Period
to 11 December 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 11 December 2018 with a comparison to the same period in the previous 2 years.

scikit-learn
Central London > City of London
6 months to
11 Dec 2018
Same period 2017 Same period 2016
Rank 325 321 313
Rank change year-on-year -4 -8 +96
Permanent jobs citing scikit-learn 20 12 23
As % of all permanent IT jobs advertised in the City of London 0.19% 0.12% 0.20%
As % of the Libraries, Frameworks & Software Standards category 0.43% 0.29% 0.50%
Number of salaries quoted 18 11 23
City of London median annual salary £80,000 £75,000 £67,500
Median salary % change year-on-year +6.67% +11.11% -3.57%
10th Percentile £61,000 £51,250 £31,250
90th Percentile £102,500 £115,000 £85,000
Central London median annual salary £76,000 £65,000 £67,500
% change year-on-year +16.92% -3.70% -3.57%

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 4,623 4,129 4,624
As % of all permanent IT jobs advertised in the City of London 43.34% 39.81% 40.84%
Number of salaries quoted 4,225 3,745 4,251
City of London median annual salary £65,000 £62,500 £60,000
Median salary % change year-on-year +4.00% +4.17% +4.35%
10th Percentile £42,500 £40,000 £38,500
90th Percentile £93,750 £91,250 £88,750
Central London median annual salary £65,000 £60,000 £57,500
% change year-on-year +8.33% +4.35% -

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 11 December 2018.

Salary histogram for scikit-learn in the City of London

For the 6 months to 11 December 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 20 (100.00%) Python
2 19 (95.00%) Data Science
3 17 (85.00%) TensorFlow
3 17 (85.00%) Machine Learning
4 13 (65.00%) Pandas
5 12 (60.00%) Algorithms
5 12 (60.00%) Artificial Intelligence
6 11 (55.00%) Mathematics
7 10 (50.00%) SQL
8 9 (45.00%) PhD
8 9 (45.00%) Scala
8 9 (45.00%) NumPy
8 9 (45.00%) Natural Language Processing
9 8 (40.00%) Self-Motivation
9 8 (40.00%) R
9 8 (40.00%) Apache Spark
9 8 (40.00%) Computer Science
9 8 (40.00%) MATLAB
10 7 (35.00%) Analytics
11 6 (30.00%) Deep Learning
11 6 (30.00%) MLlib
11 6 (30.00%) DevOps
11 6 (30.00%) Physics
11 6 (30.00%) Degree
11 6 (30.00%) Ruby
12 5 (25.00%) Amazon AWS
12 5 (25.00%) SciPy
12 5 (25.00%) Keras
13 4 (20.00%) Theano
13 4 (20.00%) Analytical Skills

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 8 (40.00%) Apache Spark
2 1 (5.00%) Elasticsearch
2 1 (5.00%) IPython
Applications
1 2 (10.00%) Chatbot
Cloud Services
1 5 (25.00%) Amazon AWS
2 2 (10.00%) Microsoft Azure
Database & Business Intelligence
1 2 (10.00%) DB2
1 2 (10.00%) KDB
1 2 (10.00%) Kdb+
2 1 (5.00%) Amazon Redshift
2 1 (5.00%) Apache Hive
2 1 (5.00%) Big Data
2 1 (5.00%) Data Mining
2 1 (5.00%) Hadoop
2 1 (5.00%) MongoDB
2 1 (5.00%) MySQL
2 1 (5.00%) NoSQL
Development Applications
1 3 (15.00%) Git (software)
2 2 (10.00%) Jenkins
2 2 (10.00%) Maven
2 2 (10.00%) Robot Framework
General
1 4 (20.00%) Finance
2 2 (10.00%) Banking
2 2 (10.00%) Law
3 1 (5.00%) Investment Banking
3 1 (5.00%) Marketing
3 1 (5.00%) Retail
Job Titles
1 16 (80.00%) Data Scientist
2 9 (45.00%) Senior Data Scientist
3 2 (10.00%) Developer
4 1 (5.00%) Data Engineer
4 1 (5.00%) KDB Developer
4 1 (5.00%) Machine Learning Developer
4 1 (5.00%) Machine Learning Engineer
4 1 (5.00%) Machine Learning Scientist
4 1 (5.00%) Quantitative Developer
4 1 (5.00%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 17 (85.00%) TensorFlow
2 13 (65.00%) Pandas
3 9 (45.00%) Natural Language Processing
3 9 (45.00%) NumPy
4 6 (30.00%) MLlib
5 5 (25.00%) Keras
5 5 (25.00%) SciPy
6 4 (20.00%) Theano
7 3 (15.00%) SpaCy
8 2 (10.00%) FIX Protocol
8 2 (10.00%) JMS
8 2 (10.00%) Middleware
8 2 (10.00%) Rendezvous
8 2 (10.00%) Ultra Messaging
8 2 (10.00%) Velocity
8 2 (10.00%) ZeroMQ
9 1 (5.00%) Deeplearning4j
9 1 (5.00%) Matplotlib
9 1 (5.00%) PySpark
9 1 (5.00%) Web Services
Miscellaneous
1 12 (60.00%) Algorithms
2 8 (40.00%) Self-Motivation
3 4 (20.00%) Analytical Skills
4 2 (10.00%) Derivative
4 2 (10.00%) Equities
4 2 (10.00%) Greenfield Project
5 1 (5.00%) Clustering
5 1 (5.00%) Fixed Income
5 1 (5.00%) Hedge funds
5 1 (5.00%) Robotics
Operating Systems
1 1 (5.00%) Linux
1 1 (5.00%) Robot Operating System
Processes & Methodologies
1 19 (95.00%) Data Science
2 17 (85.00%) Machine Learning
3 12 (60.00%) Artificial Intelligence
4 11 (55.00%) Mathematics
5 8 (40.00%) Computer Science
6 7 (35.00%) Analytics
7 6 (30.00%) Deep Learning
7 6 (30.00%) DevOps
7 6 (30.00%) Physics
8 4 (20.00%) Neural Network
9 3 (15.00%) Computer Vision
9 3 (15.00%) Data Analytics
9 3 (15.00%) Statistics
9 3 (15.00%) Visualisation
10 2 (10.00%) Conversational UI
10 2 (10.00%) Data Engineering
10 2 (10.00%) Functional Programming
10 2 (10.00%) Sentiment Analysis
10 2 (10.00%) Software Engineering
10 2 (10.00%) Time Series Analysis
Programming Languages
1 20 (100.00%) Python
2 10 (50.00%) SQL
3 9 (45.00%) Scala
4 8 (40.00%) MATLAB
4 8 (40.00%) R
5 6 (30.00%) Ruby
6 3 (15.00%) C
6 3 (15.00%) Java
7 2 (10.00%) C++
Qualifications
1 9 (45.00%) PhD
2 6 (30.00%) Degree
3 1 (5.00%) Computer Science Degree
Quality Assurance & Compliance
1 1 (5.00%) QA
System Software
1 2 (10.00%) Docker
Systems Management
1 2 (10.00%) Kubernetes
Vendors
1 2 (10.00%) Informatica
1 2 (10.00%) Oracle
1 2 (10.00%) Sybase
1 2 (10.00%) TIBCO
2 1 (5.00%) Google