Period
to 13 November 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 13 November 2018 with a comparison to the same period in the previous 2 years.

scikit-learn
UK > England
6 months to
13 Nov 2018
Same period 2017 Same period 2016
Rank 967 1037 1131
Rank change year-on-year +70 +94 +115
Permanent jobs citing scikit-learn 154 133 79
As % of all permanent IT jobs advertised in England 0.10% 0.079% 0.044%
As % of the Libraries, Frameworks & Software Standards category 0.25% 0.20% 0.11%
Number of salaries quoted 126 105 75
England median annual salary £72,500 £65,000 £67,500
Median salary % change year-on-year +11.54% -3.70% -3.57%
10th Percentile £46,250 £45,000 £41,250
90th Percentile £97,500 £102,500 £115,000
UK median annual salary £67,500 £65,000 £67,500
% change year-on-year +3.85% -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 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 60,634 67,946 69,457
As % of all permanent IT jobs advertised in England 39.99% 40.35% 39.10%
Number of salaries quoted 50,503 56,873 60,751
England median annual salary £52,500 £50,000 £47,500
Median salary % change year-on-year +5.00% +5.26% +5.56%
10th Percentile £31,250 £29,750 £28,750
90th Percentile £85,000 £77,500 £77,500
UK median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +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 13 November 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 13 November 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 +75 121 £75,000 +15.38% 32
South East +22 15 £52,500 -19.23% 3
South West +7 6 £35,000 -41.67% 1
East of England +21 5 £62,500 +38.89% 3
Midlands +31 2 £52,500 +16.67% 1
West Midlands +44 1 £52,500 +16.67%
East Midlands - 1 - - 1
scikit-learn
UK

For the 6 months to 13 November 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.

1 151 (98.05%) Python
2 136 (88.31%) Machine Learning
3 133 (86.36%) Data Science
4 96 (62.34%) Apache Spark
5 89 (57.79%) TensorFlow
6 86 (55.84%) Pandas
7 83 (53.90%) Natural Language Processing
8 79 (51.30%) NumPy
9 74 (48.05%) Hadoop
10 67 (43.51%) Deep Learning
10 67 (43.51%) SQL
11 66 (42.86%) Artificial Intelligence
12 65 (42.21%) SciPy
13 58 (37.66%) Visualisation
14 56 (36.36%) Algorithms
15 46 (29.87%) Amazon AWS
15 46 (29.87%) Big Data
16 45 (29.22%) Mathematics
16 45 (29.22%) Computer Science
17 44 (28.57%) R
18 43 (27.92%) Analytics
19 38 (24.68%) Software Engineering
20 36 (23.38%) Apache Hive
21 35 (22.73%) Degree
21 35 (22.73%) MLlib
22 33 (21.43%) PhD
22 33 (21.43%) Scala
22 33 (21.43%) NoSQL
23 32 (20.78%) Analytical Skills
24 31 (20.13%) 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 96 (62.34%) Apache Spark
2 11 (7.14%) Apache
2 11 (7.14%) Elasticsearch
3 10 (6.49%) SAS
4 7 (4.55%) Apache Pig
5 6 (3.90%) Jupyter
6 4 (2.60%) IPython
7 1 (0.65%) Apache Solr
Applications
1 8 (5.19%) Chatbot
2 2 (1.30%) SPSS
Business Applications
1 3 (1.95%) Sentinel
Cloud Services
1 46 (29.87%) Amazon AWS
2 26 (16.88%) Google Cloud Platform
3 25 (16.23%) Microsoft Azure
4 21 (13.64%) Amazon SageMaker
5 6 (3.90%) Serverless
6 4 (2.60%) AWS Lambda
6 4 (2.60%) SaaS
7 3 (1.95%) GitHub
8 2 (1.30%) Amazon EMR
8 2 (1.30%) Amazon Kinesis
8 2 (1.30%) Cloud Computing
9 1 (0.65%) Amazon EC2
9 1 (0.65%) Amazon SQS
9 1 (0.65%) AWS Data Pipeline
9 1 (0.65%) AWS Fargate
9 1 (0.65%) Wit.ai
Communications & Networking
1 1 (0.65%) Internet
1 1 (0.65%) SMS
1 1 (0.65%) SSH
Database & Business Intelligence
1 74 (48.05%) Hadoop
2 46 (29.87%) Big Data
3 36 (23.38%) Apache Hive
4 33 (21.43%) NoSQL
5 30 (19.48%) PostgreSQL
6 22 (14.29%) HBase
6 22 (14.29%) Text Mining
7 20 (12.99%) QlikView
8 19 (12.34%) Relational Database
9 18 (11.69%) Data Mining
10 15 (9.74%) MongoDB
10 15 (9.74%) Neo4j
11 13 (8.44%) MySQL
12 8 (5.19%) Amazon Redshift
13 6 (3.90%) Data Lake
13 6 (3.90%) RDBMS
14 5 (3.25%) Apache Cassandra
15 4 (2.60%) MariaDB
16 3 (1.95%) CouchDB
16 3 (1.95%) SQL Server
Development Applications
1 25 (16.23%) Jenkins
2 21 (13.64%) Git (software)
3 15 (9.74%) Atlassian Bamboo
3 15 (9.74%) Vagrant
4 4 (2.60%) Maven
5 3 (1.95%) Subversion
6 2 (1.30%) Eclipse
6 2 (1.30%) FindBugs
6 2 (1.30%) IntelliJ
6 2 (1.30%) JIRA
6 2 (1.30%) JUnit
6 2 (1.30%) Robot Framework
6 2 (1.30%) TeamCity
7 1 (0.65%) Bitbucket
7 1 (0.65%) GitLab
7 1 (0.65%) Visual Studio Team System
General
1 23 (14.94%) Finance
2 15 (9.74%) Retail
3 12 (7.79%) Banking
4 8 (5.19%) Manufacturing
4 8 (5.19%) Marketing
5 7 (4.55%) Law
6 5 (3.25%) Investment Banking
6 5 (3.25%) Military
7 3 (1.95%) Financial Institution
8 2 (1.30%) Automotive
8 2 (1.30%) Publishing
9 1 (0.65%) Aerospace
9 1 (0.65%) Electronics
9 1 (0.65%) Pharmaceutical
9 1 (0.65%) Telecoms
Job Titles
1 101 (65.58%) Data Scientist
2 38 (24.68%) Senior Data Scientist
3 26 (16.88%) Data Engineer
4 24 (15.58%) Machine Learning Scientist
5 11 (7.14%) Developer
6 8 (5.19%) Architect
6 8 (5.19%) Data Architect
6 8 (5.19%) Machine Learning Engineer
7 7 (4.55%) Python Engineer
7 7 (4.55%) Software Engineer
8 5 (3.25%) Artificial Intelligence Engineer
9 4 (2.60%) Backend Developer
9 4 (2.60%) Big Data Engineer
9 4 (2.60%) Junior
9 4 (2.60%) Python Developer
10 3 (1.95%) Cloud Developer
10 3 (1.95%) Data Science Engineer
10 3 (1.95%) Platform Engineer
10 3 (1.95%) Senior Architect
10 3 (1.95%) Senior Data Architect
Libraries, Frameworks & Software Standards
1 89 (57.79%) TensorFlow
2 86 (55.84%) Pandas
3 83 (53.90%) Natural Language Processing
4 79 (51.30%) NumPy
5 65 (42.21%) SciPy
6 35 (22.73%) MLlib
7 27 (17.53%) PySpark
8 25 (16.23%) Keras
9 23 (14.94%) Theano
10 18 (11.69%) Kafka
10 18 (11.69%) MXNet
11 15 (9.74%) Spark Streaming
12 9 (5.84%) Matplotlib
13 8 (5.19%) Django
14 5 (3.25%) SpaCy
15 4 (2.60%) AngularJS
15 4 (2.60%) Caffe
15 4 (2.60%) Flask
15 4 (2.60%) Node.js
15 4 (2.60%) React
Miscellaneous
1 56 (36.36%) Algorithms
2 45 (29.22%) Computer Science
3 32 (20.78%) Analytical Skills
4 13 (8.44%) Fintech
5 9 (5.84%) Self-Motivation
6 7 (4.55%) Acoustics
6 7 (4.55%) Blog
6 7 (4.55%) Data Structures
7 6 (3.90%) Hedge funds
8 4 (2.60%) Cyberthreat
8 4 (2.60%) Fixed Income
8 4 (2.60%) User Experience
9 3 (1.95%) Equities
9 3 (1.95%) Grid Computing
9 3 (1.95%) Virtual Team
10 2 (1.30%) Derivative
10 2 (1.30%) Greenfield Project
10 2 (1.30%) Mainframe
10 2 (1.30%) Mobile App
10 2 (1.30%) Social Media
Operating Systems
1 17 (11.04%) Linux
2 8 (5.19%) Unix
3 2 (1.30%) Windows
Processes & Methodologies
1 136 (88.31%) Machine Learning
2 133 (86.36%) Data Science
3 67 (43.51%) Deep Learning
4 66 (42.86%) Artificial Intelligence
5 58 (37.66%) Visualisation
6 45 (29.22%) Mathematics
7 43 (27.92%) Analytics
8 38 (24.68%) Software Engineering
9 31 (20.13%) Data Visualisation
10 28 (18.18%) Data Analysis
11 27 (17.53%) Agile Software Development
12 26 (16.88%) Continuous Integration
13 25 (16.23%) Statistics
14 23 (14.94%) Data Analytics
15 22 (14.29%) Data Munging
16 20 (12.99%) Physics
16 20 (12.99%) Sentiment Analysis
17 19 (12.34%) Cybersecurity
18 18 (11.69%) Data Modelling
18 18 (11.69%) Statistical Analysis
Programming Languages
1 151 (98.05%) Python
2 67 (43.51%) SQL
3 44 (28.57%) R
4 33 (21.43%) Scala
5 30 (19.48%) Java
6 23 (14.94%) JavaScript
7 11 (7.14%) MATLAB
7 11 (7.14%) Ruby
8 8 (5.19%) C++
9 5 (3.25%) C
10 3 (1.95%) Bash Shell
10 3 (1.95%) C#
10 3 (1.95%) Kotlin
11 2 (1.30%) Go
11 2 (1.30%) Shell Script
12 1 (0.65%) HiveQL
12 1 (0.65%) PHP
Qualifications
1 35 (22.73%) Degree
2 33 (21.43%) PhD
3 9 (5.84%) Security Cleared
4 7 (4.55%) Computer Science Degree
5 6 (3.90%) Numerate Degree
6 4 (2.60%) Master's Degree
7 1 (0.65%) DV Cleared
7 1 (0.65%) Postgraduate
Quality Assurance & Compliance
1 3 (1.95%) QA
2 1 (0.65%) Data Quality
System Software
1 28 (18.18%) Docker
2 23 (14.94%) HDFS
3 15 (9.74%) VirtualBox
4 3 (1.95%) Apache Flume
Systems Management
1 22 (14.29%) Kubernetes
2 16 (10.39%) Terraform
3 15 (9.74%) Ansible
3 15 (9.74%) Docker Swarm
4 3 (1.95%) Oozie
5 1 (0.65%) Hadoop YARN
Vendors
1 31 (20.13%) Tableau
2 26 (16.88%) Google
3 17 (11.04%) Cloudera
3 17 (11.04%) Hortonworks
4 15 (9.74%) Databricks
4 15 (9.74%) Dataiku
5 4 (2.60%) RapidMiner
6 3 (1.95%) Fidessa
6 3 (1.95%) SAP
7 2 (1.30%) Cognizant
7 2 (1.30%) Informatica
7 2 (1.30%) MapR
7 2 (1.30%) Oracle
7 2 (1.30%) Salesforce.com
7 2 (1.30%) Sybase
7 2 (1.30%) TIBCO
7 2 (1.30%) Twitter
8 1 (0.65%) Microsoft
8 1 (0.65%) Splunk
8 1 (0.65%) Teradata