Period
to 22 June 2018

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 June 2018 with a comparison to the same period in the previous 2 years.

Data Mining
England > London
6 months to
22 Jun 2018
Same period 2017 Same period 2016
Rank 522 505 399
Rank change year-on-year -17 -106 +33
Permanent jobs citing Data Mining 325 358 641
As % of all permanent IT jobs advertised in London 0.46% 0.51% 0.78%
As % of the Database & Business Intelligence category 1.48% 1.69% 2.57%
Number of salaries quoted 263 298 548
London median annual salary £62,500 £60,000 £62,500
Median salary % change year-on-year +4.17% -4.00% +8.70%
10th Percentile £41,050 £36,775 £37,500
90th Percentile £98,750 £105,000 £96,625
England median annual salary £55,000 £55,000 £55,000

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 22,031 21,179 24,901
As % of all permanent IT jobs advertised in London 31.52% 30.15% 30.32%
Number of salaries quoted 17,420 18,014 21,710
London median annual salary £60,000 £60,000 £55,000
Median salary % change year-on-year - +9.09% -
10th Percentile £37,500 £36,250 £35,750
90th Percentile £92,500 £90,000 £85,000
England median annual salary £50,000 £47,500 £47,500
% 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 June 2018.

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 June 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
Central London -12 61 £60,000 +14.29% 3
South London +23 26 £52,000 - 3
West London +4 10 £62,500 +25.00% 3
East London - 5 £56,250 -
Data Mining
England

For the 6 months to 22 June 2018, IT jobs citing Data Mining 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 London region with a requirement for Data Mining.

1 198 (60.92%) Analytics
2 188 (57.85%) SQL
3 132 (40.62%) Data Science
4 130 (40.00%) Python
5 127 (39.08%) Machine Learning
6 110 (33.85%) Business Intelligence
7 102 (31.38%) Analytical Skills
8 101 (31.08%) Finance
9 100 (30.77%) Big Data
10 92 (28.31%) R
11 88 (27.08%) Hadoop
12 79 (24.31%) Degree
13 77 (23.69%) Apache Spark
14 76 (23.38%) Mathematics
15 75 (23.08%) Statistics
16 74 (22.77%) Algorithms
17 72 (22.15%) Data Analysis
18 71 (21.85%) Visualisation
19 70 (21.54%) Java
20 61 (18.77%) Predictive Modelling
21 58 (17.85%) SAS
22 56 (17.23%) SQL Server
23 55 (16.92%) Microsoft
23 55 (16.92%) Agile Software Development
23 55 (16.92%) Computer Science
24 53 (16.31%) ETL
25 51 (15.69%) Data Warehouse
25 51 (15.69%) Apache Hive
25 51 (15.69%) Power BI
26 50 (15.38%) Data Modelling

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 77 (23.69%) Apache Spark
2 58 (17.85%) SAS
3 12 (3.69%) Apache Pig
4 5 (1.54%) Mongoose
5 4 (1.23%) Gentran
6 3 (0.92%) Apache Airflow
7 2 (0.62%) Apache
7 2 (0.62%) Elasticsearch
7 2 (0.62%) SharePoint
8 1 (0.31%) Cloud Foundry
8 1 (0.31%) SharePoint 2010
Applications
1 45 (13.85%) Microsoft Excel
2 23 (7.08%) SPSS
3 18 (5.54%) Microsoft PowerPoint
4 14 (4.31%) Microsoft Office
5 5 (1.54%) Microsoft Project
5 5 (1.54%) MS Visio
5 5 (1.54%) Stata
6 4 (1.23%) Gephi
7 3 (0.92%) Weka
8 1 (0.31%) CPLEX
8 1 (0.31%) Mingle
8 1 (0.31%) Spreadsheet
Business Applications
1 4 (1.23%) Oracle Receivables
1 4 (1.23%) SAP Forecasting and Replenishment
1 4 (1.23%) SAP Retail
2 3 (0.92%) Dynamics CRM
3 2 (0.62%) Dynamics AX
3 2 (0.62%) NetSuite
Cloud Services
1 23 (7.08%) Amazon AWS
2 21 (6.46%) Microsoft Azure
3 8 (2.46%) SaaS
4 7 (2.15%) Google Cloud Platform
5 6 (1.85%) Google Analytics
6 5 (1.54%) Heroku
7 2 (0.62%) Amazon Kinesis
7 2 (0.62%) Cloud Computing
7 2 (0.62%) Dynamics 365
8 1 (0.31%) Adobe Analytics
Communications & Networking
1 4 (1.23%) FTP
2 3 (0.92%) Internet
3 1 (0.31%) ATM
3 1 (0.31%) Broadband
Database & Business Intelligence
1 100 (30.77%) Big Data
2 88 (27.08%) Hadoop
3 56 (17.23%) SQL Server
4 51 (15.69%) Apache Hive
4 51 (15.69%) Data Warehouse
4 51 (15.69%) Power BI
5 47 (14.46%) SQL Server Integration Services
6 41 (12.62%) SQL Server Reporting Services
7 39 (12.00%) Relational Database
8 36 (11.08%) SQL Server Analysis Services
9 35 (10.77%) NoSQL
10 23 (7.08%) Text Mining
11 22 (6.77%) Microsoft Analysis Services
12 19 (5.85%) Apache Cassandra
12 19 (5.85%) MongoDB
13 15 (4.62%) OLAP
13 15 (4.62%) SQL Server 2008
13 15 (4.62%) SQL Server 2016
14 11 (3.38%) HBase
15 10 (3.08%) BusinessObjects
Development Applications
1 11 (3.38%) SQL Server Management Studio (SSMS)
2 4 (1.23%) ER Studio
2 4 (1.23%) ERwin
2 4 (1.23%) Git (software)
2 4 (1.23%) Jenkins
2 4 (1.23%) JIRA
3 3 (0.92%) Selenium
4 2 (0.62%) GoCD
5 1 (0.31%) Atlassian Bamboo
5 1 (0.31%) Gradle
5 1 (0.31%) JMeter
5 1 (0.31%) JUnit
5 1 (0.31%) Maven
5 1 (0.31%) Mockito
5 1 (0.31%) RStudio
5 1 (0.31%) Subversion
5 1 (0.31%) TeamCity
5 1 (0.31%) Travis CI
General
1 101 (31.08%) Finance
2 29 (8.92%) Marketing
3 24 (7.38%) Retail
4 17 (5.23%) Banking
5 13 (4.00%) Telecoms
6 8 (2.46%) Front Office
7 6 (1.85%) Advertising
8 5 (1.54%) Games
8 5 (1.54%) Legal
9 4 (1.23%) International Banking
9 4 (1.23%) Law
9 4 (1.23%) Manufacturing
9 4 (1.23%) Russian Language
10 3 (0.92%) Digital Economy
10 3 (0.92%) Investment Banking
11 2 (0.62%) Automotive
11 2 (0.62%) German Language
12 1 (0.31%) Electronics
12 1 (0.31%) Financial Institution
12 1 (0.31%) Pharmaceutical
Job Titles
1 82 (25.23%) Data Scientist
2 63 (19.38%) Developer
3 52 (16.00%) Analyst
4 31 (9.54%) Business Intelligence Developer
4 31 (9.54%) Senior Data Scientist
5 23 (7.08%) Data Analyst
6 22 (6.77%) Data Engineer
7 21 (6.46%) Architect
7 21 (6.46%) Data Architect
8 14 (4.31%) Big Data Architect
8 14 (4.31%) Business Intelligence Lead
8 14 (4.31%) Consultant
8 14 (4.31%) Junior
9 12 (3.69%) Power BI Developer
9 12 (3.69%) Research Scientist
10 11 (3.38%) Business Intelligence Analyst
10 11 (3.38%) Project Leader
10 11 (3.38%) SQL Analyst
11 10 (3.08%) Senior Analyst
12 9 (2.77%) Data Manager
Libraries, Frameworks & Software Standards
1 35 (10.77%) Natural Language Processing
2 23 (7.08%) TensorFlow
3 16 (4.92%) HTML
4 12 (3.69%) CSS
5 11 (3.38%) .NET
5 11 (3.38%) Pandas
6 10 (3.08%) AngularJS
6 10 (3.08%) Web Services
7 7 (2.15%) D3.js
7 7 (2.15%) HTML5
7 7 (2.15%) NumPy
8 6 (1.85%) Kafka
8 6 (1.85%) Twitter Bootstrap
8 6 (1.85%) WCF
8 6 (1.85%) WPF
9 5 (1.54%) Express
9 5 (1.54%) LESS
9 5 (1.54%) RESTful
9 5 (1.54%) Sass
9 5 (1.54%) scikit-learn
Miscellaneous
1 102 (31.38%) Analytical Skills
2 74 (22.77%) Algorithms
3 55 (16.92%) Computer Science
4 22 (6.77%) Fintech
5 18 (5.54%) Management Information System
6 15 (4.62%) Self-Motivation
7 14 (4.31%) Replication
8 13 (4.00%) Social Network
9 10 (3.08%) Data Structures
10 6 (1.85%) Client/Server
10 6 (1.85%) Fixed Income
11 4 (1.23%) Blog
11 4 (1.23%) Enterprise Software
11 4 (1.23%) Social Media
11 4 (1.23%) User Experience
12 3 (0.92%) Grid Computing
12 3 (0.92%) Hedge funds
12 3 (0.92%) Life Science
13 2 (0.62%) Credit Risk
13 2 (0.62%) Mobile App
Operating Systems
1 10 (3.08%) Linux
2 4 (1.23%) Windows
3 2 (0.62%) Unix
4 1 (0.31%) Windows 7
Processes & Methodologies
1 198 (60.92%) Analytics
2 132 (40.62%) Data Science
3 127 (39.08%) Machine Learning
4 110 (33.85%) Business Intelligence
5 76 (23.38%) Mathematics
6 75 (23.08%) Statistics
7 72 (22.15%) Data Analysis
8 71 (21.85%) Visualisation
9 61 (18.77%) Predictive Modelling
10 55 (16.92%) Agile Software Development
11 53 (16.31%) ETL
12 50 (15.38%) Data Modelling
13 48 (14.77%) Problem-Solving
14 44 (13.54%) Statistical Modelling
15 43 (13.23%) Data Visualisation
15 43 (13.23%) Deep Learning
16 42 (12.92%) Data Analytics
17 41 (12.62%) Data Management
18 40 (12.31%) Statistical Analysis
19 38 (11.69%) Artificial Intelligence
Programming Languages
1 188 (57.85%) SQL
2 130 (40.00%) Python
3 92 (28.31%) R
4 70 (21.54%) Java
5 39 (12.00%) MATLAB
6 36 (11.08%) Scala
7 31 (9.54%) T-SQL
8 16 (4.92%) C#
8 16 (4.92%) JavaScript
9 15 (4.62%) HiveQL
10 12 (3.69%) VBA
11 8 (2.46%) Perl
11 8 (2.46%) PL/SQL
12 6 (1.85%) C++
13 5 (1.54%) ES6
14 4 (1.23%) ActionScript
14 4 (1.23%) ActionScript 2.0
14 4 (1.23%) C
14 4 (1.23%) Data Analysis Expressions (DAX)
15 3 (0.92%) Ruby
Qualifications
1 79 (24.31%) Degree
2 31 (9.54%) PhD
3 21 (6.46%) Numerate Degree
4 9 (2.77%) Computer Science Degree
5 6 (1.85%) PMI Certification
5 6 (1.85%) PMP
6 5 (1.54%) Master's Degree
7 2 (0.62%) ACCA
7 2 (0.62%) CIMA
8 1 (0.31%) SAS Certification
Quality Assurance & Compliance
1 13 (4.00%) Data Quality
2 7 (2.15%) QA
3 1 (0.31%) Actionable Recommendations
3 1 (0.31%) GCP
System Software
1 17 (5.23%) HDFS
2 13 (4.00%) Docker
3 4 (1.23%) Apache Flume
Systems Management
1 13 (4.00%) Kubernetes
2 2 (0.62%) Opscode Chef
2 2 (0.62%) Puppet
3 1 (0.31%) Kibana
3 1 (0.31%) Mesos
3 1 (0.31%) Rancher
3 1 (0.31%) Systems Management Server (SMS)
Vendors
1 55 (16.92%) Microsoft
2 33 (10.15%) Tableau
3 25 (7.69%) Oracle
4 20 (6.15%) WorldPay
5 14 (4.31%) Google
6 11 (3.38%) MicroStrategy
6 11 (3.38%) SAP
7 10 (3.08%) Salesforce.com
8 8 (2.46%) CA
8 8 (2.46%) Cloudera
8 8 (2.46%) Informatica
9 6 (1.85%) Hortonworks
9 6 (1.85%) MapR
9 6 (1.85%) Talend
9 6 (1.85%) Teradata
10 5 (1.54%) Forcepoint
10 5 (1.54%) McAfee
10 5 (1.54%) Symantec
10 5 (1.54%) Vertica
11 4 (1.23%) TIBCO