Period
to 21 June 2018

The following table provides summary statistics for permanent job vacancies advertised in the City of London 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 21 June 2018 with a comparison to the same period in the previous 2 years.

scikit-learn
Central London > City of London
6 months to
21 Jun 2018
Same period 2017 Same period 2016
Rank 339 336 356
Rank change year-on-year -3 +20 +93
Permanent jobs citing scikit-learn 21 3 19
As % of all permanent IT jobs advertised in the City of London 0.19% 0.030% 0.14%
As % of the Libraries, Frameworks & Software Standards category 0.46% 0.078% 0.35%
Number of salaries quoted 20 3 15
City of London median annual salary £75,000 £72,500 £57,500
Median salary % change year-on-year +3.45% +26.09% -11.54%
10th Percentile £59,425 £50,250 £46,000
90th Percentile £90,500 £76,750 £81,500
Central London median annual salary £75,000 £72,500 £57,500
% change year-on-year +3.45% +26.09% -11.54%

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

All Software Libraries and Frameworks
City of London
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 4,553 3,870 5,422
As % of all permanent IT jobs advertised in the City of London 41.28% 38.17% 40.24%
Number of salaries quoted 4,022 3,465 4,852
City of London median annual salary £65,000 £60,000 £57,500
Median salary % change year-on-year +8.33% +4.35% +4.55%
10th Percentile £41,250 £37,500 £37,500
90th Percentile £94,250 £90,000 £85,000
Central London median annual salary £65,000 £60,000 £57,500
% change year-on-year +8.33% +4.35% +4.55%

scikit-learn
Job Vacancy Trend in the City of London

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

Job vacancy trend for scikit-learn in the City of London

scikit-learn
Salary Trend in the City of London

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

Salary trend for scikit-learn in the City of London

scikit-learn
Salary Histogram in the City of London

The salary distribution of IT jobs citing scikit-learn in the City of London over the 6 months to 21 June 2018.

Salary histogram for scikit-learn in the City of London

scikit-learn
Job Locations in the City of London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing scikit-learn within the City of London region over the 6 months to 21 June 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
London Bridge - 4 £75,000 -
scikit-learn
Central London

For the 6 months to 21 June 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 City of London region with a requirement for scikit-learn.

1 21 (100.00%) Python
2 17 (80.95%) Data Science
3 16 (76.19%) Machine Learning
4 15 (71.43%) Pandas
4 15 (71.43%) Algorithms
5 13 (61.90%) SQL
6 12 (57.14%) NumPy
6 12 (57.14%) Natural Language Processing
7 9 (42.86%) Apache Spark
8 8 (38.10%) Artificial Intelligence
9 7 (33.33%) Elasticsearch
9 7 (33.33%) SciPy
9 7 (33.33%) TensorFlow
10 6 (28.57%) Agile Software Development
10 6 (28.57%) ETL
11 5 (23.81%) GIS
11 5 (23.81%) PostgreSQL
11 5 (23.81%) GitHub
11 5 (23.81%) Git (software)
11 5 (23.81%) Jupyter
12 4 (19.05%) Keras
12 4 (19.05%) Greenfield Project
12 4 (19.05%) Master's Degree
12 4 (19.05%) Creative Thinking
12 4 (19.05%) Mentoring
12 4 (19.05%) Coaching
12 4 (19.05%) Hadoop
12 4 (19.05%) Degree
12 4 (19.05%) Bitbucket
12 4 (19.05%) Big Data

scikit-learn
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 9 (42.86%) Apache Spark
2 7 (33.33%) Elasticsearch
3 5 (23.81%) Jupyter
4 3 (14.29%) Apache
5 1 (4.76%) Apache Pig
5 1 (4.76%) SAS
Applications
1 2 (9.52%) Chatbot
2 1 (4.76%) SPSS
Cloud Services
1 5 (23.81%) GitHub
2 4 (19.05%) Amazon AWS
3 2 (9.52%) Amazon S3
4 1 (4.76%) Amazon EC2
4 1 (4.76%) Amazon EMR
4 1 (4.76%) AWS Data Pipeline
4 1 (4.76%) Microsoft Azure
Database & Business Intelligence
1 5 (23.81%) GIS
1 5 (23.81%) PostgreSQL
2 4 (19.05%) Big Data
2 4 (19.05%) Hadoop
3 3 (14.29%) Amazon Redshift
3 3 (14.29%) Apache Hive
3 3 (14.29%) BigQuery
3 3 (14.29%) MongoDB
3 3 (14.29%) NoSQL
3 3 (14.29%) Relational Database
4 1 (4.76%) Amazon RDS
4 1 (4.76%) Data Mining
4 1 (4.76%) MySQL
Development Applications
1 5 (23.81%) Git (software)
2 4 (19.05%) Bitbucket
General
1 2 (9.52%) Banking
1 2 (9.52%) Retail
2 1 (4.76%) Finance
2 1 (4.76%) Marketing
Job Titles
1 15 (71.43%) Data Scientist
2 5 (23.81%) Data Engineer
3 4 (19.05%) Senior Data Scientist
4 2 (9.52%) Senior Data Engineer
5 1 (4.76%) Big Data Engineer
5 1 (4.76%) Developer
5 1 (4.76%) Full Stack Developer
5 1 (4.76%) JavaScript Developer
5 1 (4.76%) Junior
5 1 (4.76%) Junior Developer
5 1 (4.76%) Junior JavaScript Developer
5 1 (4.76%) Junior Python Developer
5 1 (4.76%) Python Developer
5 1 (4.76%) Python Engineer
Libraries, Frameworks & Software Standards
1 15 (71.43%) Pandas
2 12 (57.14%) Natural Language Processing
2 12 (57.14%) NumPy
3 7 (33.33%) SciPy
3 7 (33.33%) TensorFlow
4 4 (19.05%) Keras
5 2 (9.52%) Django
5 2 (9.52%) Flask
5 2 (9.52%) MLlib
5 2 (9.52%) RabbitMQ
6 1 (4.76%) Apache Flex
6 1 (4.76%) CSS
6 1 (4.76%) GraphX
6 1 (4.76%) HTML
6 1 (4.76%) Ionic Framework
6 1 (4.76%) LAMP
6 1 (4.76%) LESS
6 1 (4.76%) REST
6 1 (4.76%) Sass
6 1 (4.76%) Web Services
Miscellaneous
1 15 (71.43%) Algorithms
2 4 (19.05%) Greenfield Project
3 3 (14.29%) Analytical Skills
4 2 (9.52%) Fintech
5 1 (4.76%) Computer Science
5 1 (4.76%) Linux Command Line
5 1 (4.76%) Mobile App
Operating Systems
1 4 (19.05%) Linux
Processes & Methodologies
1 17 (80.95%) Data Science
2 16 (76.19%) Machine Learning
3 8 (38.10%) Artificial Intelligence
4 6 (28.57%) Agile Software Development
4 6 (28.57%) ETL
5 4 (19.05%) Coaching
5 4 (19.05%) Creative Thinking
5 4 (19.05%) Mentoring
5 4 (19.05%) Neural Network
5 4 (19.05%) Software Engineering
6 3 (14.29%) Analytics
6 3 (14.29%) Statistics
7 2 (9.52%) Data Engineering
7 2 (9.52%) Decision-Making
7 2 (9.52%) Deep Learning
7 2 (9.52%) Predictive Analytics
7 2 (9.52%) Prototyping
8 1 (4.76%) Actionable Insight
8 1 (4.76%) Computational Linguistics
8 1 (4.76%) Computer Vision
Programming Languages
1 21 (100.00%) Python
2 13 (61.90%) SQL
3 4 (19.05%) R
4 3 (14.29%) C++
4 3 (14.29%) Java
4 3 (14.29%) Scala
5 2 (9.52%) MATLAB
6 1 (4.76%) C
6 1 (4.76%) ES6
6 1 (4.76%) Fortran
6 1 (4.76%) HiveQL
6 1 (4.76%) JavaScript
Qualifications
1 4 (19.05%) Degree
1 4 (19.05%) Master's Degree
2 3 (14.29%) PhD
Quality Assurance & Compliance
1 1 (4.76%) QA
Vendors
1 1 (4.76%) Splunk
1 1 (4.76%) Tableau