50 £53.75 £50.00
UK excluding London median hourly rate £40.25 £40.00 £36.00
% change year-on-year +0.63% +11.11% -2.70%

Seaborn
Job Vacancy Trend

Job postings citing Seaborn as a percentage of all IT jobs advertised.

Job vacancy trend for Seaborn in the UK

Seaborn
Contractor Daily Rate Trend

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Seaborn.

Contractor daily rate trend for Seaborn in the UK

Seaborn
Contractor Daily Rate Histogram

The daily rate distribution of IT jobs citing Seaborn over the 6 months to 18 August 2018.

Contractor daily rate histogram for Seaborn in the UK

Seaborn
Top 4 Contract Locations

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Seaborn within the UK over the 6 months to 18 August 2018. 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 -18 10 £538 +2.38%
England -21 10 £538 +2.38%
Scotland - 2 £375 -
UK excluding London - 2 £375 -

For the 6 months to 18 August 2018, IT contractor jobs citing Seaborn 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 with a requirement for Seaborn.

1 12 (100.00%) Python
1 12 (100.00%) Visualisation
1 12 (100.00%) Data Science
2 11 (91.67%) Analytical Skills
3 8 (66.67%) Data Analysis
4 7 (58.33%) Matplotlib
5 6 (50.00%) R
5 6 (50.00%) Machine Learning
5 6 (50.00%) Kafka
5 6 (50.00%) Elasticsearch
5 6 (50.00%) Customer Segmentation
5 6 (50.00%) Amazon Redshift
5 6 (50.00%) Artificial Intelligence
5 6 (50.00%) Marketing
5 6 (50.00%) Business Intelligence
6 5 (41.67%) Omniture
6 5 (41.67%) D3.js
6 5 (41.67%) Amazon S3
6 5 (41.67%) Statistical Modelling
6 5 (41.67%) Exploratory Data Analysis
6 5 (41.67%) Bokeh
6 5 (41.67%) Amazon Athena
7 4 (33.33%) Hadoop
7 4 (33.33%) Analytics
7 4 (33.33%) Banking
7 4 (33.33%) Investment Banking
8 3 (25.00%) Statistics
8 3 (25.00%) PhD
8 3 (25.00%) C#
8 3 (25.00%) C++

Seaborn
Co-occurring IT Skills 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 6 (50.00%) Elasticsearch
2 1 (8.33%) Apache Spark
2 1 (8.33%) SAS
Cloud Services
1 5 (41.67%) Amazon S3
Communications & Networking
1 1 (8.33%) SMS
Database & Business Intelligence
1 6 (50.00%) Amazon Redshift
2 5 (41.67%) Amazon Athena
3 4 (33.33%) Hadoop
4 2 (16.67%) Data Mining
4 2 (16.67%) MySQL
4 2 (16.67%) PostgreSQL
4 2 (16.67%) Relational Database
5 1 (8.33%) Big Data
5 1 (8.33%) QlikView
Development Applications
1 1 (8.33%) Jasmine
1 1 (8.33%) Karma Test Runner
1 1 (8.33%) Mocha
General
1 6 (50.00%) Marketing
2 4 (33.33%) Banking
2 4 (33.33%) Investment Banking
3 1 (8.33%) Finance
3 1 (8.33%) Law
Job Titles
1 5 (41.67%) Analyst
1 5 (41.67%) Data Analyst
1 5 (41.67%) Data Scientist
2 3 (25.00%) Senior Analyst
2 3 (25.00%) Senior Data Analyst
3 2 (16.67%) Junior
3 2 (16.67%) Junior Data Scientist
3 2 (16.67%) Product Analyst
4 1 (8.33%) Data Analytics Engineer
4 1 (8.33%) Data Engineer
4 1 (8.33%) Data Visualisation Specialist
4 1 (8.33%) Developer
4 1 (8.33%) Senior Data Engineer
4 1 (8.33%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 7 (58.33%) Matplotlib
2 6 (50.00%) Kafka
3 5 (41.67%) Bokeh
3 5 (41.67%) D3.js
4 3 (25.00%) ggplot
5 2 (16.67%) AngularJS
5 2 (16.67%) ggplot2
5 2 (16.67%) React
6 1 (8.33%) Anaconda
6 1 (8.33%) CNTK
6 1 (8.33%) Natural Language Processing
6 1 (8.33%) Node.js
6 1 (8.33%) NumPy
6 1 (8.33%) Pandas
6 1 (8.33%) scikit-learn
6 1 (8.33%) SciPy
6 1 (8.33%) TensorFlow
Miscellaneous
1 11 (91.67%) Analytical Skills
2 3 (25.00%) Computer Science
3 2 (16.67%) Smart Home
4 1 (8.33%) Algorithms
4 1 (8.33%) Fintech
4 1 (8.33%) Robotics
Processes & Methodologies
1 12 (100.00%) Data Science
1 12 (100.00%) Visualisation
2 8 (66.67%) Data Analysis
3 6 (50.00%) Artificial Intelligence
3 6 (50.00%) Business Intelligence
3 6 (50.00%) Customer Segmentation
3 6 (50.00%) Machine Learning
4 5 (41.67%) Exploratory Data Analysis
4 5 (41.67%) Statistical Modelling
5 4 (33.33%) Analytics
6 3 (25.00%) Applied Mathematics
6 3 (25.00%) Data Visualisation
6 3 (25.00%) Mathematics
6 3 (25.00%) Mentoring
6 3 (25.00%) Open Source
6 3 (25.00%) Predictive Modelling
6 3 (25.00%) Statistics
7 2 (16.67%) Agile Software Development
7 2 (16.67%) Prototyping
7 2 (16.67%) Risk Management
Programming Languages
1 12 (100.00%) Python
2 6 (50.00%) R
3 3 (25.00%) C#
3 3 (25.00%) C++
3 3 (25.00%) Java
3 3 (25.00%) SQL
4 1 (8.33%) Scala
4 1 (8.33%) TypeScript
Qualifications
1 3 (25.00%) PhD
Vendors
1 5 (41.67%) Omniture
2 1 (8.33%) Microsoft
2 1 (8.33%) Tableau