Period
to 24 November 2017

The following table provides summary statistics for permanent job vacancies advertised in England 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 24 November 2017 with a comparison to the same period in the previous 2 years.

Data Mining
UK > England
6 months to
24 Nov 2017
Same period 2016 Same period 2015
Rank 578 562 523
Rank change year-on-year -16 -39 +69
Permanent jobs citing Data Mining 722 793 1095
As % of all permanent IT jobs advertised in England 0.43% 0.44% 0.53%
As % of the Database & Business Intelligence category 1.42% 1.50% 1.68%
Number of salaries quoted 607 676 857
England median annual salary £55,000 £50,000 £50,000
Median salary % change year-on-year +10.00% - +5.26%
10th Percentile £31,250 £30,000 £31,500
90th Percentile £90,000 £93,750 £82,500
UK median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +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 England with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
England
Permanent vacancies with a requirement for database or business intelligence skills 50907 52874 65019
As % of all permanent IT jobs advertised in England 30.16% 29.61% 31.60%
Number of salaries quoted 42290 45640 55287
England median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% -
10th Percentile £30,000 £29,000 £28,500
90th Percentile £77,500 £77,500 £75,000
UK median annual salary £47,500 £47,500 £45,000
% change year-on-year - +5.56% +2.27%

Data Mining
Job Vacancy Trend in England

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

Job vacancy trend for Data Mining in England

Data Mining
Salary Trend in England

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

Salary trend for Data Mining in England

Data Mining
Salary Histogram in England

The salary distribution of IT jobs citing Data Mining in England over the 6 months to 24 November 2017.

Salary histogram for Data Mining in England

Data Mining
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Mining within the England region over the 6 months to 24 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
London -67 318 £65,000 +8.33% 22
North of England +11 124 £40,000 - 12
South East +47 119 £55,000 +10.00% 14
South West +47 69 £55,000 +10.00% 2
Yorkshire +63 67 £40,000 +14.29% 4
North West -67 51 £41,000 +2.50% 8
East of England +24 50 £39,000 -13.33% 2
Midlands +35 37 £40,000 -11.11% 5
East Midlands +39 25 £39,000 -15.68% 2
West Midlands +11 12 £42,500 -5.56% 3
North East +10 6 £31,500 +5.00%
Data Mining
UK

For the 6 months to 24 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 England region with a requirement for Data Mining.

1 414 (57.34%) SQL
2 327 (45.29%) Analytics
3 289 (40.03%) Python
4 271 (37.53%) Machine Learning
5 259 (35.87%) Analytical Skills
6 235 (32.55%) Finance
6 235 (32.55%) Degree
7 228 (31.58%) Business Intelligence
8 206 (28.53%) Big Data
9 181 (25.07%) R
10 177 (24.52%) Algorithms
11 166 (22.99%) Computer Science
12 161 (22.30%) Data Warehouse
13 157 (21.75%) SAS
14 151 (20.91%) ETL
15 149 (20.64%) Statistics
15 149 (20.64%) Hadoop
16 142 (19.67%) Data Modelling
17 138 (19.11%) Java
18 132 (18.28%) Agile Software Development
18 132 (18.28%) Mathematics
19 126 (17.45%) Marketing
20 125 (17.31%) Data Analysis
20 125 (17.31%) SQL Server
21 124 (17.17%) Microsoft
22 121 (16.76%) Visualisation
23 115 (15.93%) Apache Spark
24 113 (15.65%) Data Analytics
25 108 (14.96%) Tableau
26 104 (14.40%) PhD

Data Mining
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
1 157 (21.75%) SAS
2 115 (15.93%) Apache Spark
3 24 (3.32%) Apache Pig
4 15 (2.08%) SharePoint
5 14 (1.94%) Elasticsearch
6 9 (1.25%) Apache
7 8 (1.11%) Gentran
7 8 (1.11%) JBoss
7 8 (1.11%) Tomcat
8 7 (0.97%) Apache Solr
8 7 (0.97%) BizTalk Server
8 7 (0.97%) Confluence
8 7 (0.97%) SharePoint Server
9 3 (0.42%) Jupyter
9 3 (0.42%) WebLogic
9 3 (0.42%) WebSphere
10 1 (0.14%) IPython
10 1 (0.14%) SharePoint 2010
10 1 (0.14%) SharePoint 2013
10 1 (0.14%) WordPress
Applications
1 97 (13.43%) Microsoft Excel
2 67 (9.28%) SPSS
3 21 (2.91%) Microsoft Office
4 13 (1.80%) Microsoft PowerPoint
5 10 (1.39%) SPSS Modeler
6 8 (1.11%) Spreadsheet
7 4 (0.55%) Stata
8 3 (0.42%) S-PLUS
9 2 (0.28%) Microsoft Project
9 2 (0.28%) Weka
10 1 (0.14%) MS Visio
Business Applications
1 7 (0.97%) Adobe Campaign
2 6 (0.83%) Oracle Receivables
3 5 (0.69%) Unica
4 4 (0.55%) FastStats
4 4 (0.55%) Oracle ERP
5 3 (0.42%) Oracle AML
5 3 (0.42%) Oracle EBS
5 3 (0.42%) Oracle Financials
6 2 (0.28%) Dynamics CRM
6 2 (0.28%) Eloqua
6 2 (0.28%) Oracle Assets
6 2 (0.28%) Oracle FAH
6 2 (0.28%) Oracle General Ledger
6 2 (0.28%) Oracle Internet Expenses
6 2 (0.28%) Oracle iProcurement
6 2 (0.28%) Oracle Payables
6 2 (0.28%) Oracle Procure-to-Pay
7 1 (0.14%) Capstone
7 1 (0.14%) Hyperion Planning
7 1 (0.14%) Oracle Applications
Cloud Services
1 56 (7.76%) Amazon AWS
2 28 (3.88%) Google Analytics
3 25 (3.46%) Microsoft Azure
4 15 (2.08%) Amazon S3
5 14 (1.94%) Google Cloud Platform
6 12 (1.66%) SaaS
7 10 (1.39%) Cloud Computing
8 8 (1.11%) Amazon Kinesis
9 7 (0.97%) Amazon EC2
9 7 (0.97%) GitHub
10 6 (0.83%) PaaS
11 5 (0.69%) Azure Machine Learning
12 4 (0.55%) AdWords
12 4 (0.55%) Cortana Intelligence Suite
12 4 (0.55%) Google Tag Manager
13 3 (0.42%) Adobe Analytics
14 2 (0.28%) Amazon EMR
14 2 (0.28%) Azure Data Factory
14 2 (0.28%) Responsys
15 1 (0.14%) Serverless
Communications & Networking
1 14 (1.94%) Internet
2 6 (0.83%) HTTP
2 6 (0.83%) SMS
3 4 (0.55%) FTP
4 2 (0.28%) 3G
4 2 (0.28%) Kerberos
5 1 (0.14%) Extranet
5 1 (0.14%) Intrusion Detection
Database & Business Intelligence
1 206 (28.53%) Big Data
2 161 (22.30%) Data Warehouse
3 149 (20.64%) Hadoop
4 125 (17.31%) SQL Server
5 90 (12.47%) SQL Server Reporting Services
6 78 (10.80%) SQL Server Integration Services
7 77 (10.66%) Relational Database
8 75 (10.39%) SQL Server Analysis Services
9 62 (8.59%) NoSQL
10 47 (6.51%) Apache Hive
10 47 (6.51%) Text Mining
11 45 (6.23%) Apache Cassandra
12 42 (5.82%) BusinessObjects
13 41 (5.68%) MongoDB
14 38 (5.26%) Power BI
15 36 (4.99%) MySQL
16 23 (3.19%) Amazon Redshift
17 22 (3.05%) QlikView
18 20 (2.77%) SQL Server 2016
19 18 (2.49%) HBase
Development Applications
1 14 (1.94%) Git (software)
2 13 (1.80%) Jenkins
2 13 (1.80%) Talend Open Studio
3 10 (1.39%) Atlassian Bamboo
3 10 (1.39%) Maven
3 10 (1.39%) Travis CI
4 9 (1.25%) JIRA
5 6 (0.83%) GoCD
5 6 (0.83%) TeamCity
5 6 (0.83%) Visual Studio
6 5 (0.69%) JUnit
6 5 (0.69%) TestRail
7 4 (0.55%) RStudio
7 4 (0.55%) Team Foundation Server
8 3 (0.42%) Ant
8 3 (0.42%) Eclipse
8 3 (0.42%) Gradle
9 2 (0.28%) JBehave
9 2 (0.28%) Mockito
9 2 (0.28%) Subversion
General
1 235 (32.55%) Finance
2 126 (17.45%) Marketing
3 53 (7.34%) Retail
4 52 (7.20%) Telecoms
5 35 (4.85%) Manufacturing
6 31 (4.29%) Electronics
7 29 (4.02%) Banking
8 17 (2.35%) Games
9 14 (1.94%) Advertising
9 14 (1.94%) Investment Banking
10 8 (1.11%) Publishing
11 7 (0.97%) Automotive
11 7 (0.97%) Legal
12 6 (0.83%) Financial Institution
12 6 (0.83%) French Language
12 6 (0.83%) German Language
12 6 (0.83%) Italian Language
12 6 (0.83%) Portuguese Language
12 6 (0.83%) Retail Banking
12 6 (0.83%) Spanish Language
Job Titles
1 176 (24.38%) Analyst
2 169 (23.41%) Data Scientist
3 138 (19.11%) Developer
4 62 (8.59%) Data Analyst
5 52 (7.20%) Business Intelligence Developer
6 35 (4.85%) Data Engineer
6 35 (4.85%) Machine Learning Researcher
7 34 (4.71%) Senior Data Scientist
7 34 (4.71%) SQL Developer
8 29 (4.02%) Business Developer
9 27 (3.74%) SQL Analyst
10 23 (3.19%) Business Intelligence Analyst
11 22 (3.05%) Insight Analyst
12 21 (2.91%) Consultant
13 20 (2.77%) Machine Learning Scientist
14 18 (2.49%) Database Developer
15 17 (2.35%) Business Analyst
15 17 (2.35%) Junior
15 17 (2.35%) SQL BI Developer
16 16 (2.22%) Software Engineer
Libraries, Frameworks & Software Standards
1 54 (7.48%) Natural Language Processing
2 39 (5.40%) XML
3 37 (5.12%) .NET
4 32 (4.43%) HTML
5 31 (4.29%) Web Services
6 19 (2.63%) scikit-learn
7 18 (2.49%) AngularJS
8 17 (2.35%) CSS
9 16 (2.22%) D3.js
9 16 (2.22%) HTML5
10 15 (2.08%) Pandas
10 15 (2.08%) Spring
11 14 (1.94%) Kafka
12 13 (1.80%) TensorFlow
13 11 (1.52%) JSON
14 10 (1.39%) REST
15 8 (1.11%) Hibernate
15 8 (1.11%) React
15 8 (1.11%) Seaborn
16 7 (0.97%) NumPy
Miscellaneous
1 259 (35.87%) Analytical Skills
2 177 (24.52%) Algorithms
3 166 (22.99%) Computer Science
4 39 (5.40%) Data Structures
5 37 (5.12%) Mobile App
6 35 (4.85%) Management Information System
7 23 (3.19%) Fintech
8 18 (2.49%) User Experience
9 16 (2.22%) Virtual Team
10 11 (1.52%) Blog
11 10 (1.39%) Life Science
12 9 (1.25%) Client/Server
13 8 (1.11%) Social Media
13 8 (1.11%) Social Network
14 7 (0.97%) Hedge funds
15 6 (0.83%) Equities
15 6 (0.83%) Internet of Things
15 6 (0.83%) Minimum Viable Product
16 5 (0.69%) Credit Risk
16 5 (0.69%) Online Games
Operating Systems
1 56 (7.76%) Linux
2 33 (4.57%) Unix
3 18 (2.49%) Windows
4 5 (0.69%) Windows Server
5 1 (0.14%) Android
5 1 (0.14%) Apple iOS
5 1 (0.14%) VMS
5 1 (0.14%) Windows Server 2012
Processes & Methodologies
1 327 (45.29%) Analytics
2 271 (37.53%) Machine Learning
3 228 (31.58%) Business Intelligence
4 151 (20.91%) ETL
5 149 (20.64%) Statistics
6 142 (19.67%) Data Modelling
7 132 (18.28%) Agile Software Development
7 132 (18.28%) Mathematics
8 125 (17.31%) Data Analysis
9 121 (16.76%) Visualisation
10 113 (15.65%) Data Analytics
11 90 (12.47%) Statistical Modelling
12 89 (12.33%) Data Visualisation
13 82 (11.36%) Predictive Modelling
14 79 (10.94%) Data Management
15 58 (8.03%) Predictive Analytics
15 58 (8.03%) Statistical Analysis
16 51 (7.06%) Software Engineering
17 44 (6.09%) Data Architecture
18 42 (5.82%) Deep Learning
Programming Languages
1 414 (57.34%) SQL
2 289 (40.03%) Python
3 181 (25.07%) R
4 138 (19.11%) Java
5 77 (10.66%) C++
6 69 (9.56%) Scala
7 66 (9.14%) T-SQL
8 58 (8.03%) JavaScript
9 56 (7.76%) Shell Script
10 46 (6.37%) C
11 42 (5.82%) Ruby
12 41 (5.68%) MATLAB
12 41 (5.68%) VBA
13 36 (4.99%) Perl
14 30 (4.16%) C#
15 25 (3.46%) VB
16 23 (3.19%) PL/SQL
17 12 (1.66%) Bash Shell
18 8 (1.11%) ActionScript
18 8 (1.11%) ActionScript 2.0
Qualifications
1 235 (32.55%) Degree
2 104 (14.40%) PhD
3 66 (9.14%) Computer Science Degree
4 23 (3.19%) Numerate Degree
5 16 (2.22%) Master's Degree
6 8 (1.11%) Security Cleared
7 7 (0.97%) SC Cleared
8 6 (0.83%) Microsoft Certification
9 5 (0.69%) Postgraduate
10 3 (0.42%) MCP
10 3 (0.42%) MCSA
11 2 (0.28%) ACCA
11 2 (0.28%) CIMA
11 2 (0.28%) MBA
12 1 (0.14%) APMP
12 1 (0.14%) DV Cleared
12 1 (0.14%) OCP
12 1 (0.14%) Oracle Certification
Quality Assurance & Compliance
1 39 (5.40%) QA
2 38 (5.26%) Data Quality
3 6 (0.83%) GDPR
4 4 (0.55%) SLA
5 2 (0.28%) PCI DSS
6 1 (0.14%) Actionable Recommendations
6 1 (0.14%) FISMA
6 1 (0.14%) IFRS
6 1 (0.14%) IFRS 9
6 1 (0.14%) PMO
System Software
1 14 (1.94%) Docker
2 7 (0.97%) Apache Flume
2 7 (0.97%) Oracle RAC
3 6 (0.83%) Active Directory
4 4 (0.55%) HDFS
4 4 (0.55%) Hyper-V
4 4 (0.55%) VMware ESXi
5 2 (0.28%) Apache ZooKeeper
6 1 (0.14%) Virtual Machines
Systems Management
1 11 (1.52%) Puppet
2 10 (1.39%) Cobbler
3 5 (0.69%) Mesos
4 4 (0.55%) Oozie
5 2 (0.28%) Rundeck
6 1 (0.14%) Kibana
6 1 (0.14%) Kubernetes
6 1 (0.14%) Nagios
Vendors
1 124 (17.17%) Microsoft
2 108 (14.96%) Tableau
3 78 (10.80%) Oracle
4 48 (6.65%) SAP
5 44 (6.09%) Google
6 26 (3.60%) IBM
7 24 (3.32%) Teradata
8 22 (3.05%) Cognos
9 16 (2.22%) Cloudera
10 13 (1.80%) Talend
11 12 (1.66%) Intel
12 11 (1.52%) Adobe
12 11 (1.52%) Informatica
13 10 (1.39%) Alteryx
14 8 (1.11%) Netezza
14 8 (1.11%) Salesforce.com
14 8 (1.11%) Splunk
14 8 (1.11%) Vertica
15 7 (0.97%) Hortonworks
16 6 (0.83%) CA