Period
to 20 July 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 20 July 2018 with a comparison to the same period in the previous 2 years.

scikit-learn
UK > England
6 months to
20 Jul 2018
Same period 2017 Same period 2016
Rank 940 1081 1148
Rank change year-on-year +141 +67 +81
Permanent jobs citing scikit-learn 212 103 112
As % of all permanent IT jobs advertised in England 0.13% 0.062% 0.059%
As % of the Libraries, Frameworks & Software Standards category 0.32% 0.15% 0.15%
Number of salaries quoted 172 75 103
England median annual salary £66,250 £72,500 £80,000
Median salary % change year-on-year -8.62% -9.38% +10.34%
10th Percentile £42,850 £47,500 £42,300
90th Percentile £97,500 £110,000 £115,000
UK median annual salary £65,000 £72,500 £80,000
% change year-on-year -10.34% -9.38% +10.34%

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 66,723 67,915 74,915
As % of all permanent IT jobs advertised in England 40.81% 40.71% 39.21%
Number of salaries quoted 55,945 57,359 65,557
England median annual salary £50,000 £47,500 £47,500
Median salary % change year-on-year +5.26% - +5.56%
10th Percentile £31,250 £29,000 £28,750
90th Percentile £81,250 £77,500 £75,000
UK median annual salary £50,000 £47,500 £47,500
% change year-on-year +5.26% - +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 20 July 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 20 July 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 +98 168 £70,000 -3.45% 16
East of England +19 21 £63,750 - 2
South East +1 15 £52,500 -25.00% 2
North West +29 6 £60,000 +50.00%
North of England +18 6 £60,000 +50.00%
scikit-learn
UK

For the 6 months to 20 July 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.

1 212 (100.00%) Python
2 173 (81.60%) Machine Learning
3 172 (81.13%) Data Science
4 116 (54.72%) Pandas
5 115 (54.25%) NumPy
6 108 (50.94%) Algorithms
7 103 (48.58%) Apache Spark
7 103 (48.58%) SciPy
8 94 (44.34%) TensorFlow
9 93 (43.87%) Hadoop
10 91 (42.92%) SQL
11 85 (40.09%) Natural Language Processing
12 80 (37.74%) Computer Science
13 75 (35.38%) Artificial Intelligence
14 71 (33.49%) Analytics
15 69 (32.55%) Degree
16 65 (30.66%) Deep Learning
17 64 (30.19%) Big Data
17 64 (30.19%) R
18 63 (29.72%) Statistics
18 63 (29.72%) PhD
19 61 (28.77%) Mathematics
20 55 (25.94%) Scala
21 54 (25.47%) Visualisation
22 45 (21.23%) Java
23 44 (20.75%) Amazon AWS
24 43 (20.28%) Tableau
24 43 (20.28%) Keras
25 42 (19.81%) Theano
26 39 (18.40%) 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
1 103 (48.58%) Apache Spark
2 20 (9.43%) Elasticsearch
3 8 (3.77%) Apache Pig
3 8 (3.77%) Jupyter
4 7 (3.30%) Apache
5 5 (2.36%) SAS
5 5 (2.36%) Tomcat
6 4 (1.89%) Luigi
7 3 (1.42%) IPython
8 1 (0.47%) Apache Airflow
Applications
1 11 (5.19%) Chatbot
2 5 (2.36%) MS Visio
3 4 (1.89%) Weka
Business Applications
1 6 (2.83%) Sentinel
Cloud Services
1 44 (20.75%) Amazon AWS
2 16 (7.55%) Google Cloud Platform
3 10 (4.72%) Microsoft Azure
4 9 (4.25%) Amazon SageMaker
5 7 (3.30%) GitHub
6 5 (2.36%) Serverless
7 4 (1.89%) AWS Lambda
8 3 (1.42%) Amazon EC2
8 3 (1.42%) Amazon Kinesis
9 2 (0.94%) Amazon EMR
9 2 (0.94%) AWS Fargate
9 2 (0.94%) Cloud Computing
10 1 (0.47%) Amazon S3
10 1 (0.47%) AWS Data Pipeline
10 1 (0.47%) SaaS
Communications & Networking
1 2 (0.94%) SMS
2 1 (0.47%) Internet
Database & Business Intelligence
1 93 (43.87%) Hadoop
2 64 (30.19%) Big Data
3 36 (16.98%) Apache Hive
3 36 (16.98%) NoSQL
4 32 (15.09%) Relational Database
5 29 (13.68%) HBase
6 28 (13.21%) PostgreSQL
6 28 (13.21%) QlikView
7 24 (11.32%) MySQL
7 24 (11.32%) Text Mining
8 17 (8.02%) MongoDB
9 14 (6.60%) Data Mining
10 11 (5.19%) Amazon Redshift
11 8 (3.77%) Flink
11 8 (3.77%) SQL Server
12 7 (3.30%) Neo4j
13 5 (2.36%) BigQuery
13 5 (2.36%) GIS
13 5 (2.36%) Power BI
13 5 (2.36%) SQL Server Integration Services
Development Applications
1 21 (9.91%) Jenkins
2 17 (8.02%) Git (software)
3 10 (4.72%) Vagrant
4 7 (3.30%) Atlassian Bamboo
5 6 (2.83%) JIRA
5 6 (2.83%) Maven
6 5 (2.36%) Ant
6 5 (2.36%) Bitbucket
6 5 (2.36%) CA Release Automation
6 5 (2.36%) Gradle
6 5 (2.36%) IntelliJ
6 5 (2.36%) JUnit
6 5 (2.36%) Selenium
6 5 (2.36%) Visual Studio
7 3 (1.42%) Subversion
8 2 (0.94%) CircleCI
9 1 (0.47%) Robot Framework
General
1 28 (13.21%) Finance
2 21 (9.91%) Marketing
3 16 (7.55%) Banking
4 15 (7.08%) Retail
5 12 (5.66%) Investment Banking
6 6 (2.83%) Financial Institution
7 4 (1.89%) Telecoms
8 1 (0.47%) Aerospace
8 1 (0.47%) Automotive
8 1 (0.47%) Front Office
8 1 (0.47%) Manufacturing
Job Titles
1 132 (62.26%) Data Scientist
2 64 (30.19%) Senior Data Scientist
3 31 (14.62%) Machine Learning Scientist
4 24 (11.32%) Data Engineer
5 16 (7.55%) Developer
6 12 (5.66%) Junior
7 10 (4.72%) Python Engineer
8 9 (4.25%) Research Engineer
9 8 (3.77%) Python Developer
10 6 (2.83%) Platform Engineer
10 6 (2.83%) Software Engineer
11 5 (2.36%) Architect
11 5 (2.36%) Elasticsearch Engineer
11 5 (2.36%) Integration Engineer
11 5 (2.36%) Java Engineer
11 5 (2.36%) JavaScript Engineer
11 5 (2.36%) Junior Data Scientist
11 5 (2.36%) Machine Learning Engineer
12 4 (1.89%) Data Science Engineer
12 4 (1.89%) Full Stack Developer
Libraries, Frameworks & Software Standards
1 116 (54.72%) Pandas
2 115 (54.25%) NumPy
3 103 (48.58%) SciPy
4 94 (44.34%) TensorFlow
5 85 (40.09%) Natural Language Processing
6 43 (20.28%) Keras
7 42 (19.81%) Theano
8 29 (13.68%) PySpark
9 27 (12.74%) MLlib
10 23 (10.85%) Matplotlib
11 22 (10.38%) Kafka
12 16 (7.55%) CSS
13 15 (7.08%) AngularJS
14 12 (5.66%) React
15 10 (4.72%) D3.js
15 10 (4.72%) Django
15 10 (4.72%) Flask
15 10 (4.72%) Spark Streaming
16 9 (4.25%) HTML
17 8 (3.77%) MXNet
Miscellaneous
1 108 (50.94%) Algorithms
2 80 (37.74%) Computer Science
3 33 (15.57%) Analytical Skills
4 27 (12.74%) Fintech
5 13 (6.13%) Data Structures
6 10 (4.72%) Greenfield Project
6 10 (4.72%) Self-Motivation
7 9 (4.25%) Hedge funds
8 7 (3.30%) Cyberthreat
9 6 (2.83%) Fixed Income
9 6 (2.83%) Robotics
10 5 (2.36%) Cyber Defence
10 5 (2.36%) Enterprise Software
10 5 (2.36%) Management Information System
10 5 (2.36%) User Experience
11 4 (1.89%) CUDA
11 4 (1.89%) Social Network
12 3 (1.42%) Video\Live Streaming
12 3 (1.42%) Virtual Team
13 2 (0.94%) Mobile Wallet
Operating Systems
1 18 (8.49%) Linux
2 7 (3.30%) Unix
2 7 (3.30%) Windows
3 3 (1.42%) Ubuntu
Processes & Methodologies
1 173 (81.60%) Machine Learning
2 172 (81.13%) Data Science
3 75 (35.38%) Artificial Intelligence
4 71 (33.49%) Analytics
5 65 (30.66%) Deep Learning
6 63 (29.72%) Statistics
7 61 (28.77%) Mathematics
8 54 (25.47%) Visualisation
9 39 (18.40%) Data Visualisation
10 37 (17.45%) Data Analysis
11 30 (14.15%) Cybersecurity
12 28 (13.21%) Data Analytics
12 28 (13.21%) Software Engineering
13 26 (12.26%) Statistical Modelling
14 25 (11.79%) Agile Software Development
14 25 (11.79%) Problem-Solving
15 23 (10.85%) Neural Network
16 20 (9.43%) ETL
16 20 (9.43%) Physics
17 19 (8.96%) Open Source
Programming Languages
1 212 (100.00%) Python
2 91 (42.92%) SQL
3 64 (30.19%) R
4 55 (25.94%) Scala
5 45 (21.23%) Java
6 37 (17.45%) C++
7 27 (12.74%) MATLAB
8 23 (10.85%) JavaScript
9 20 (9.43%) C
10 7 (3.30%) Bash Shell
11 5 (2.36%) Java 8
11 5 (2.36%) Julia
11 5 (2.36%) Ruby
12 4 (1.89%) Clojure
13 3 (1.42%) Kotlin
14 2 (0.94%) HiveQL
14 2 (0.94%) TypeScript
15 1 (0.47%) AWK
15 1 (0.47%) Go
15 1 (0.47%) Shell Script
Qualifications
1 69 (32.55%) Degree
2 63 (29.72%) PhD
3 26 (12.26%) Computer Science Degree
4 21 (9.91%) Master's Degree
5 12 (5.66%) Security Cleared
6 7 (3.30%) Numerate Degree
7 2 (0.94%) SC Cleared
8 1 (0.47%) AWS Certification
8 1 (0.47%) Postgraduate
Quality Assurance & Compliance
1 2 (0.94%) GCP
1 2 (0.94%) QA
2 1 (0.47%) Data Quality
System Software
1 24 (11.32%) HDFS
2 20 (9.43%) Docker
3 7 (3.30%) VirtualBox
4 6 (2.83%) Apache Flume
5 5 (2.36%) Active Directory
Systems Management
1 13 (6.13%) Kubernetes
2 9 (4.25%) Ansible
3 7 (3.30%) Docker Swarm
3 7 (3.30%) Terraform
4 6 (2.83%) Oozie
5 5 (2.36%) Opscode Chef
5 5 (2.36%) Single Sign-On
6 3 (1.42%) Puppet
7 1 (0.47%) Hadoop YARN
Vendors
1 43 (20.28%) Tableau
2 25 (11.79%) Google
3 12 (5.66%) Cloudera
4 7 (3.30%) Databricks
4 7 (3.30%) Dataiku
4 7 (3.30%) Hortonworks
5 6 (2.83%) Fidessa
5 6 (2.83%) Splunk
6 5 (2.36%) Microsoft
7 3 (1.42%) Twitter
8 2 (0.94%) Oracle
8 2 (0.94%) RapidMiner
9 1 (0.47%) Informatica
9 1 (0.47%) Sybase
9 1 (0.47%) Teradata
9 1 (0.47%) TIBCO