Period
to 23 January 2019

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 23 January 2019 with a comparison to the same period in the previous 2 years.

scikit-learn
UK > England
6 months to
23 Jan 2019
Same period 2018 Same period 2017
Rank 906 1023 1078
Rank change year-on-year +117 +55 +129
Permanent jobs citing scikit-learn 171 135 83
As % of all permanent IT jobs advertised in England 0.12% 0.083% 0.050%
As % of the Libraries, Frameworks & Software Standards category 0.31% 0.20% 0.13%
Number of salaries quoted 141 117 65
England median annual salary £72,500 £65,000 £67,500
Median salary % change year-on-year +11.54% -3.70% -14.01%
10th Percentile £47,500 £45,000 £42,750
90th Percentile £97,500 £95,000 £111,250
UK median annual salary £67,500 £65,000 £67,500
% change year-on-year +3.85% -3.70% -12.34%

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 55,785 66,393 65,388
As % of all permanent IT jobs advertised in England 39.53% 40.62% 39.38%
Number of salaries quoted 46,008 56,221 56,897
England median annual salary £52,500 £50,000 £47,500
Median salary % change year-on-year +5.00% +5.26% +5.56%
10th Percentile £31,875 £30,000 £29,000
90th Percentile £85,000 £78,750 £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 23 January 2019.

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 23 January 2019. 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 +57 122 £75,000 +15.38% 17
South West +37 24 £48,750 -18.75% 5
South East +20 10 £50,000 -9.09% 4
East of England +37 8 £57,500 +27.78% 5
Midlands - 2 £52,500 - 1
East Midlands - 1 - - 1
West Midlands - 1 £52,500 -
scikit-learn
UK

For the 6 months to 23 January 2019, 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 (95.91%) Python
2 162 (94.74%) Machine Learning
3 139 (81.29%) Data Science
4 107 (62.57%) TensorFlow
5 104 (60.82%) Natural Language Processing
6 102 (59.65%) Apache Spark
7 96 (56.14%) Pandas
8 94 (54.97%) Artificial Intelligence
9 81 (47.37%) SQL
10 80 (46.78%) NumPy
11 77 (45.03%) SciPy
11 77 (45.03%) Algorithms
12 74 (43.27%) Deep Learning
13 68 (39.77%) Visualisation
14 60 (35.09%) Hadoop
15 54 (31.58%) Big Data
16 46 (26.90%) Amazon AWS
17 43 (25.15%) Analytics
18 42 (24.56%) Scala
19 41 (23.98%) R
19 41 (23.98%) Software Engineering
19 41 (23.98%) Mathematics
20 40 (23.39%) Degree
21 37 (21.64%) Computer Science
22 34 (19.88%) Java
23 33 (19.30%) Data Mining
23 33 (19.30%) Data Analysis
24 32 (18.71%) Agile Software Development
25 31 (18.13%) NoSQL
26 29 (16.96%) Neo4j

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
1 102 (59.65%) Apache Spark
2 16 (9.36%) Elasticsearch
3 15 (8.77%) Apache
4 11 (6.43%) Apache Pig
5 9 (5.26%) Jupyter
5 9 (5.26%) SAS
6 4 (2.34%) Ethereum
6 4 (2.34%) Hyperledger
7 1 (0.58%) Apache Airflow
7 1 (0.58%) Apache Solr
7 1 (0.58%) Confluence
7 1 (0.58%) IPython
7 1 (0.58%) Luigi
7 1 (0.58%) nginx
Applications
1 6 (3.51%) Chatbot
2 2 (1.17%) SPSS
3 1 (0.58%) Weka
Business Applications
1 4 (2.34%) Distributed Ledger
Cloud Services
1 46 (26.90%) Amazon AWS
2 24 (14.04%) Microsoft Azure
3 21 (12.28%) Google Cloud Platform
4 18 (10.53%) Amazon SageMaker
5 5 (2.92%) Amazon S3
5 5 (2.92%) OpenShift
6 4 (2.34%) Amazon EC2
6 4 (2.34%) Amazon ELB
6 4 (2.34%) IBM Cloud
6 4 (2.34%) SaaS
7 2 (1.17%) AWS CloudFormation
7 2 (1.17%) AWS Lambda
7 2 (1.17%) Azure Machine Learning
7 2 (1.17%) Serverless
7 2 (1.17%) Wit.ai
8 1 (0.58%) Amazon EMR
8 1 (0.58%) Amazon Kinesis
8 1 (0.58%) Amazon SQS
Communications & Networking
1 6 (3.51%) MQTT
2 1 (0.58%) SSH
Database & Business Intelligence
1 60 (35.09%) Hadoop
2 54 (31.58%) Big Data
3 33 (19.30%) Data Mining
4 31 (18.13%) NoSQL
5 29 (16.96%) Neo4j
6 24 (14.04%) Apache Hive
7 22 (12.87%) Text Mining
8 21 (12.28%) PostgreSQL
9 15 (8.77%) HBase
10 11 (6.43%) Data Lake
10 11 (6.43%) QlikView
11 4 (2.34%) Amazon RDS
11 4 (2.34%) Blockchain
11 4 (2.34%) MongoDB
11 4 (2.34%) MySQL
11 4 (2.34%) RethinkDB
12 3 (1.75%) Amazon Athena
12 3 (1.75%) Impala
12 3 (1.75%) RDBMS
12 3 (1.75%) Relational Database
Development Applications
1 28 (16.37%) Git (software)
2 16 (9.36%) Jenkins
3 13 (7.60%) Atlassian Bamboo
3 13 (7.60%) Vagrant
4 11 (6.43%) Mercurial
5 3 (1.75%) Maven
6 2 (1.17%) Eclipse
6 2 (1.17%) FindBugs
6 2 (1.17%) IntelliJ
6 2 (1.17%) JIRA
6 2 (1.17%) JUnit
6 2 (1.17%) TeamCity
7 1 (0.58%) GitLab
7 1 (0.58%) Robot Framework
7 1 (0.58%) Selenium
7 1 (0.58%) Visual Studio Team System
General
1 25 (14.62%) Retail
2 20 (11.70%) Finance
3 19 (11.11%) Law
4 17 (9.94%) Military
5 8 (4.68%) Manufacturing
6 6 (3.51%) Banking
7 4 (2.34%) Marketing
8 2 (1.17%) Games
8 2 (1.17%) Publishing
9 1 (0.58%) Automotive
9 1 (0.58%) Electronics
9 1 (0.58%) Investment Banking
9 1 (0.58%) Pharmaceutical
9 1 (0.58%) Telecoms
Job Titles
1 105 (61.40%) Data Scientist
2 25 (14.62%) Data Engineer
3 21 (12.28%) Senior Data Scientist
4 17 (9.94%) Machine Learning Engineer
4 17 (9.94%) Machine Learning Scientist
5 11 (6.43%) Software Engineer
6 10 (5.85%) Architect
6 10 (5.85%) Data Architect
7 9 (5.26%) Big Data Engineer
8 7 (4.09%) Python Engineer
9 6 (3.51%) Artificial Intelligence Engineer
9 6 (3.51%) Data Science Engineer
10 5 (2.92%) Developer
10 5 (2.92%) Hadoop Engineer
10 5 (2.92%) Systems Engineer
11 4 (2.34%) Analyst
11 4 (2.34%) Blockchain Engineer
11 4 (2.34%) Data Analyst
12 3 (1.75%) Backend Developer
12 3 (1.75%) Machine Learning Researcher
Libraries, Frameworks & Software Standards
1 107 (62.57%) TensorFlow
2 104 (60.82%) Natural Language Processing
3 96 (56.14%) Pandas
4 80 (46.78%) NumPy
5 77 (45.03%) SciPy
6 26 (15.20%) MLlib
7 24 (14.04%) Keras
8 19 (11.11%) Kafka
8 19 (11.11%) PySpark
9 18 (10.53%) Django
10 17 (9.94%) Theano
11 16 (9.36%) MXNet
12 13 (7.60%) Spark Streaming
13 12 (7.02%) JSON
14 10 (5.85%) Node.js
15 7 (4.09%) Matplotlib
15 7 (4.09%) React
15 7 (4.09%) SpaCy
15 7 (4.09%) Torch
16 6 (3.51%) REST
Miscellaneous
1 77 (45.03%) Algorithms
2 24 (14.04%) Analytical Skills
3 7 (4.09%) Virtual Team
4 6 (3.51%) Acoustics
4 6 (3.51%) Blog
4 6 (3.51%) Data Structures
4 6 (3.51%) Fintech
4 6 (3.51%) Mobile App
5 5 (2.92%) Self-Motivation
6 4 (2.34%) Grid Computing
6 4 (2.34%) Hedge funds
7 3 (1.75%) Equities
8 2 (1.17%) Greenfield Project
8 2 (1.17%) Mainframe
8 2 (1.17%) Robotics
8 2 (1.17%) Social Media
9 1 (0.58%) CUDA
9 1 (0.58%) Fixed Income
9 1 (0.58%) Life Science
9 1 (0.58%) Marketing Technology
Operating Systems
1 18 (10.53%) Unix
2 13 (7.60%) Linux
3 1 (0.58%) Robot Operating System
Processes & Methodologies
1 162 (94.74%) Machine Learning
2 139 (81.29%) Data Science
3 94 (54.97%) Artificial Intelligence
4 74 (43.27%) Deep Learning
5 68 (39.77%) Visualisation
6 43 (25.15%) Analytics
7 41 (23.98%) Mathematics
7 41 (23.98%) Software Engineering
8 37 (21.64%) Computer Science
9 33 (19.30%) Data Analysis
10 32 (18.71%) Agile Software Development
11 29 (16.96%) Neural Network
12 27 (15.79%) Data Visualisation
13 25 (14.62%) Data Analytics
13 25 (14.62%) Data Munging
13 25 (14.62%) Problem-Solving
14 20 (11.70%) DevOps
14 20 (11.70%) SDLC
14 20 (11.70%) Statistical Analysis
15 19 (11.11%) Computer Vision
Programming Languages
1 164 (95.91%) Python
2 81 (47.37%) SQL
3 42 (24.56%) Scala
4 41 (23.98%) R
5 34 (19.88%) Java
6 22 (12.87%) JavaScript
7 13 (7.60%) C++
7 13 (7.60%) Shell Script
8 11 (6.43%) Cypher
9 9 (5.26%) MATLAB
9 9 (5.26%) Ruby
10 7 (4.09%) ES6
11 6 (3.51%) C#
11 6 (3.51%) Go
12 5 (2.92%) Lua
13 4 (2.34%) Clojure
14 3 (1.75%) C
15 2 (1.17%) Bash Shell
16 1 (0.58%) Rust
Qualifications
1 40 (23.39%) Degree
2 27 (15.79%) PhD
3 9 (5.26%) Computer Science Degree
4 7 (4.09%) Security Cleared
5 5 (2.92%) Numerate Degree
6 3 (1.75%) Master's Degree
7 1 (0.58%) DV Cleared
Quality Assurance & Compliance
1 15 (8.77%) Data Quality
2 2 (1.17%) QA
System Software
1 28 (16.37%) Docker
2 15 (8.77%) HDFS
3 13 (7.60%) VirtualBox
4 6 (3.51%) Apache ZooKeeper
5 2 (1.17%) etcd
Systems Management
1 17 (9.94%) Kubernetes
2 16 (9.36%) Terraform
3 13 (7.60%) Ansible
3 13 (7.60%) Docker Swarm
4 2 (1.17%) Consul
5 1 (0.58%) Hadoop YARN
Vendors
1 20 (11.70%) Google
2 18 (10.53%) Tableau
3 15 (8.77%) Cloudera
3 15 (8.77%) Hortonworks
4 14 (8.19%) Dataiku
5 13 (7.60%) Databricks
6 4 (2.34%) Cognizant
6 4 (2.34%) IBM
7 3 (1.75%) Microsoft
7 3 (1.75%) SAP
8 2 (1.17%) MapR
8 2 (1.17%) RapidMiner
8 2 (1.17%) Salesforce.com
8 2 (1.17%) Twitter
9 1 (0.58%) Facebook
9 1 (0.58%) Informatica
9 1 (0.58%) Oracle
9 1 (0.58%) Sybase
9 1 (0.58%) Teradata
9 1 (0.58%) TIBCO