Period
to 22 September 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 22 September 2018 with a comparison to the same period in the previous 2 years.

scikit-learn
Central London > City of London
6 months to
22 Sep 2018
Same period 2017 Same period 2016
Rank 327 320 346
Rank change year-on-year -7 +26 +87
Permanent jobs citing scikit-learn 25 6 22
As % of all permanent IT jobs advertised in the City of London 0.23% 0.059% 0.18%
As % of the Libraries, Frameworks & Software Standards category 0.52% 0.15% 0.42%
Number of salaries quoted 23 6 22
City of London median annual salary £75,000 £73,750 £67,500
Median salary % change year-on-year +1.69% +9.26% +50.00%
10th Percentile £57,750 £53,750 £31,250
90th Percentile £102,500 £96,250 £85,000
Central London median annual salary £80,000 £72,500 £67,500
% change year-on-year +10.34% +7.41% +50.00%

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 4,776 4,028 5,178
As % of all permanent IT jobs advertised in the City of London 43.47% 39.57% 41.82%
Number of salaries quoted 4,332 3,619 4,732
City of London median annual salary £65,000 £60,000 £60,000
Median salary % change year-on-year +8.33% - +4.35%
10th Percentile £41,250 £40,000 £37,500
90th Percentile £93,750 £90,250 £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 22 September 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 22 September 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 - 1 £75,000 -
scikit-learn
Central London

For the 6 months to 22 September 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 25 (100.00%) Python
2 24 (96.00%) Data Science
3 20 (80.00%) Machine Learning
4 18 (72.00%) Pandas
5 17 (68.00%) TensorFlow
6 16 (64.00%) Algorithms
6 16 (64.00%) Artificial Intelligence
7 12 (48.00%) Natural Language Processing
7 12 (48.00%) Apache Spark
8 11 (44.00%) SQL
9 9 (36.00%) PhD
9 9 (36.00%) Mathematics
9 9 (36.00%) Scala
9 9 (36.00%) NumPy
9 9 (36.00%) R
10 8 (32.00%) Computer Science
10 8 (32.00%) MATLAB
10 8 (32.00%) Self-Motivation
11 7 (28.00%) Degree
11 7 (28.00%) SciPy
11 7 (28.00%) DevOps
11 7 (28.00%) MLlib
11 7 (28.00%) Keras
12 6 (24.00%) Analytical Skills
12 6 (24.00%) Deep Learning
12 6 (24.00%) Ruby
13 5 (20.00%) Physics
13 5 (20.00%) Amazon AWS
13 5 (20.00%) Analytics
14 4 (16.00%) Elasticsearch

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 12 (48.00%) Apache Spark
2 4 (16.00%) Elasticsearch
3 2 (8.00%) Jupyter
4 1 (4.00%) Apache
4 1 (4.00%) IPython
Applications
1 3 (12.00%) Chatbot
Cloud Services
1 5 (20.00%) Amazon AWS
2 3 (12.00%) Microsoft Azure
3 2 (8.00%) GitHub
4 1 (4.00%) Amazon EC2
4 1 (4.00%) Amazon EMR
4 1 (4.00%) AWS Data Pipeline
Database & Business Intelligence
1 4 (16.00%) PostgreSQL
2 3 (12.00%) Amazon Redshift
2 3 (12.00%) BigQuery
2 3 (12.00%) Hadoop
2 3 (12.00%) MongoDB
2 3 (12.00%) NoSQL
2 3 (12.00%) Relational Database
3 2 (8.00%) Apache Hive
3 2 (8.00%) Big Data
3 2 (8.00%) DB2
3 2 (8.00%) GIS
3 2 (8.00%) KDB
3 2 (8.00%) Kdb+
4 1 (4.00%) Amazon RDS
4 1 (4.00%) Data Mining
4 1 (4.00%) MySQL
Development Applications
1 4 (16.00%) Git (software)
2 2 (8.00%) Jenkins
2 2 (8.00%) Maven
2 2 (8.00%) Robot Framework
3 1 (4.00%) Bitbucket
General
1 4 (16.00%) Finance
2 3 (12.00%) Banking
3 1 (4.00%) Investment Banking
3 1 (4.00%) Law
3 1 (4.00%) Marketing
3 1 (4.00%) Retail
Job Titles
1 22 (88.00%) Data Scientist
2 11 (44.00%) Senior Data Scientist
3 2 (8.00%) Data Engineer
4 1 (4.00%) Big Data Engineer
4 1 (4.00%) Developer
4 1 (4.00%) KDB Developer
4 1 (4.00%) Machine Learning Scientist
4 1 (4.00%) Python Engineer
4 1 (4.00%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 18 (72.00%) Pandas
2 17 (68.00%) TensorFlow
3 12 (48.00%) Natural Language Processing
4 9 (36.00%) NumPy
5 7 (28.00%) Keras
5 7 (28.00%) MLlib
5 7 (28.00%) SciPy
6 4 (16.00%) Theano
7 2 (8.00%) FIX Protocol
7 2 (8.00%) JMS
7 2 (8.00%) Middleware
7 2 (8.00%) Rendezvous
7 2 (8.00%) SpaCy
7 2 (8.00%) Ultra Messaging
7 2 (8.00%) Velocity
7 2 (8.00%) Web Services
7 2 (8.00%) ZeroMQ
8 1 (4.00%) Apache Flex
8 1 (4.00%) Deeplearning4j
8 1 (4.00%) LAMP
Miscellaneous
1 16 (64.00%) Algorithms
2 8 (32.00%) Computer Science
2 8 (32.00%) Self-Motivation
3 6 (24.00%) Analytical Skills
4 2 (8.00%) Derivative
4 2 (8.00%) Equities
4 2 (8.00%) Greenfield Project
5 1 (4.00%) Clustering
5 1 (4.00%) Fintech
5 1 (4.00%) Fixed Income
Operating Systems
1 1 (4.00%) Linux
Processes & Methodologies
1 24 (96.00%) Data Science
2 20 (80.00%) Machine Learning
3 16 (64.00%) Artificial Intelligence
4 9 (36.00%) Mathematics
5 7 (28.00%) DevOps
6 6 (24.00%) Deep Learning
7 5 (20.00%) Analytics
7 5 (20.00%) Physics
8 4 (16.00%) Statistics
9 3 (12.00%) Data Analysis
9 3 (12.00%) Neural Network
9 3 (12.00%) Software Engineering
10 2 (8.00%) Agile Software Development
10 2 (8.00%) Electronic Trading
10 2 (8.00%) Multithreading
10 2 (8.00%) OO
10 2 (8.00%) OOD
10 2 (8.00%) Test Automation
10 2 (8.00%) Time Series Analysis
10 2 (8.00%) Visualisation
Programming Languages
1 25 (100.00%) Python
2 11 (44.00%) SQL
3 9 (36.00%) R
3 9 (36.00%) Scala
4 8 (32.00%) MATLAB
5 6 (24.00%) Ruby
6 4 (16.00%) Java
7 3 (12.00%) C
8 2 (8.00%) C++
9 1 (4.00%) HiveQL
Qualifications
1 9 (36.00%) PhD
2 7 (28.00%) Degree
3 1 (4.00%) Computer Science Degree
3 1 (4.00%) Master's Degree
Quality Assurance & Compliance
1 1 (4.00%) QA
System Software
1 1 (4.00%) Docker
Systems Management
1 2 (8.00%) Kubernetes
Vendors
1 2 (8.00%) Informatica
1 2 (8.00%) Oracle
1 2 (8.00%) Sybase
1 2 (8.00%) TIBCO
2 1 (4.00%) Splunk
2 1 (4.00%) Tableau