Period
to 21 April 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 21 April 2018 with a comparison to the same period in the previous 2 years.

scikit-learn
UK > England
6 months to
21 Apr 2018
Same period 2017 Same period 2016
Rank 960 1061 1173
Rank change year-on-year +101 +112 +63
Permanent jobs citing scikit-learn 203 88 94
As % of all permanent IT jobs advertised in England 0.12% 0.055% 0.049%
As % of the Libraries, Frameworks & Software Standards category 0.30% 0.14% 0.13%
Number of salaries quoted 175 62 85
England median annual salary £65,000 £80,000 £82,500
Median salary % change year-on-year -18.75% -3.03% +11.86%
10th Percentile £46,350 £45,375 £46,000
90th Percentile £97,500 £110,000 £96,250
UK median annual salary £65,000 £80,000 £82,500
% change year-on-year -18.75% -3.03% +11.86%

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 68,425 65,133 74,596
As % of all permanent IT jobs advertised in England 41.17% 40.36% 38.80%
Number of salaries quoted 58,065 56,177 64,929
England median annual salary £50,000 £47,500 £47,500
Median salary % change year-on-year +5.26% - +5.56%
10th Percentile £31,000 £29,000 £28,750
90th Percentile £80,000 £77,500 £75,000
UK median annual salary £50,000 £47,500 £47,000
% change year-on-year +5.26% +1.06% +4.44%

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 21 April 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 21 April 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 +68 166 £69,125 -13.59% 17
East of England -4 17 - - 2
North of England - 10 £47,500 -
South East -5 9 £52,500 - 4
North West - 9 £53,750 -
South West -9 1 £60,000 -
Yorkshire - 1 £37,500 -
scikit-learn
UK

For the 6 months to 21 April 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.

1 203 (100.00%) Python
2 165 (81.28%) Machine Learning
3 158 (77.83%) Data Science
4 118 (58.13%) NumPy
5 112 (55.17%) Pandas
6 99 (48.77%) SciPy
7 96 (47.29%) Algorithms
8 95 (46.80%) Apache Spark
9 81 (39.90%) SQL
10 78 (38.42%) TensorFlow
11 77 (37.93%) Analytics
12 74 (36.45%) Hadoop
13 72 (35.47%) Statistics
14 71 (34.98%) Artificial Intelligence
15 68 (33.50%) Natural Language Processing
16 65 (32.02%) PhD
17 63 (31.03%) Degree
17 63 (31.03%) R
18 62 (30.54%) Big Data
19 61 (30.05%) Computer Science
20 59 (29.06%) Scala
21 55 (27.09%) Deep Learning
22 54 (26.60%) Mathematics
23 44 (21.67%) Visualisation
24 42 (20.69%) Theano
25 39 (19.21%) C++
26 38 (18.72%) Tableau
27 37 (18.23%) NoSQL
27 37 (18.23%) Java
28 33 (16.26%) Data Visualisation

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 (46.80%) Apache Spark
2 16 (7.88%) Apache
3 12 (5.91%) Elasticsearch
4 10 (4.93%) Luigi
5 9 (4.43%) Apache Pig
5 9 (4.43%) Jupyter
5 9 (4.43%) SAS
6 4 (1.97%) Tomcat
7 3 (1.48%) Apache Airflow
8 1 (0.49%) OpenStack
8 1 (0.49%) Oracle Workflow
Applications
1 7 (3.45%) Chatbot
2 4 (1.97%) MS Visio
2 4 (1.97%) Weka
3 3 (1.48%) SPSS
4 1 (0.49%) HipChat
Cloud Services
1 28 (13.79%) Amazon AWS
2 8 (3.94%) Google Cloud Platform
3 7 (3.45%) Microsoft Azure
4 6 (2.96%) GitHub
5 5 (2.46%) Amazon SageMaker
6 4 (1.97%) Amazon EC2
7 3 (1.48%) Amazon S3
8 2 (0.99%) AWS Elastic Beanstalk
8 2 (0.99%) Serverless
9 1 (0.49%) Amazon EMR
9 1 (0.49%) Amazon Kinesis
9 1 (0.49%) AWS Lambda
9 1 (0.49%) Azure Data Factory
9 1 (0.49%) SaaS
Database & Business Intelligence
1 74 (36.45%) Hadoop
2 62 (30.54%) Big Data
3 37 (18.23%) NoSQL
4 27 (13.30%) Apache Hive
5 24 (11.82%) MySQL
6 21 (10.34%) HBase
6 21 (10.34%) QlikView
7 17 (8.37%) Flink
8 15 (7.39%) Data Mining
9 14 (6.90%) PostgreSQL
9 14 (6.90%) Text Mining
10 12 (5.91%) Relational Database
11 11 (5.42%) MongoDB
12 6 (2.96%) GIS
12 6 (2.96%) SQL Server
13 4 (1.97%) Amazon Redshift
13 4 (1.97%) Neo4j
13 4 (1.97%) Power BI
13 4 (1.97%) SQL Server Integration Services
14 3 (1.48%) Spotfire
Development Applications
1 13 (6.40%) Git (software)
2 11 (5.42%) Jenkins
3 6 (2.96%) Vagrant
4 5 (2.46%) Bitbucket
4 5 (2.46%) JIRA
4 5 (2.46%) Maven
5 4 (1.97%) Ant
5 4 (1.97%) Atlassian Bamboo
5 4 (1.97%) CA Release Automation
5 4 (1.97%) Gradle
5 4 (1.97%) IntelliJ
5 4 (1.97%) JUnit
5 4 (1.97%) Selenium
5 4 (1.97%) Visual Studio
6 2 (0.99%) CircleCI
7 1 (0.49%) GitLab
General
1 25 (12.32%) Finance
2 22 (10.84%) Marketing
3 15 (7.39%) Retail
4 8 (3.94%) Banking
5 7 (3.45%) Advertising
6 6 (2.96%) Telecoms
7 4 (1.97%) Investment Banking
8 2 (0.99%) Financial Institution
8 2 (0.99%) Front Office
8 2 (0.99%) Games
9 1 (0.49%) Retail Banking
Job Titles
1 121 (59.61%) Data Scientist
2 53 (26.11%) Senior Data Scientist
3 19 (9.36%) Data Engineer
4 17 (8.37%) Machine Learning Scientist
5 13 (6.40%) Machine Learning Engineer
6 11 (5.42%) Developer
7 10 (4.93%) Architect
8 9 (4.43%) Big Data Architect
8 9 (4.43%) Data Architect
8 9 (4.43%) Junior
8 9 (4.43%) Research Engineer
9 6 (2.96%) Python Developer
9 6 (2.96%) Python Engineer
10 5 (2.46%) Data Manager
10 5 (2.46%) Data Science Engineer
10 5 (2.46%) Data Science Manager
11 4 (1.97%) Data Science Graduate
11 4 (1.97%) Java Engineer
11 4 (1.97%) JavaScript Engineer
11 4 (1.97%) Machine Learning Researcher
Libraries, Frameworks & Software Standards
1 118 (58.13%) NumPy
2 112 (55.17%) Pandas
3 99 (48.77%) SciPy
4 78 (38.42%) TensorFlow
5 68 (33.50%) Natural Language Processing
6 42 (20.69%) Theano
7 32 (15.76%) Keras
8 24 (11.82%) PySpark
9 19 (9.36%) Matplotlib
9 19 (9.36%) MLlib
10 14 (6.90%) Spark Streaming
11 12 (5.91%) CSS
11 12 (5.91%) Kafka
12 10 (4.93%) D3.js
12 10 (4.93%) Torch
13 9 (4.43%) Flask
13 9 (4.43%) Samza
14 8 (3.94%) AngularJS
14 8 (3.94%) React
15 7 (3.45%) Django
Miscellaneous
1 96 (47.29%) Algorithms
2 61 (30.05%) Computer Science
3 20 (9.85%) Analytical Skills
4 18 (8.87%) Fintech
5 17 (8.37%) Greenfield Project
6 9 (4.43%) Video\Live Streaming
7 8 (3.94%) Data Structures
8 6 (2.96%) Robotics
9 5 (2.46%) CUDA
9 5 (2.46%) Self-Motivation
10 4 (1.97%) Cyber Defence
10 4 (1.97%) Enterprise Software
10 4 (1.97%) Hedge funds
10 4 (1.97%) Management Information System
10 4 (1.97%) Social Network
11 2 (0.99%) Mobile Wallet
11 2 (0.99%) Smart Meter
11 2 (0.99%) Social Media
12 1 (0.49%) Mobile App
12 1 (0.49%) User Experience
Operating Systems
1 17 (8.37%) Linux
2 6 (2.96%) Windows
3 4 (1.97%) Unix
4 2 (0.99%) Ubuntu
Processes & Methodologies
1 165 (81.28%) Machine Learning
2 158 (77.83%) Data Science
3 77 (37.93%) Analytics
4 72 (35.47%) Statistics
5 71 (34.98%) Artificial Intelligence
6 55 (27.09%) Deep Learning
7 54 (26.60%) Mathematics
8 44 (21.67%) Visualisation
9 33 (16.26%) Data Visualisation
10 31 (15.27%) Data Analysis
11 30 (14.78%) Statistical Modelling
12 24 (11.82%) Neural Network
13 21 (10.34%) Data Analytics
13 21 (10.34%) Problem-Solving
14 20 (9.85%) Cybersecurity
14 20 (9.85%) Data Engineering
14 20 (9.85%) Prototyping
15 19 (9.36%) Physics
16 18 (8.87%) Agile Software Development
16 18 (8.87%) ETL
Programming Languages
1 203 (100.00%) Python
2 81 (39.90%) SQL
3 63 (31.03%) R
4 59 (29.06%) Scala
5 39 (19.21%) C++
6 37 (18.23%) Java
7 30 (14.78%) MATLAB
8 24 (11.82%) C
9 13 (6.40%) JavaScript
10 5 (2.46%) Java 8
10 5 (2.46%) Julia
11 4 (1.97%) Bash Shell
11 4 (1.97%) Clojure
12 3 (1.48%) Fortran
12 3 (1.48%) Ruby
13 2 (0.99%) HiveQL
13 2 (0.99%) Lua
13 2 (0.99%) PL/SQL
13 2 (0.99%) TypeScript
14 1 (0.49%) ES6
Qualifications
1 65 (32.02%) PhD
2 63 (31.03%) Degree
3 19 (9.36%) Computer Science Degree
3 19 (9.36%) Master's Degree
4 10 (4.93%) Security Cleared
5 6 (2.96%) Numerate Degree
6 2 (0.99%) SC Cleared
7 1 (0.49%) AWS Certification
Quality Assurance & Compliance
1 2 (0.99%) QA
2 1 (0.49%) Data Quality
System Software
1 15 (7.39%) Docker
1 15 (7.39%) HDFS
2 4 (1.97%) Active Directory
2 4 (1.97%) VirtualBox
3 2 (0.99%) Apache Flume
Systems Management
1 7 (3.45%) Ansible
2 5 (2.46%) Kubernetes
3 4 (1.97%) Docker Swarm
3 4 (1.97%) Opscode Chef
3 4 (1.97%) Single Sign-On
3 4 (1.97%) Terraform
4 3 (1.48%) Hadoop YARN
4 3 (1.48%) Oozie
5 2 (0.99%) Puppet
6 1 (0.49%) Grafana
6 1 (0.49%) logstash
6 1 (0.49%) Prometheus
Vendors
1 38 (18.72%) Tableau
2 24 (11.82%) Google
3 8 (3.94%) Cloudera
4 6 (2.96%) Twitter
5 5 (2.46%) Microsoft
6 4 (1.97%) Databricks
6 4 (1.97%) Dataiku
6 4 (1.97%) Hortonworks
6 4 (1.97%) Splunk
7 2 (0.99%) Oracle
8 1 (0.49%) Facebook
8 1 (0.49%) MapR
8 1 (0.49%) RapidMiner
8 1 (0.49%) Teradata