The table below looks at the statistics for Data Mining skills in IT jobs advertised for the England region. Included is a guide to the salaries offered in IT jobs that have cited Data Mining over the 3 months to 23 July 2016 with a comparison to the same period over the previous 2 years.

3 months to
23 Jul 2016
Same period 2015 Same period 2014
Data Mining
Rank 415 435 413
Rank change year-on-year
+20 -22
Permanent jobs citing Data Mining 624 663 727
As % of all permanent IT jobs located in England 0.68% 0.64% 0.67%
As % of the Database & Business Intelligence category 2.29% 2.01% 2.08%
Number of salaries quoted 539 470 606
Median salary £55,000 £50,000 £50,000
Median salary % change year-on-year
+10.00% -
90% offered a salary of more than £34,000 £32,000 £32,500
10% offered a salary of more than £85,000 £80,000 £80,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%
Data Mining
UK

The following table is for comparison with the above and provides statistics for the entire Database & Business Intelligence category in permanent jobs advertised in the England region.

Database & Business Intelligence Category
England
Permanent IT job ads with a match in the
Database & Business Intelligence category
27269 32987 34978
As % of all permanent IT jobs located in England 29.70% 32.00% 32.18%
Number of salaries quoted 23533 28047 30144
Median salary £50,000 £47,500 £45,000
Median salary % change year-on-year
+5.26% +5.55%
90% offered a salary of more than £32,500 £32,000 £30,000
10% offered a salary of more than £75,000 £70,000 £70,000
UK excluding London median salary £42,500 £42,000 £40,000
% change year-on-year
+1.19% +5.00%

Data Mining
Jobs Demand Trend in England

The demand trend of job ads across the England region citing Data Mining as a proportion of all IT jobs with a match in the Database & Business Intelligence category.

Data Mining Jobs Demand Trend 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 across the England region.

Data Mining Salary Trend in England

Data Mining
Salary Histogram in England

This chart provides a salary histogram for IT jobs citing Data Mining across the England region over the 3 months to 23 July 2016.

Data Mining Salary Histogram 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 3 months to 23 July 2016. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location
(Click see detailed
statistics and trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +21 349 £62,500 +4.16% 36
South East +27 105 £55,000 +10.00% 11
East of England +46 52 £51,250 +13.88% 3
North West +6 46 £40,000 - 11
South West +31 36 £50,000 +33.33% 4
Yorkshire +5 19 £40,000 -8.57% 10
West Midlands -5 9 £47,500 +15.15% 1
East Midlands -8 7 £50,000 +33.33% 1
Data Mining
UK

Data Mining
Top 30 Related IT Skills in England

For the 6 months to 23 July 2016, 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.

1 670 (47.79%) SQL
2 554 (39.51%) Analytics
3 420 (29.96%) Python
4 413 (29.46%) Machine Learning
5 412 (29.39%) Analytical Skills
6 411 (29.32%) Big Data
7 389 (27.75%) Finance
8 365 (26.03%) Degree
9 364 (25.96%) Business Intelligence
10 349 (24.89%) Java
11 303 (21.61%) R
12 269 (19.19%) Computer Science
13 267 (19.04%) SQL Server
14 261 (18.62%) Hadoop
15 245 (17.48%) Data Warehouse
16 233 (16.62%) Statistics
16 233 (16.62%) Data Analysis
17 230 (16.41%) Agile Software Development
18 217 (15.48%) Visualisation
19 211 (15.05%) Algorithms
20 202 (14.41%) SAS
21 199 (14.19%) Data Analytics
22 189 (13.48%) Apache Spark
23 184 (13.12%) ETL
24 181 (12.91%) C++
25 177 (12.62%) Relational Database
26 176 (12.55%) Marketing
27 169 (12.05%) Microsoft
28 164 (11.70%) Oracle
29 163 (11.63%) PhD

Data Mining
Top Related 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
1 202 (14.41%) SAS
2 189 (13.48%) Apache Spark
3 107 (7.63%) Apache Pig
4 38 (2.71%) Tomcat
5 32 (2.28%) Apache
6 25 (1.78%) Elasticsearch
7 17 (1.21%) GlassFish
8 15 (1.07%) SharePoint
9 14 (1.00%) JBoss
10 9 (0.64%) WebSphere
11 8 (0.57%) WebLogic
12 7 (0.50%) Apache Solr
12 7 (0.50%) Confluence
13 6 (0.43%) DNN
14 5 (0.36%) CMS
15 4 (0.29%) MS Exchange
15 4 (0.29%) OpenStack
15 4 (0.29%) Skype for Business
16 3 (0.21%) SharePoint 2013
17 1 (0.071%) Drupal
Applications
1 144 (10.27%) MS Excel
2 102 (7.28%) SPSS
3 37 (2.64%) MS Office
4 23 (1.64%) MS PowerPoint
5 19 (1.36%) MS Visio
6 10 (0.71%) Spreadsheet
7 9 (0.64%) Weka
8 5 (0.36%) Mathematica
9 3 (0.21%) Stata
Business Applications
1 9 (0.64%) Dynamics CRM
1 9 (0.64%) Sentinel
2 8 (0.57%) SAP Oil and Gas
3 7 (0.50%) Relativity
4 4 (0.29%) Adobe Campaign
4 4 (0.29%) FastStats
4 4 (0.29%) SAP Business One
4 4 (0.29%) Unica
5 3 (0.21%) WebTrends
6 2 (0.14%) CSG Singleview
6 2 (0.14%) Dynamics AX
6 2 (0.14%) Investran
6 2 (0.14%) Oracle 11i
6 2 (0.14%) Oracle EBS
6 2 (0.14%) Tesseract
7 1 (0.071%) Cognos Business Intelligence
7 1 (0.071%) Dynamics NAV
7 1 (0.071%) Infor CRM
7 1 (0.071%) Oracle Applications
7 1 (0.071%) Oracle Retail
Cloud Services
1 78 (5.56%) Amazon AWS
2 27 (1.93%) Amazon EC2
3 23 (1.64%) Amazon S3
3 23 (1.64%) Google Analytics
4 21 (1.50%) Amazon EMR
4 21 (1.50%) SaaS
5 18 (1.28%) Adobe Analytics
6 8 (0.57%) Cloud Computing
6 8 (0.57%) Microsoft Azure
7 7 (0.50%) Amazon ELB
7 7 (0.50%) AWS Elastic Beanstalk
8 5 (0.36%) AdWords
8 5 (0.36%) PaaS
9 4 (0.29%) GitHub
10 3 (0.21%) Amazon SQS
10 3 (0.21%) IaaS
11 2 (0.14%) Office 365
11 2 (0.14%) SuccessFactors
12 1 (0.071%) FinancialForce.com
Communications & Networking
1 16 (1.14%) Firewall
2 11 (0.78%) Internet
3 10 (0.71%) TCP/IP
4 7 (0.50%) SMS
5 6 (0.43%) DNS
5 6 (0.43%) HTTPS
6 5 (0.36%) Unified Communications
6 5 (0.36%) VPN
7 4 (0.29%) LDAP
7 4 (0.29%) TACACS
7 4 (0.29%) VLAN
8 3 (0.21%) Cisco Nexus
8 3 (0.21%) Network Security
8 3 (0.21%) Skype
9 2 (0.14%) Cisco ASA
9 2 (0.14%) DSL
9 2 (0.14%) MPLS
9 2 (0.14%) PPP
9 2 (0.14%) SAN
9 2 (0.14%) SNMP
Database & Business Intelligence
1 411 (29.32%) Big Data
2 267 (19.04%) SQL Server
3 261 (18.62%) Hadoop
4 245 (17.48%) Data Warehouse
5 177 (12.62%) Relational Database
6 152 (10.84%) NoSQL
7 133 (9.49%) Apache Hive
8 125 (8.92%) SQL Server Reporting Services
9 124 (8.84%) SQL Server Integration Services
10 89 (6.35%) SQL Server Analysis Services
11 78 (5.56%) MongoDB
12 74 (5.28%) MySQL
13 66 (4.71%) RDBMS
14 61 (4.35%) Text Mining
15 60 (4.28%) SQL Server 2008
16 58 (4.14%) Apache Cassandra
17 46 (3.28%) PostgreSQL
18 40 (2.85%) SQL Server 2012
19 38 (2.71%) BusinessObjects
20 34 (2.43%) HBase
Development Applications
1 76 (5.42%) Git (software)
2 42 (3.00%) Jenkins
3 27 (1.93%) Eclipse
3 27 (1.93%) Maven
4 25 (1.78%) Vagrant
5 19 (1.36%) JIRA
6 17 (1.21%) NetBeans
7 15 (1.07%) Yeoman
8 14 (1.00%) IntelliJ
8 14 (1.00%) Visual Studio
9 12 (0.86%) HP UFT
10 11 (0.78%) Cucumber
10 11 (0.78%) Subversion
10 11 (0.78%) Team Foundation Server
11 10 (0.71%) WebDriver
12 9 (0.64%) Selenium
13 8 (0.57%) Ant
13 8 (0.57%) Gradle
14 7 (0.50%) Sonatype Nexus
14 7 (0.50%) SQL Server Management Studio (SSMS)
General
1 389 (27.75%) Finance
2 176 (12.55%) Marketing
3 96 (6.85%) Retail
4 51 (3.64%) Legal
5 46 (3.28%) Banking
6 39 (2.78%) Telecoms
7 36 (2.57%) Advertising
8 30 (2.14%) Law
9 26 (1.85%) Automotive
10 24 (1.71%) Manufacturing
11 14 (1.00%) French Language
11 14 (1.00%) Pharmaceutical
12 13 (0.93%) Billing
12 13 (0.93%) Financial Institution
13 12 (0.86%) Games
13 12 (0.86%) Publishing
14 7 (0.50%) Back Office
15 5 (0.36%) Spanish Language
16 4 (0.29%) German Language
16 4 (0.29%) Italian Language
Job Titles
1 344 (24.54%) Developer
2 284 (20.26%) Analyst
3 243 (17.33%) Data Scientist
4 105 (7.49%) Java Developer
5 101 (7.20%) Architect
6 84 (5.99%) Data Analyst
7 74 (5.28%) Consultant
8 62 (4.42%) Senior Data Scientist
9 57 (4.07%) Data Architect
10 56 (3.99%) Senior Developer
11 49 (3.50%) Data Engineer
11 49 (3.50%) Machine Learning Scientist
12 48 (3.42%) SQL Developer
13 45 (3.21%) Business Intelligence Developer
14 41 (2.92%) SQL Analyst
15 39 (2.78%) Machine Learning Engineer
15 39 (2.78%) Quantitative Developer
16 38 (2.71%) Junior
16 38 (2.71%) Python Developer
17 37 (2.64%) Software Engineer
Libraries, Frameworks & Software Standards
1 74 (5.28%) Natural Language Processing
2 64 (4.56%) .NET
3 58 (4.14%) Web Services
4 57 (4.07%) Spring
5 54 (3.85%) HTML
6 41 (2.92%) AngularJS
7 39 (2.78%) CSS
7 39 (2.78%) REST
8 34 (2.43%) JMS
8 34 (2.43%) scikit-learn
9 33 (2.35%) MDX
10 30 (2.14%) SOAP
11 29 (2.07%) Node.js
12 28 (2.00%) Pandas
13 26 (1.85%) SciPy
14 25 (1.78%) HTML5
14 25 (1.78%) XML
15 21 (1.50%) D3.js
15 21 (1.50%) Hibernate
15 21 (1.50%) JSON
Miscellaneous
1 412 (29.39%) Analytical Skills
2 269 (19.19%) Computer Science
3 233 (16.62%) Statistics
4 217 (15.48%) Visualisation
5 211 (15.05%) Algorithms
6 160 (11.41%) Mathematics
7 74 (5.28%) Data Integration
8 66 (4.71%) Neural Network
9 62 (4.42%) Hedge funds
10 59 (4.21%) Physics
11 57 (4.07%) Management Information System
12 40 (2.85%) Data Structures
13 39 (2.78%) Artificial Intelligence
14 34 (2.43%) Fintech
15 32 (2.28%) CUDA
16 30 (2.14%) Economics
17 21 (1.50%) Data Centre
18 20 (1.43%) Enterprise Software
19 17 (1.21%) Virtual Team
20 16 (1.14%) Performance Metrics
Operating Systems
1 108 (7.70%) Linux
2 53 (3.78%) Windows
3 40 (2.85%) Unix
4 9 (0.64%) Android
4 9 (0.64%) Apple iOS
5 5 (0.36%) Ubuntu
5 5 (0.36%) Windows Server
6 1 (0.071%) Windows 7
6 1 (0.071%) Windows 8
Processes & Methodologies
1 554 (39.51%) Analytics
2 413 (29.46%) Machine Learning
3 364 (25.96%) Business Intelligence
4 233 (16.62%) Data Analysis
5 230 (16.41%) Agile Software Development
6 199 (14.19%) Data Analytics
7 184 (13.12%) ETL
8 138 (9.84%) Predictive Modelling
9 127 (9.06%) Data Modelling
10 124 (8.84%) Data Visualisation
11 101 (7.20%) Data Management
11 101 (7.20%) Statistical Analysis
12 99 (7.06%) Statistical Modelling
13 90 (6.42%) Software Engineering
14 89 (6.35%) MapReduce
15 81 (5.78%) CRM
16 79 (5.63%) Open Source
17 73 (5.21%) Mentoring
18 71 (5.06%) OO
19 64 (4.56%) Performance Tuning
Programming Languages
1 670 (47.79%) SQL
2 420 (29.96%) Python
3 349 (24.89%) Java
4 303 (21.61%) R
5 181 (12.91%) C++
6 123 (8.77%) MATLAB
7 119 (8.49%) T-SQL
8 108 (7.70%) Scala
9 104 (7.42%) JavaScript
10 87 (6.21%) C#
11 77 (5.49%) VBA
12 53 (3.78%) PL/SQL
13 45 (3.21%) C
14 41 (2.92%) Perl
14 41 (2.92%) VB
15 36 (2.57%) Clojure
16 33 (2.35%) Bash Shell
17 30 (2.14%) PHP
17 30 (2.14%) Ruby
18 16 (1.14%) Julia
Qualifications
1 365 (26.03%) Degree
2 163 (11.63%) PhD
3 29 (2.07%) Security Cleared
4 19 (1.36%) DV Cleared
5 17 (1.21%) Microsoft Certification
6 16 (1.14%) SC Cleared
7 10 (0.71%) CITP
8 9 (0.64%) CISSP
8 9 (0.64%) ISTQB
9 8 (0.57%) CCNA
9 8 (0.57%) Cisco Certification
10 7 (0.50%) CEH
10 7 (0.50%) PRINCE2 Certification
11 6 (0.43%) ISEB
12 5 (0.36%) CISM
12 5 (0.36%) MCSA
12 5 (0.36%) PMI Certification
12 5 (0.36%) PMP
13 4 (0.29%) ACCA
13 4 (0.29%) CIMA
Quality Assurance & Compliance
1 89 (6.35%) Data Quality
2 75 (5.35%) QA
3 6 (0.43%) ISO/IEC 20000
3 6 (0.43%) SNOMED CT
4 4 (0.29%) ISO 9001
5 2 (0.14%) COBIT
5 2 (0.14%) SLA
6 1 (0.071%) HL7
6 1 (0.071%) ISAE 3402
6 1 (0.071%) ISO/IEC 27001
6 1 (0.071%) SSAE 16
System Software
1 21 (1.50%) HDFS
2 19 (1.36%) Docker
3 15 (1.07%) Virtual Machines
3 15 (1.07%) VirtualBox
4 9 (0.64%) Active Directory
4 9 (0.64%) Veritas Cluster Server
5 8 (0.57%) Ceph
6 7 (0.50%) VMware Infrastructure
7 6 (0.43%) Apache Flume
8 5 (0.36%) KVM
9 4 (0.29%) vSphere
10 3 (0.21%) Hyper-V
10 3 (0.21%) Xen
11 2 (0.14%) Firmware
Systems Management
1 11 (0.78%) Hadoop YARN
2 10 (0.71%) Host Intrusion Detection System
3 8 (0.57%) Mesos
3 8 (0.57%) Opscode Chef
3 8 (0.57%) Puppet
4 4 (0.29%) EnCase
4 4 (0.29%) Rundeck
4 4 (0.29%) Salt
4 4 (0.29%) SCCM
5 3 (0.21%) Oozie
6 2 (0.14%) EMC NetWorker
6 2 (0.14%) HP Quality Center
6 2 (0.14%) Oracle Enterprise Manager
7 1 (0.071%) ITRS Geneos
7 1 (0.071%) Kibana
7 1 (0.071%) Network Intrusion Detection System
7 1 (0.071%) Thomson Reuters DACS
7 1 (0.071%) WSUS
7 1 (0.071%) ZABBIX
Vendors
1 169 (12.05%) Microsoft
2 164 (11.70%) Oracle
3 54 (3.85%) Tableau
4 41 (2.92%) Google
5 36 (2.57%) IBM
6 34 (2.43%) Cognos
7 30 (2.14%) SAP
8 20 (1.43%) Informatica
9 19 (1.36%) Salesforce.com
10 15 (1.07%) Adobe
10 15 (1.07%) Facebook
10 15 (1.07%) RapidMiner
11 13 (0.93%) Bloomberg
11 13 (0.93%) Teradata
12 11 (0.78%) Cloudera
12 11 (0.78%) HP
12 11 (0.78%) MicroStrategy
13 10 (0.71%) ServiceNow
13 10 (0.71%) Sophos
14 9 (0.64%) Sybase
London
Harrington Starr
Salary: £50000 - £100000 per annum + Bonus + Benefits
Posted: 12 hours ago
City, London
Opus Recruitment Solutions Ltd
Salary: £60000 - £80000 per annum
Posted: Yesterday
Liverpool, Merseyside
Harvey Nash plc
Salary: £35000 per annum
Posted: Yesterday
London
Colston Consulting
Salary: £60000 - £75000 per annum, Benefits Excellent benefit and bonus
Posted: Yesterday
London
Storm Global Analytics
Salary: Unspecified
Posted: 2 days ago
City, London
The Collinson Group
Salary: From £55,000 to £70,000 per annum
Posted: Yesterday
Leeds, West Yorkshire
Oxbridge Answers
Salary: 40000 - 45000
Posted: Yesterday
Leeds, West Yorkshire
Oxbridge Answers
Salary: 50000 - 55000
Posted: Yesterday
Reading, Berkshire
Spectrum IT Recruitment (South) Ltd
Salary: £35000 - £55000 per annum + benefits
Posted: Yesterday
City, London
Venturi
Salary: £60000 - £75000 per annum + bonus + bens
Posted: 2 days ago
London
ClearCube Consulting
Salary: From £85,000 to £90,000 per annum
Posted: Yesterday
City, London
Henderson Drake
Salary: From £45,000 to £60,000 per annum Bonus + Pension + Insurance + Dental
Posted: 3 days ago
North West
Parallel Consulting
Salary: £40000 - £45000 per annum
Posted: 4 days ago
Central London / West End
Venturi
Salary: £45000 - £85000 per annum + bonus and benefits
Posted: 2 days ago
Southampton, Hampshire
Spectrum IT Recruitment (South) Ltd
Salary: £35000 - £40000 per annum
Posted: 3 days ago
South West London
Energon People
Salary: £35000 - £45000 per annum
Posted: 3 days ago
Chester, Cheshire
Applause IT Innovation
Salary: £30000 - £35000 per annum + + Great Benefits
Posted: 4 days ago
Exeter, Devon
Redrock Consulting Ltd
Salary: £30000 - £38000 per annum
Posted: 3 days ago
London
McGregor Boyall
Salary: £60000.00 - £70000.00 per annum
Posted: 5 days ago
South West London
Total Recruitment Specialists Limited / TRG / Total recruitment group
Salary: £65000 - £75000 Per Annum
Posted: Yesterday
North London
Ashdown IT
Salary: £30000 - £35000 per annum
Posted: 5 days ago
London
Careerwise UK Limited
Salary: £40000 - £65000 per annum + package
Posted: 4 days ago
London
Parallel Consulting
Salary: £40000 - £45000 per annum
Posted: 5 days ago
Cambridge, Cambridgeshire
Edgar Cowen
Salary: £30000 - £50000 per annum + Excellent Benefits & Prospects
Posted: 2 days ago
Leeds, West Yorkshire
The Bridge Ltd
Salary: From £0 to £26,000 per annum
Posted: 5 days ago
Leeds, West Yorkshire
Hotfoot Recruitment
Salary: Up to £35,000 per annum
Posted: 4 days ago
Central London / West End
Client Server
Salary: £40k to £60k + benefits
Posted: 3 days ago
Sheffield, South Yorkshire
Searchability
Salary: £35000 - £40000 per annum + benefits
Posted: 4 days ago
Chester, Cheshire
Applause IT Innovation
Salary: £45000 - £51000 per annum + + Great Benefits
Posted: 5 days ago
City, London
ClearCube Consulting
Salary: From £70,000 to £85,000 per annum
Posted: 4 days ago