Period
to 26 September 2018

The following table provides summary statistics for permanent job vacancies advertised in England 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 26 September 2018 with a comparison to the same period in the previous 2 years.

scikit-learn
UK > England
6 months to
26 Sep 2018
Same period 2017 Same period 2016
Rank 977 1044 1117
Rank change year-on-year +67 +73 +105
Permanent jobs citing scikit-learn 165 118 93
As % of all permanent IT jobs advertised in England 0.11% 0.071% 0.051%
As % of the Libraries, Frameworks & Software Standards category 0.26% 0.17% 0.13%
Number of salaries quoted 136 89 89
England median annual salary £71,250 £67,500 £67,500
Median salary % change year-on-year +5.56% - -8.47%
10th Percentile £40,000 £42,500 £38,750
90th Percentile £97,500 £97,500 £116,000
UK median annual salary £67,500 £65,000 £67,500
% change year-on-year +3.85% -3.70% -8.47%

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 England with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
England
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 63,266 67,504 71,411
As % of all permanent IT jobs advertised in England 40.51% 40.46% 39.26%
Number of salaries quoted 52,757 56,183 62,537
England median annual salary £51,500 £50,000 £47,500
Median salary % change year-on-year +3.00% +5.26% +5.56%
10th Percentile £31,250 £29,750 £28,750
90th Percentile £83,750 £77,500 £76,250
UK median annual salary £50,000 £48,500 £47,500
% change year-on-year +3.09% +2.11% +5.56%

scikit-learn
Job Vacancy Trend in England

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

Job vacancy trend for scikit-learn in England

scikit-learn
Salary Trend in England

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

Salary trend for scikit-learn in England

scikit-learn
Salary Histogram in England

The salary distribution of IT jobs citing scikit-learn in England over the 6 months to 26 September 2018.

Salary histogram for scikit-learn in England

scikit-learn
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing scikit-learn within the England region over the 6 months to 26 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 +67 133 £75,000 +11.11% 18
South East +9 11 £62,500 -10.71% 2
East of England +22 9 £62,500 +38.89% 3
North of England +23 4 £60,000 +50.00% 1
North West +15 4 £60,000 +50.00% 1
South West - 3 £35,000 - 2
scikit-learn
UK

For the 6 months to 26 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 England region with a requirement for scikit-learn.

1 164 (99.39%) Python
2 137 (83.03%) Machine Learning
2 137 (83.03%) Data Science
3 96 (58.18%) Pandas
4 95 (57.58%) Apache Spark
5 93 (56.36%) NumPy
6 88 (53.33%) TensorFlow
7 84 (50.91%) Natural Language Processing
8 80 (48.48%) Hadoop
9 74 (44.85%) Artificial Intelligence
10 73 (44.24%) Deep Learning
11 72 (43.64%) SciPy
11 72 (43.64%) SQL
12 64 (38.79%) Algorithms
13 57 (34.55%) Computer Science
14 55 (33.33%) Visualisation
15 52 (31.52%) R
16 51 (30.91%) Analytics
17 50 (30.30%) Amazon AWS
18 47 (28.48%) Big Data
19 46 (27.88%) Mathematics
20 45 (27.27%) PhD
21 44 (26.67%) Degree
22 38 (23.03%) Statistics
23 37 (22.42%) Tableau
24 36 (21.82%) Data Visualisation
24 36 (21.82%) Java
25 35 (21.21%) Apache Hive
25 35 (21.21%) Analytical Skills
26 34 (20.61%) MLlib

scikit-learn
Co-occurring IT Skills in England 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 95 (57.58%) Apache Spark
2 14 (8.48%) Elasticsearch
3 7 (4.24%) SAS
4 6 (3.64%) Apache Pig
5 5 (3.03%) Jupyter
6 4 (2.42%) Apache
6 4 (2.42%) IPython
7 3 (1.82%) Tomcat
8 2 (1.21%) Luigi
9 1 (0.61%) Apache Solr
Applications
1 7 (4.24%) Chatbot
2 3 (1.82%) MS Visio
3 1 (0.61%) SPSS
Business Applications
1 6 (3.64%) Sentinel
Cloud Services
1 50 (30.30%) Amazon AWS
2 22 (13.33%) Google Cloud Platform
3 21 (12.73%) Microsoft Azure
4 18 (10.91%) Amazon SageMaker
5 6 (3.64%) Serverless
6 4 (2.42%) AWS Lambda
6 4 (2.42%) GitHub
7 3 (1.82%) Amazon Kinesis
8 2 (1.21%) Amazon EC2
8 2 (1.21%) Amazon EMR
8 2 (1.21%) AWS Fargate
8 2 (1.21%) Cloud Computing
9 1 (0.61%) AWS Data Pipeline
9 1 (0.61%) SaaS
Communications & Networking
1 2 (1.21%) SMS
2 1 (0.61%) Internet
Database & Business Intelligence
1 80 (48.48%) Hadoop
2 47 (28.48%) Big Data
3 35 (21.21%) Apache Hive
4 33 (20.00%) NoSQL
5 32 (19.39%) PostgreSQL
6 27 (16.36%) Text Mining
7 26 (15.76%) HBase
8 25 (15.15%) QlikView
9 23 (13.94%) Relational Database
10 20 (12.12%) MySQL
11 17 (10.30%) MongoDB
12 15 (9.09%) Neo4j
13 10 (6.06%) Amazon Redshift
14 7 (4.24%) Data Mining
15 6 (3.64%) SQL Server
16 4 (2.42%) BigQuery
16 4 (2.42%) Data Lake
16 4 (2.42%) MariaDB
16 4 (2.42%) Power BI
17 3 (1.82%) Flink
Development Applications
1 29 (17.58%) Jenkins
2 18 (10.91%) Git (software)
2 18 (10.91%) Vagrant
3 15 (9.09%) Atlassian Bamboo
4 5 (3.03%) JIRA
4 5 (3.03%) Maven
5 3 (1.82%) Ant
5 3 (1.82%) CA Release Automation
5 3 (1.82%) Gradle
5 3 (1.82%) IntelliJ
5 3 (1.82%) JUnit
5 3 (1.82%) Selenium
5 3 (1.82%) Subversion
5 3 (1.82%) Visual Studio
6 2 (1.21%) Bitbucket
6 2 (1.21%) Robot Framework
7 1 (0.61%) CircleCI
7 1 (0.61%) Visual Studio Team System
General
1 24 (14.55%) Finance
2 15 (9.09%) Banking
3 13 (7.88%) Retail
4 11 (6.67%) Investment Banking
5 8 (4.85%) Marketing
6 6 (3.64%) Financial Institution
6 6 (3.64%) Manufacturing
7 2 (1.21%) Automotive
7 2 (1.21%) Publishing
8 1 (0.61%) Aerospace
8 1 (0.61%) Law
8 1 (0.61%) Pharmaceutical
Job Titles
1 110 (66.67%) Data Scientist
2 49 (29.70%) Senior Data Scientist
3 29 (17.58%) Machine Learning Scientist
4 24 (14.55%) Data Engineer
5 12 (7.27%) Developer
6 9 (5.45%) Junior
7 8 (4.85%) Architect
7 8 (4.85%) Software Engineer
8 7 (4.24%) Data Architect
8 7 (4.24%) Python Engineer
9 6 (3.64%) Junior Data Scientist
9 6 (3.64%) Platform Engineer
9 6 (3.64%) Python Developer
10 5 (3.03%) Artificial Intelligence Engineer
11 3 (1.82%) Backend Developer
11 3 (1.82%) Cloud Developer
11 3 (1.82%) Elasticsearch Engineer
11 3 (1.82%) Java Engineer
11 3 (1.82%) JavaScript Engineer
11 3 (1.82%) NoSQL Developer
Libraries, Frameworks & Software Standards
1 96 (58.18%) Pandas
2 93 (56.36%) NumPy
3 88 (53.33%) TensorFlow
4 84 (50.91%) Natural Language Processing
5 72 (43.64%) SciPy
6 34 (20.61%) MLlib
6 34 (20.61%) Theano
7 31 (18.79%) Keras
8 29 (17.58%) PySpark
9 18 (10.91%) Kafka
9 18 (10.91%) MXNet
10 17 (10.30%) Matplotlib
10 17 (10.30%) Spark Streaming
11 13 (7.88%) CSS
12 10 (6.06%) AngularJS
13 9 (5.45%) Django
14 8 (4.85%) HTML
14 8 (4.85%) React
15 6 (3.64%) Caffe
15 6 (3.64%) Vert.x
Miscellaneous
1 64 (38.79%) Algorithms
2 57 (34.55%) Computer Science
3 35 (21.21%) Analytical Skills
4 20 (12.12%) Fintech
5 13 (7.88%) Self-Motivation
6 8 (4.85%) Data Structures
7 7 (4.24%) Cyberthreat
7 7 (4.24%) Fixed Income
8 6 (3.64%) Acoustics
8 6 (3.64%) Blog
8 6 (3.64%) Hedge funds
9 4 (2.42%) Greenfield Project
9 4 (2.42%) User Experience
9 4 (2.42%) Virtual Team
10 3 (1.82%) Cyber Defence
10 3 (1.82%) Enterprise Software
10 3 (1.82%) Management Information System
11 2 (1.21%) Derivative
11 2 (1.21%) Equities
11 2 (1.21%) Video\Live Streaming
Operating Systems
1 14 (8.48%) Linux
2 4 (2.42%) Windows
3 3 (1.82%) Ubuntu
3 3 (1.82%) Unix
Processes & Methodologies
1 137 (83.03%) Data Science
1 137 (83.03%) Machine Learning
2 74 (44.85%) Artificial Intelligence
3 73 (44.24%) Deep Learning
4 55 (33.33%) Visualisation
5 51 (30.91%) Analytics
6 46 (27.88%) Mathematics
7 38 (23.03%) Statistics
8 36 (21.82%) Data Visualisation
9 34 (20.61%) Software Engineering
10 33 (20.00%) Data Analysis
11 27 (16.36%) Continuous Integration
11 27 (16.36%) Cybersecurity
12 25 (15.15%) Agile Software Development
13 24 (14.55%) Data Analytics
14 23 (13.94%) Sentiment Analysis
15 18 (10.91%) Unit Testing
16 17 (10.30%) Data Munging
16 17 (10.30%) Physics
16 17 (10.30%) Statistical Analysis
Programming Languages
1 164 (99.39%) Python
2 72 (43.64%) SQL
3 52 (31.52%) R
4 36 (21.82%) Java
5 33 (20.00%) Scala
6 30 (18.18%) JavaScript
7 19 (11.52%) MATLAB
8 15 (9.09%) C++
9 9 (5.45%) C
9 9 (5.45%) Ruby
10 3 (1.82%) Bash Shell
10 3 (1.82%) C#
10 3 (1.82%) Java 8
10 3 (1.82%) Kotlin
11 1 (0.61%) Go
11 1 (0.61%) HiveQL
11 1 (0.61%) PHP
Qualifications
1 45 (27.27%) PhD
2 44 (26.67%) Degree
3 15 (9.09%) Computer Science Degree
4 11 (6.67%) Security Cleared
5 8 (4.85%) Master's Degree
6 7 (4.24%) Numerate Degree
7 2 (1.21%) SC Cleared
8 1 (0.61%) Postgraduate
Quality Assurance & Compliance
1 1 (0.61%) Data Quality
1 1 (0.61%) QA
System Software
1 28 (16.97%) Docker
2 25 (15.15%) HDFS
3 15 (9.09%) VirtualBox
4 5 (3.03%) Apache Flume
5 3 (1.82%) Active Directory
Systems Management
1 22 (13.33%) Kubernetes
2 16 (9.70%) Ansible
3 15 (9.09%) Docker Swarm
3 15 (9.09%) Terraform
4 5 (3.03%) Oozie
5 3 (1.82%) Opscode Chef
5 3 (1.82%) Puppet
5 3 (1.82%) Single Sign-On
6 1 (0.61%) Hadoop YARN
Vendors
1 37 (22.42%) Tableau
2 27 (16.36%) Google
3 18 (10.91%) Cloudera
4 15 (9.09%) Databricks
4 15 (9.09%) Dataiku
4 15 (9.09%) Hortonworks
5 6 (3.64%) Fidessa
6 4 (2.42%) RapidMiner
6 4 (2.42%) Splunk
6 4 (2.42%) Twitter
7 3 (1.82%) Microsoft
8 2 (1.21%) Informatica
8 2 (1.21%) Oracle
8 2 (1.21%) Sybase
8 2 (1.21%) TIBCO