Period
to 22 October 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 22 October 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
22 Oct 2018
Same period 2017 Same period 2016
Rank 872 875 906
Rank change year-on-year +3 +31 -
Contract jobs citing Seaborn 11 3 1
As % of all contract IT jobs advertised in the UK 0.011% 0.003% 0.001%
As % of the Libraries, Frameworks & Software Standards category 0.031% 0.009% 0.003%
Number of daily rates quoted 6 2 0
UK median daily rate £538 £600 -
Median daily rate % change year-on-year -10.42% - -
UK excluding London median daily rate - - -
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 36,035 32,066 32,083
As % of all contract IT jobs advertised in the UK 34.89% 32.27% 30.43%
Number of daily rates quoted 25,376 22,508 22,297
UK median daily rate £475 £450 £425
Median daily rate % change year-on-year +5.56% +5.88% +6.25%
10th Percentile £325 £313 £295
90th Percentile £638 £625 £588
UK excluding London median daily rate £425 £400 £388
% change year-on-year +6.25% +3.23% +3.33%
Number of hourly rates quoted 319 365 377
UK median hourly rate £41.61 £40.00 £37.50
Median hourly rate % change year-on-year +4.03% +6.67% -
10th Percentile £15.65 £18.20 £13.50
90th Percentile £59.00 £52.50 £50.40
UK excluding London median hourly rate £41.50 £40.31 £36.00
% change year-on-year +2.96% +11.96% -4.00%

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
Top 6 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 22 October 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
England -3 10 £538 -10.42% 1
London +2 9 £538 -10.42%
UK excluding London - 2 - - 2
Midlands - 1 - -
West Midlands - 1 - -
Scotland - 1 - - 1

For the 6 months to 22 October 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 11 (100.00%) Python
1 11 (100.00%) Data Science
2 10 (90.91%) Analytical Skills
2 10 (90.91%) Visualisation
3 8 (72.73%) Data Analysis
4 6 (54.55%) Marketing
4 6 (54.55%) Business Intelligence
4 6 (54.55%) Matplotlib
4 6 (54.55%) Kafka
4 6 (54.55%) Elasticsearch
4 6 (54.55%) Customer Segmentation
4 6 (54.55%) Amazon Redshift
5 5 (45.45%) Statistical Modelling
5 5 (45.45%) Amazon S3
5 5 (45.45%) Omniture
5 5 (45.45%) Exploratory Data Analysis
5 5 (45.45%) Amazon Athena
6 4 (36.36%) Bokeh
6 4 (36.36%) Artificial Intelligence
6 4 (36.36%) Machine Learning
6 4 (36.36%) D3.js
6 4 (36.36%) Analytics
7 3 (27.27%) Open Source
7 3 (27.27%) R
7 3 (27.27%) Mentoring
8 2 (18.18%) Prototyping
8 2 (18.18%) Smart Home
8 2 (18.18%) ggplot2
8 2 (18.18%) ggplot
8 2 (18.18%) React

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 (54.55%) Elasticsearch
Applications
1 1 (9.09%) Chatbot
Cloud Services
1 5 (45.45%) Amazon S3
2 1 (9.09%) Amazon AWS
2 1 (9.09%) Microsoft Azure
Database & Business Intelligence
1 6 (54.55%) Amazon Redshift
2 5 (45.45%) Amazon Athena
3 2 (18.18%) Data Mining
3 2 (18.18%) MySQL
3 2 (18.18%) PostgreSQL
3 2 (18.18%) Relational Database
4 1 (9.09%) Hadoop
4 1 (9.09%) Power BI
4 1 (9.09%) QlikView
General
1 6 (54.55%) Marketing
2 2 (18.18%) Banking
2 2 (18.18%) Investment Banking
3 1 (9.09%) Law
Job Titles
1 5 (45.45%) Analyst
1 5 (45.45%) Data Analyst
2 4 (36.36%) Data Scientist
3 3 (27.27%) Senior Analyst
3 3 (27.27%) Senior Data Analyst
4 2 (18.18%) Product Analyst
5 1 (9.09%) Architect
5 1 (9.09%) Data Analytics Engineer
5 1 (9.09%) Data Architect
5 1 (9.09%) Data Engineer
5 1 (9.09%) Data Visualisation Specialist
5 1 (9.09%) Developer
5 1 (9.09%) Senior Data Engineer
5 1 (9.09%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 6 (54.55%) Kafka
1 6 (54.55%) Matplotlib
2 4 (36.36%) Bokeh
2 4 (36.36%) D3.js
3 2 (18.18%) AngularJS
3 2 (18.18%) ggplot
3 2 (18.18%) ggplot2
3 2 (18.18%) React
4 1 (9.09%) Elastic Stack
4 1 (9.09%) Flask
4 1 (9.09%) Natural Language Processing
4 1 (9.09%) NumPy
4 1 (9.09%) Pandas
Miscellaneous
1 10 (90.91%) Analytical Skills
2 2 (18.18%) Computer Science
2 2 (18.18%) Smart Home
3 1 (9.09%) Fintech
Operating Systems
1 1 (9.09%) Linux
Processes & Methodologies
1 11 (100.00%) Data Science
2 10 (90.91%) Visualisation
3 8 (72.73%) Data Analysis
4 6 (54.55%) Business Intelligence
4 6 (54.55%) Customer Segmentation
5 5 (45.45%) Exploratory Data Analysis
5 5 (45.45%) Statistical Modelling
6 4 (36.36%) Analytics
6 4 (36.36%) Artificial Intelligence
6 4 (36.36%) Machine Learning
7 3 (27.27%) Mentoring
7 3 (27.27%) Open Source
8 2 (18.18%) Agile Software Development
8 2 (18.18%) Data Analytics
8 2 (18.18%) Data Governance
8 2 (18.18%) Data Munging
8 2 (18.18%) Data Privacy
8 2 (18.18%) Data Visualisation
8 2 (18.18%) Predictive Modelling
8 2 (18.18%) Validation
Programming Languages
1 11 (100.00%) Python
2 3 (27.27%) R
3 2 (18.18%) SQL
4 1 (9.09%) C#
4 1 (9.09%) C++
4 1 (9.09%) Java
Qualifications
1 2 (18.18%) PhD
System Software
1 1 (9.09%) Docker
Vendors
1 5 (45.45%) Omniture
2 2 (18.18%) Tableau
3 1 (9.09%) Microsoft