Period
to 22 November 2017

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Data Mining skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Mining over the 6 months to 22 November 2017 with a comparison to the same period in the previous 2 years.

Data Mining
England > London
6 months to
22 Nov 2017
Same period 2016 Same period 2015
Rank 542 453 425
Rank change year-on-year -89 -28 +66
Permanent jobs citing Data Mining 315 429 596
As % of all permanent IT jobs advertised in London 0.42% 0.56% 0.68%
As % of the Database & Business Intelligence category 1.42% 1.91% 2.22%
Number of salaries quoted 247 364 470
London median annual salary £65,000 £60,000 £60,000
Median salary % change year-on-year +8.33% - +9.09%
10th Percentile £37,300 £31,975 £35,000
90th Percentile £97,500 £100,000 £85,125
England median annual salary £55,000 £50,000 £50,000
% change year-on-year +10.00% - +5.26%

Data Mining is in the Databases and Business Intelligence category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in London with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
London
Permanent vacancies with a requirement for database or business intelligence skills 22203 22456 26872
As % of all permanent IT jobs advertised in London 29.46% 29.47% 30.57%
Number of salaries quoted 17807 19562 22722
London median annual salary £60,000 £57,500 £55,000
Median salary % change year-on-year +4.35% +4.55% +4.76%
10th Percentile £36,250 £35,000 £35,000
90th Percentile £88,750 £87,500 £85,000
England median annual salary £50,000 £47,500 £45,000
% change year-on-year +5.26% +5.56% -

Data Mining
Job Vacancy Trend in London

Job postings citing Data Mining as a percentage of all IT jobs advertised in London.

Job vacancy trend for Data Mining in London

Data Mining
Salary Trend in London

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Mining in London.

Salary trend for Data Mining in London

Data Mining
Salary Histogram in London

The salary distribution of IT jobs citing Data Mining in London over the 6 months to 22 November 2017.

Salary histogram for Data Mining in London

Data Mining
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Mining within the London region over the 6 months to 22 November 2017. 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
Central London -19 79 £70,000 +7.69% 5
West London +17 14 £42,500 +30.77% 2
South London +7 7 £38,694 +31.17%
East London -6 5 £72,500 +55.81%
Data Mining
England

For the 6 months to 22 November 2017, IT jobs citing Data Mining also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the London region with a requirement for Data Mining.

1 201 (63.81%) SQL
2 166 (52.70%) Analytics
3 154 (48.89%) Machine Learning
4 149 (47.30%) Python
5 125 (39.68%) Finance
6 118 (37.46%) Big Data
7 111 (35.24%) R
8 102 (32.38%) Analytical Skills
9 95 (30.16%) Algorithms
10 94 (29.84%) Statistics
11 90 (28.57%) Degree
12 89 (28.25%) SAS
13 82 (26.03%) Hadoop
14 80 (25.40%) Business Intelligence
15 76 (24.13%) Data Warehouse
15 76 (24.13%) Apache Spark
16 75 (23.81%) Visualisation
17 67 (21.27%) Tableau
18 66 (20.95%) Computer Science
19 64 (20.32%) Mathematics
19 64 (20.32%) Agile Software Development
20 61 (19.37%) Java
21 59 (18.73%) Statistical Modelling
22 55 (17.46%) ETL
23 52 (16.51%) Microsoft
23 52 (16.51%) Marketing
23 52 (16.51%) Data Visualisation
24 48 (15.24%) Data Analysis
25 47 (14.92%) Microsoft Excel
25 47 (14.92%) SQL Server

Data Mining
Co-occurring IT Skills in London 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 89 (28.25%) SAS
2 76 (24.13%) Apache Spark
3 19 (6.03%) Apache Pig
4 8 (2.54%) Elasticsearch
4 8 (2.54%) Gentran
5 7 (2.22%) Tomcat
6 6 (1.90%) Confluence
7 5 (1.59%) JBoss
8 3 (0.95%) Apache
9 2 (0.63%) SharePoint
10 1 (0.32%) Apache Solr
10 1 (0.32%) IPython
10 1 (0.32%) Jupyter
10 1 (0.32%) WordPress
Applications
1 47 (14.92%) Microsoft Excel
2 46 (14.60%) SPSS
3 14 (4.44%) Microsoft Office
4 9 (2.86%) Microsoft PowerPoint
5 6 (1.90%) SPSS Modeler
6 2 (0.63%) Weka
7 1 (0.32%) Stata
Business Applications
1 7 (2.22%) Adobe Campaign
2 6 (1.90%) Oracle Receivables
3 4 (1.27%) Oracle ERP
4 3 (0.95%) Oracle EBS
4 3 (0.95%) Oracle Financials
5 2 (0.63%) Oracle AML
5 2 (0.63%) Oracle Assets
5 2 (0.63%) Oracle FAH
5 2 (0.63%) Oracle General Ledger
5 2 (0.63%) Oracle Internet Expenses
5 2 (0.63%) Oracle iProcurement
5 2 (0.63%) Oracle Payables
5 2 (0.63%) Oracle Procure-to-Pay
5 2 (0.63%) Unica
6 1 (0.32%) Capstone
6 1 (0.32%) Hyperion Planning
6 1 (0.32%) Oracle Applications
6 1 (0.32%) Oracle E-Business Tax
6 1 (0.32%) Oracle Subledger Accounting
Cloud Services
1 44 (13.97%) Amazon AWS
2 19 (6.03%) Google Analytics
3 15 (4.76%) Microsoft Azure
4 12 (3.81%) Google Cloud Platform
5 8 (2.54%) Amazon Kinesis
5 8 (2.54%) SaaS
6 7 (2.22%) Amazon S3
6 7 (2.22%) Cloud Computing
7 6 (1.90%) GitHub
8 5 (1.59%) Azure Machine Learning
9 4 (1.27%) AdWords
10 2 (0.63%) Amazon EC2
10 2 (0.63%) Amazon EMR
10 2 (0.63%) PaaS
11 1 (0.32%) Adobe Analytics
11 1 (0.32%) AWS Elastic Beanstalk
11 1 (0.32%) AWS Lambda
11 1 (0.32%) Azure Data Factory
11 1 (0.32%) Serverless
Communications & Networking
1 8 (2.54%) Internet
2 4 (1.27%) FTP
3 2 (0.63%) Kerberos
Database & Business Intelligence
1 118 (37.46%) Big Data
2 82 (26.03%) Hadoop
3 76 (24.13%) Data Warehouse
4 47 (14.92%) SQL Server
5 40 (12.70%) Apache Cassandra
6 37 (11.75%) Relational Database
7 35 (11.11%) SQL Server Reporting Services
8 34 (10.79%) MongoDB
9 33 (10.48%) NoSQL
10 29 (9.21%) SQL Server Integration Services
11 28 (8.89%) Text Mining
12 27 (8.57%) Apache Hive
12 27 (8.57%) SQL Server Analysis Services
13 22 (6.98%) Amazon Redshift
14 19 (6.03%) MySQL
14 19 (6.03%) Power BI
15 17 (5.40%) QlikView
16 16 (5.08%) Pentaho
17 15 (4.76%) HBase
18 14 (4.44%) Neo4j
Development Applications
1 12 (3.81%) Jenkins
2 10 (3.17%) Atlassian Bamboo
2 10 (3.17%) Travis CI
3 9 (2.86%) Talend Open Studio
4 8 (2.54%) Git (software)
5 7 (2.22%) Maven
6 6 (1.90%) GoCD
6 6 (1.90%) TeamCity
7 4 (1.27%) Visual Studio
8 3 (0.95%) JIRA
9 2 (0.63%) Cucumber
9 2 (0.63%) JBehave
9 2 (0.63%) JUnit
9 2 (0.63%) Mockito
10 1 (0.32%) Jasmine
10 1 (0.32%) JIRA Agile
10 1 (0.32%) Subversion
General
1 125 (39.68%) Finance
2 52 (16.51%) Marketing
3 33 (10.48%) Retail
4 27 (8.57%) Banking
5 13 (4.13%) Investment Banking
6 12 (3.81%) Telecoms
7 9 (2.86%) Games
8 8 (2.54%) Advertising
8 8 (2.54%) Publishing
9 6 (1.90%) Financial Institution
9 6 (1.90%) Legal
9 6 (1.90%) Retail Banking
10 5 (1.59%) Front Office
11 4 (1.27%) Manufacturing
12 2 (0.63%) Electronics
12 2 (0.63%) Pharmaceutical
13 1 (0.32%) International Banking
Job Titles
1 87 (27.62%) Data Scientist
2 80 (25.40%) Analyst
3 55 (17.46%) Developer
4 29 (9.21%) Data Analyst
5 19 (6.03%) Senior Data Scientist
6 14 (4.44%) SQL Developer
7 12 (3.81%) Business Intelligence Developer
7 12 (3.81%) Consultant
7 12 (3.81%) Data Engineer
8 11 (3.49%) AWS Engineer
8 11 (3.49%) Machine Learning Scientist
9 9 (2.86%) Database Developer
9 9 (2.86%) Java Developer
9 9 (2.86%) Senior Data Engineer
10 8 (2.54%) Architect
10 8 (2.54%) Digital Analyst
10 8 (2.54%) Junior
10 8 (2.54%) Senior Analyst
10 8 (2.54%) SQL Analyst
10 8 (2.54%) SQL Database Developer
Libraries, Frameworks & Software Standards
1 34 (10.79%) Natural Language Processing
2 28 (8.89%) Web Services
3 22 (6.98%) .NET
4 18 (5.71%) HTML
5 14 (4.44%) Spring
6 13 (4.13%) AngularJS
6 13 (4.13%) TensorFlow
7 12 (3.81%) CSS
7 12 (3.81%) D3.js
8 11 (3.49%) HTML5
8 11 (3.49%) scikit-learn
9 10 (3.17%) XML
10 8 (2.54%) React
11 7 (2.22%) JSON
11 7 (2.22%) NumPy
11 7 (2.22%) Pandas
12 6 (1.90%) Kafka
12 6 (1.90%) Spring Boot
13 5 (1.59%) Apache Camel
13 5 (1.59%) Middleware
Miscellaneous
1 102 (32.38%) Analytical Skills
2 95 (30.16%) Algorithms
3 66 (20.95%) Computer Science
4 20 (6.35%) Data Structures
5 12 (3.81%) Fintech
6 11 (3.49%) Management Information System
6 11 (3.49%) User Experience
7 8 (2.54%) Social Network
7 8 (2.54%) Virtual Team
8 7 (2.22%) Hedge funds
9 6 (1.90%) Equities
9 6 (1.90%) Internet of Things
9 6 (1.90%) Minimum Viable Product
9 6 (1.90%) Social Media
10 5 (1.59%) CUDA
10 5 (1.59%) Smart City
11 4 (1.27%) Analytical Mindset
11 4 (1.27%) Online Games
12 3 (0.95%) Credit Risk
12 3 (0.95%) PlayStation
Operating Systems
1 20 (6.35%) Linux
2 13 (4.13%) Unix
3 7 (2.22%) Windows
Processes & Methodologies
1 166 (52.70%) Analytics
2 154 (48.89%) Machine Learning
3 94 (29.84%) Statistics
4 80 (25.40%) Business Intelligence
5 75 (23.81%) Visualisation
6 64 (20.32%) Agile Software Development
6 64 (20.32%) Mathematics
7 59 (18.73%) Statistical Modelling
8 55 (17.46%) ETL
9 52 (16.51%) Data Visualisation
10 48 (15.24%) Data Analysis
11 46 (14.60%) Predictive Modelling
12 43 (13.65%) Data Analytics
12 43 (13.65%) Data Management
13 32 (10.16%) Statistical Analysis
14 29 (9.21%) Deep Learning
15 28 (8.89%) Data Modelling
15 28 (8.89%) Neural Network
15 28 (8.89%) Web Analytics
16 26 (8.25%) Predictive Analytics
Programming Languages
1 201 (63.81%) SQL
2 149 (47.30%) Python
3 111 (35.24%) R
4 61 (19.37%) Java
5 43 (13.65%) Scala
6 33 (10.48%) T-SQL
7 30 (9.52%) JavaScript
7 30 (9.52%) MATLAB
8 28 (8.89%) C++
9 19 (6.03%) C#
10 18 (5.71%) VBA
11 13 (4.13%) C
11 13 (4.13%) Perl
12 8 (2.54%) ActionScript
12 8 (2.54%) ActionScript 2.0
12 8 (2.54%) VB
13 7 (2.22%) Data Analysis Expressions (DAX)
14 5 (1.59%) Cython
14 5 (1.59%) Shell Script
14 5 (1.59%) XQuery
Qualifications
1 90 (28.57%) Degree
2 43 (13.65%) PhD
3 20 (6.35%) Computer Science Degree
4 14 (4.44%) Master's Degree
5 9 (2.86%) Numerate Degree
6 5 (1.59%) Postgraduate
7 2 (0.63%) ACCA
7 2 (0.63%) CIMA
7 2 (0.63%) MBA
7 2 (0.63%) Microsoft Certification
7 2 (0.63%) Security Cleared
8 1 (0.32%) DV Cleared
8 1 (0.32%) OCP
8 1 (0.32%) Oracle Certification
8 1 (0.32%) SC Cleared
Quality Assurance & Compliance
1 19 (6.03%) Data Quality
2 13 (4.13%) QA
3 1 (0.32%) GDPR
3 1 (0.32%) SLA
System Software
1 8 (2.54%) Apache Flume
2 6 (1.90%) Docker
3 4 (1.27%) HDFS
4 2 (0.63%) Apache ZooKeeper
Systems Management
1 2 (0.63%) Oozie
2 1 (0.32%) Kibana
2 1 (0.32%) Kubernetes
2 1 (0.32%) Puppet
2 1 (0.32%) Rundeck
Vendors
1 67 (21.27%) Tableau
2 52 (16.51%) Microsoft
3 44 (13.97%) Oracle
4 31 (9.84%) Google
5 17 (5.40%) Teradata
6 14 (4.44%) Cloudera
7 13 (4.13%) SAP
8 12 (3.81%) IBM
9 10 (3.17%) Alteryx
9 10 (3.17%) Informatica
10 9 (2.86%) Cognos
10 9 (2.86%) Talend
11 8 (2.54%) Netezza
12 7 (2.22%) Adobe
12 7 (2.22%) TIBCO
13 6 (1.90%) CA
13 6 (1.90%) Minitab
14 5 (1.59%) Hortonworks
14 5 (1.59%) Omniture
14 5 (1.59%) Vertica