Period
to 18 July 2018

The following table provides summary statistics for permanent job vacancies advertised in the South East with a requirement for scikit-learn skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited scikit-learn over the 6 months to 18 July 2018 with a comparison to the same period in the previous 2 years.

scikit-learn
England > South East
6 months to
18 Jul 2018
Same period 2017 Same period 2016
Rank 533 531 632
Rank change year-on-year -2 +101 +25
Permanent jobs citing scikit-learn 15 12 5
As % of all permanent IT jobs advertised in the South East 0.049% 0.040% 0.013%
As % of the Libraries, Frameworks & Software Standards category 0.11% 0.098% 0.033%
Number of salaries quoted 10 4 5
South East median annual salary £52,500 £70,000 £62,500
Median salary % change year-on-year -25.00% +12.00% +4.17%
10th Percentile £42,500 £65,000 £50,250
90th Percentile £68,750 £75,000 £77,250
England median annual salary £67,500 £72,500 £77,500
% change year-on-year -6.90% -6.45% +6.90%

scikit-learn is in the Software Libraries and Frameworks category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in the South East with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
South East
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 13,391 12,202 15,099
As % of all permanent IT jobs advertised in the South East 44.14% 40.92% 39.50%
Number of salaries quoted 11,679 10,591 13,496
South East median annual salary £45,000 £45,000 £45,000
10th Percentile £30,000 £27,750 £27,500
90th Percentile £67,500 £65,000 £63,750
England median annual salary £50,000 £47,500 £47,500
% change year-on-year +5.26% - +5.56%

scikit-learn
Job Vacancy Trend in the South East

Job postings citing scikit-learn as a percentage of all IT jobs advertised in the South East.

Job vacancy trend for scikit-learn in the South East

scikit-learn
Salary Trend in the South East

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing scikit-learn in the South East.

Salary trend for scikit-learn in the South East

scikit-learn
Salary Histogram in the South East

The salary distribution of IT jobs citing scikit-learn in the South East over the 6 months to 18 July 2018.

Salary histogram for scikit-learn in the South East

scikit-learn
Job Locations in the South East

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing scikit-learn within the South East region over the 6 months to 18 July 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Thames Valley +5 9 £57,500 - 2
Berkshire -1 5 £65,000 - 1
Hampshire - 4 - -
Oxfordshire - 4 £52,500 - 1
East Sussex -27 1 £45,000 -35.71%
Surrey - 1 £50,000 -
scikit-learn
England

For the 6 months to 18 July 2018, IT jobs citing scikit-learn also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the South East region with a requirement for scikit-learn.

1 15 (100.00%) Python
2 14 (93.33%) Machine Learning
3 12 (80.00%) SciPy
4 10 (66.67%) NumPy
4 10 (66.67%) Data Science
5 9 (60.00%) C++
5 9 (60.00%) Java
6 7 (46.67%) Matplotlib
6 7 (46.67%) Degree
6 7 (46.67%) Computer Science
6 7 (46.67%) Big Data
7 6 (40.00%) Data Analytics
7 6 (40.00%) Analytics
7 6 (40.00%) TensorFlow
7 6 (40.00%) Data Analysis
7 6 (40.00%) C
8 5 (33.33%) Apache
8 5 (33.33%) Software Engineering
8 5 (33.33%) Git (software)
8 5 (33.33%) Amazon AWS
8 5 (33.33%) Keras
9 4 (26.67%) DevOps
9 4 (26.67%) Customer Requirements
9 4 (26.67%) Problem-Solving
9 4 (26.67%) Data Visualisation
9 4 (26.67%) Flink
9 4 (26.67%) Apache Spark
9 4 (26.67%) Algorithms
9 4 (26.67%) Relational Database
9 4 (26.67%) Mentoring

scikit-learn
Co-occurring IT Skills in the South East 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 5 (33.33%) Apache
2 4 (26.67%) Apache Spark
3 3 (20.00%) IPython
Cloud Services
1 5 (33.33%) Amazon AWS
2 1 (6.67%) Amazon SageMaker
2 1 (6.67%) GitHub
2 1 (6.67%) Serverless
Database & Business Intelligence
1 7 (46.67%) Big Data
2 4 (26.67%) Flink
2 4 (26.67%) Hadoop
2 4 (26.67%) MySQL
2 4 (26.67%) PostgreSQL
2 4 (26.67%) Relational Database
3 3 (20.00%) Apache Cassandra
3 3 (20.00%) CouchDB
3 3 (20.00%) MongoDB
3 3 (20.00%) NoSQL
3 3 (20.00%) RDBMS
4 2 (13.33%) Data Mining
4 2 (13.33%) SQL Server
5 1 (6.67%) Amazon Aurora
5 1 (6.67%) Amazon Redshift
5 1 (6.67%) Geospatial Data
5 1 (6.67%) Text Mining
Development Applications
1 5 (33.33%) Git (software)
2 3 (20.00%) Subversion
3 1 (6.67%) Bitbucket
3 1 (6.67%) Jenkins
3 1 (6.67%) JIRA
General
1 3 (20.00%) Retail
2 1 (6.67%) Finance
Job Titles
1 8 (53.33%) Developer
2 5 (33.33%) Python Developer
3 4 (26.67%) Data Science Engineer
3 4 (26.67%) Data Science Graduate
3 4 (26.67%) Graduate
4 3 (20.00%) Backend Developer
4 3 (20.00%) C++ Developer
4 3 (20.00%) Cloud Developer
4 3 (20.00%) NoSQL Developer
5 2 (13.33%) Data Scientist
6 1 (6.67%) DevOps Engineer
6 1 (6.67%) Senior Developer
6 1 (6.67%) Senior Python Developer
Libraries, Frameworks & Software Standards
1 12 (80.00%) SciPy
2 10 (66.67%) NumPy
3 7 (46.67%) Matplotlib
4 6 (40.00%) TensorFlow
5 5 (33.33%) Keras
6 4 (26.67%) AngularJS
6 4 (26.67%) D3.js
7 3 (20.00%) Boost C++ Libraries
7 3 (20.00%) Pandas
8 1 (6.67%) CSS
8 1 (6.67%) CSS3
8 1 (6.67%) Flask
8 1 (6.67%) HTML
8 1 (6.67%) HTML5
8 1 (6.67%) Jinja
8 1 (6.67%) LAMP
8 1 (6.67%) LAPP Stack
8 1 (6.67%) MLlib
8 1 (6.67%) MXNet
8 1 (6.67%) Natural Language Processing
Miscellaneous
1 7 (46.67%) Computer Science
2 4 (26.67%) Algorithms
3 1 (6.67%) Analytical Skills
3 1 (6.67%) Mobile App
3 1 (6.67%) Virtual Team
Operating Systems
1 4 (26.67%) Linux
2 3 (20.00%) Unix
3 1 (6.67%) Windows
Processes & Methodologies
1 14 (93.33%) Machine Learning
2 10 (66.67%) Data Science
3 6 (40.00%) Analytics
3 6 (40.00%) Data Analysis
3 6 (40.00%) Data Analytics
4 5 (33.33%) Software Engineering
5 4 (26.67%) Customer Requirements
5 4 (26.67%) Data Visualisation
5 4 (26.67%) DevOps
5 4 (26.67%) MapReduce
5 4 (26.67%) Mathematics
5 4 (26.67%) Mentoring
5 4 (26.67%) Open Source
5 4 (26.67%) Physics
5 4 (26.67%) Problem-Solving
5 4 (26.67%) Unit Testing
5 4 (26.67%) Visualisation
6 3 (20.00%) Agile Software Development
6 3 (20.00%) Collaborative Working
6 3 (20.00%) Signal Processing
Programming Languages
1 15 (100.00%) Python
2 9 (60.00%) C++
2 9 (60.00%) Java
3 6 (40.00%) C
4 4 (26.67%) Clojure
4 4 (26.67%) JavaScript
4 4 (26.67%) Scala
4 4 (26.67%) SQL
5 3 (20.00%) Bash Shell
6 1 (6.67%) C#
6 1 (6.67%) R
Qualifications
1 7 (46.67%) Degree
2 4 (26.67%) Security Cleared
3 3 (20.00%) Computer Science Degree
4 1 (6.67%) PhD
System Software
1 1 (6.67%) Docker
Vendors
1 1 (6.67%) Tableau