The table below looks at the statistics for Data Mining skills in IT jobs advertised across the UK. Included is a guide to the salaries offered in IT jobs that have cited Data Mining over the 3 months to 28 August 2016 with a comparison to the same period over the previous 2 years.

3 months to
28 Aug 2016
Same period 2015 Same period 2014
Data Mining
Rank 411 442 454
Rank change year-on-year
+31 +12
Permanent jobs citing Data Mining 659 694 698
As % of all permanent IT jobs located in the UK 0.68% 0.63% 0.60%
As % of the Database & Business Intelligence category 2.31% 2.04% 1.89%
Number of salaries quoted 530 522 567
Median salary £50,000 £50,000 £47,500
Median salary % change year-on-year
- +5.26%
90% offered a salary of more than £31,000 £32,500 £31,000
10% offered a salary of more than £83,500 £75,000 £70,000
UK excluding London median salary £45,000 £45,000 £40,000
% change year-on-year
- +12.50%

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

Database & Business Intelligence Category
UK
Permanent IT job ads with a match in the
Database & Business Intelligence category
28557 33983 36855
As % of all permanent IT jobs located in the UK 29.62% 31.07% 31.72%
Number of salaries quoted 24391 28689 31045
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 £67,500 £72,000
UK excluding London median salary £42,500 £42,500 £40,000
% change year-on-year
- +6.25%

Data Mining
Jobs Demand Trend

The demand trend of job ads 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 the UK

Data Mining
Salary Trend

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

Data Mining Salary Trend in the UK

Data Mining
Salary Histogram

This chart provides a salary histogram for IT jobs citing Data Mining over the 3 months to 28 August 2016 within the UK.

Data Mining Salary Histogram in the UK

Data Mining
Top 30 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Mining within the UK over the 3 months to 28 August 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
England +18 592 £52,500 +5.00% 95
London +8 307 £62,500 +4.16% 42
South East +7 90 £45,000 -2.17% 9
North West +30 62 £40,000 +1.91% 15
City of London +20 49 £63,750 +2.00% 11
South West +35 46 £50,000 +48.14% 11
Surrey +59 37 £65,000 +18.18% 3
East of England +12 34 £51,250 +13.88% 6
Manchester +9 34 £40,000 -3.61% 7
Scotland +33 33 £47,500 -13.63% 1
Yorkshire +28 28 £40,000 -15.78% 5
Edinburgh +24 27 £46,250 -9.75% 1
West Yorkshire +16 23 £40,000 -20.00% 5
Leeds +33 22 £33,000 -34.00% 5
Hertfordshire +35 20 £55,000 +29.41% 3
Wales +4 17 £39,250 +4.66% 1
West Midlands -2 17 £45,000 -21.73% 4
Berkshire -6 17 £61,250 +19.51%
Hampshire -9 17 £35,000 -30.00% 3
Epsom - 16 £70,000 -
Exeter - 16 £50,000 - 1
Devon - 16 £50,000 - 1
Oxfordshire +2 15 £61,250 +88.46%
South Wales +7 14 £39,250 -15.13%
Cheshire +12 12 £32,500 -14.47% 6
Somerset - 11 £55,000 - 3
Merseyside - 10 £35,000 -
Liverpool - 10 £35,000 -
Bath - 10 £55,000 - 3
Essex +13 9 £40,000 +100.00%

Data Mining
Top 30 Related IT Skills

For the 6 months to 28 August 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 with a requirement for Data Mining.

1 612 (43.62%) SQL
2 526 (37.49%) Analytics
3 426 (30.36%) Analytical Skills
4 410 (29.22%) Python
5 396 (28.23%) Degree
6 384 (27.37%) Machine Learning
7 382 (27.23%) Big Data
8 366 (26.09%) Finance
9 320 (22.81%) Business Intelligence
10 294 (20.96%) R
11 293 (20.88%) Java
12 286 (20.38%) Agile Software Development
13 264 (18.82%) SQL Server
14 259 (18.46%) Computer Science
15 255 (18.18%) Statistics
16 238 (16.96%) Hadoop
17 236 (16.82%) Data Analysis
18 230 (16.39%) Data Warehouse
19 215 (15.32%) Visualisation
20 212 (15.11%) Microsoft
21 209 (14.90%) Algorithms
22 196 (13.97%) SAS
23 186 (13.26%) Marketing
24 184 (13.11%) Apache Spark
25 180 (12.83%) Data Analytics
26 177 (12.62%) Mathematics
27 173 (12.33%) C++
28 168 (11.97%) ETL
29 167 (11.90%) PhD
30 166 (11.83%) Relational Database

Data Mining
Top Related IT Skills 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
1 196 (13.97%) SAS
2 184 (13.11%) Apache Spark
3 94 (6.70%) Apache Pig
4 38 (2.71%) Apache
5 26 (1.85%) Tomcat
6 18 (1.28%) Elasticsearch
6 18 (1.28%) SharePoint
7 17 (1.21%) GlassFish
8 16 (1.14%) JBoss
9 12 (0.86%) Confluence
10 9 (0.64%) WebSphere
11 8 (0.57%) SharePoint 2013
11 8 (0.57%) WebLogic
12 7 (0.50%) Skype for Business
13 6 (0.43%) DNN
14 5 (0.36%) Apache Solr
14 5 (0.36%) CMS
14 5 (0.36%) OpenStack
15 4 (0.29%) MS Exchange
16 3 (0.21%) IIS
Applications
1 144 (10.26%) MS Excel
2 109 (7.77%) SPSS
3 38 (2.71%) MS Office
4 27 (1.92%) MS PowerPoint
5 13 (0.93%) MS Visio
5 13 (0.93%) Stata
6 9 (0.64%) Spreadsheet
7 7 (0.50%) Mathematica
8 4 (0.29%) Weka
9 2 (0.14%) CPLEX
10 1 (0.071%) S-PLUS
Business Applications
1 22 (1.57%) Markit EDM
2 10 (0.71%) Sentinel
3 8 (0.57%) SAP Oil and Gas
4 7 (0.50%) Relativity
5 5 (0.36%) Dynamics CRM
6 4 (0.29%) Oracle Financials
7 3 (0.21%) Oracle AML
7 3 (0.21%) SAP Business One
7 3 (0.21%) WebTrends
8 2 (0.14%) Investran
8 2 (0.14%) Oracle EBS
9 1 (0.071%) CSG Singleview
9 1 (0.071%) Hyperion Enterprise
9 1 (0.071%) Maximo
9 1 (0.071%) Oracle Applications
9 1 (0.071%) Oracle CRM
9 1 (0.071%) Pivotal CRM
9 1 (0.071%) RMDS
9 1 (0.071%) SAP CRM
9 1 (0.071%) Tesseract
Cloud Services
1 67 (4.78%) Amazon AWS
2 30 (2.14%) PaaS
3 27 (1.92%) SaaS
4 25 (1.78%) Amazon EC2
5 22 (1.57%) Microsoft Azure
6 20 (1.43%) Amazon S3
7 19 (1.35%) Amazon EMR
8 17 (1.21%) IaaS
9 14 (1.00%) Google Analytics
10 11 (0.78%) Adobe Analytics
11 8 (0.57%) Office 365
12 7 (0.50%) Amazon ELB
12 7 (0.50%) AWS Elastic Beanstalk
12 7 (0.50%) Cloud Computing
13 5 (0.36%) AdWords
13 5 (0.36%) Amazon SQS
14 4 (0.29%) Google Cloud Platform
15 2 (0.14%) Amazon Kinesis
15 2 (0.14%) FinancialForce.com
15 2 (0.14%) SuccessFactors
Communications & Networking
1 19 (1.35%) Firewall
2 13 (0.93%) Internet
3 11 (0.78%) DNS
4 10 (0.71%) TCP/IP
5 9 (0.64%) Network Security
6 6 (0.43%) Unified Communications
7 5 (0.36%) Cisco Nexus
7 5 (0.36%) VPN
8 4 (0.29%) Cisco ASA
8 4 (0.29%) SAN
8 4 (0.29%) SMS
9 3 (0.21%) GSM
9 3 (0.21%) iSCSI
9 3 (0.21%) Kerberos
9 3 (0.21%) LDAP
9 3 (0.21%) NAS
9 3 (0.21%) OpenLDAP
9 3 (0.21%) PPP
9 3 (0.21%) TACACS
9 3 (0.21%) VLAN
Database & Business Intelligence
1 382 (27.23%) Big Data
2 264 (18.82%) SQL Server
3 238 (16.96%) Hadoop
4 230 (16.39%) Data Warehouse
5 166 (11.83%) Relational Database
6 150 (10.69%) NoSQL
7 136 (9.69%) SQL Server Integration Services
8 116 (8.27%) SQL Server Reporting Services
9 112 (7.98%) Apache Hive
10 77 (5.49%) MySQL
11 75 (5.35%) MongoDB
11 75 (5.35%) SQL Server Analysis Services
12 65 (4.63%) RDBMS
13 64 (4.56%) Apache Cassandra
14 58 (4.13%) PostgreSQL
15 53 (3.78%) Text Mining
16 47 (3.35%) SQL Server 2008
17 42 (2.99%) BusinessObjects
18 38 (2.71%) QlikView
19 35 (2.49%) SQL Server 2012
Development Applications
1 66 (4.70%) Git (software)
2 42 (2.99%) Jenkins
3 27 (1.92%) Vagrant
4 26 (1.85%) JIRA
5 24 (1.71%) Maven
6 17 (1.21%) Eclipse
7 13 (0.93%) HP UFT
7 13 (0.93%) Yeoman
8 12 (0.86%) Cucumber
8 12 (0.86%) Subversion
8 12 (0.86%) Visual Studio
9 11 (0.78%) IntelliJ
10 10 (0.71%) WebDriver
11 9 (0.64%) JUnit
11 9 (0.64%) Sonatype Nexus
11 9 (0.64%) Team Foundation Server
12 8 (0.57%) Ant
12 8 (0.57%) Gradle
12 8 (0.57%) Mockito
12 8 (0.57%) Selenium
General
1 366 (26.09%) Finance
2 186 (13.26%) Marketing
3 84 (5.99%) Retail
4 53 (3.78%) Banking
5 51 (3.64%) Legal
6 48 (3.42%) Advertising
7 42 (2.99%) Telecoms
8 27 (1.92%) Automotive
8 27 (1.92%) Law
9 23 (1.64%) French Language
10 20 (1.43%) Games
10 20 (1.43%) Manufacturing
11 14 (1.00%) Publishing
12 12 (0.86%) Back Office
13 11 (0.78%) Pharmaceutical
14 9 (0.64%) Spanish Language
15 8 (0.57%) Italian Language
15 8 (0.57%) Retail Banking
16 7 (0.50%) Billing
16 7 (0.50%) Financial Institution
Job Titles
1 299 (21.31%) Developer
2 271 (19.32%) Analyst
3 245 (17.46%) Data Scientist
4 90 (6.41%) Consultant
5 88 (6.27%) Architect
6 87 (6.20%) Java Developer
7 75 (5.35%) Data Analyst
8 71 (5.06%) Senior Data Scientist
9 64 (4.56%) Senior Developer
10 54 (3.85%) Data Architect
11 45 (3.21%) Machine Learning Scientist
12 43 (3.06%) Business Intelligence Developer
13 41 (2.92%) Machine Learning Engineer
14 40 (2.85%) Data Engineer
15 39 (2.78%) Business Analyst
16 38 (2.71%) Business Intelligence Analyst
16 38 (2.71%) Quantitative Developer
17 37 (2.64%) Python Developer
17 37 (2.64%) Software Engineer
17 37 (2.64%) SQL Analyst
Libraries, Frameworks & Software Standards
1 71 (5.06%) Natural Language Processing
2 56 (3.99%) Spring
3 52 (3.71%) .NET
4 47 (3.35%) HTML
5 44 (3.14%) Web Services
6 36 (2.57%) scikit-learn
7 34 (2.42%) REST
8 33 (2.35%) AngularJS
9 31 (2.21%) CSS
9 31 (2.21%) SOAP
10 30 (2.14%) JMS
11 29 (2.07%) Node.js
12 28 (2.00%) Pandas
13 25 (1.78%) MDX
14 24 (1.71%) D3.js
14 24 (1.71%) HTML5
15 23 (1.64%) SciPy
16 20 (1.43%) Hibernate
16 20 (1.43%) XML
17 19 (1.35%) RESTful
Miscellaneous
1 426 (30.36%) Analytical Skills
2 259 (18.46%) Computer Science
3 255 (18.18%) Statistics
4 215 (15.32%) Visualisation
5 209 (14.90%) Algorithms
6 177 (12.62%) Mathematics
7 70 (4.99%) Data Integration
8 69 (4.92%) Management Information System
9 64 (4.56%) Neural Network
10 57 (4.06%) Physics
11 55 (3.92%) Hedge funds
12 44 (3.14%) Artificial Intelligence
13 40 (2.85%) Data Structures
14 39 (2.78%) CUDA
15 37 (2.64%) Data Centre
16 35 (2.49%) Economics
17 27 (1.92%) Fintech
18 23 (1.64%) User Experience
19 21 (1.50%) Virtual Team
20 20 (1.43%) Enterprise Software
Operating Systems
1 126 (8.98%) Linux
2 54 (3.85%) Windows
3 37 (2.64%) Unix
4 10 (0.71%) Windows Server
5 6 (0.43%) Android
5 6 (0.43%) Apple iOS
6 3 (0.21%) CentOS
6 3 (0.21%) Red Hat Enterprise Linux
6 3 (0.21%) Windows 10
7 1 (0.071%) Ubuntu
7 1 (0.071%) Windows 7
7 1 (0.071%) Windows 8
Processes & Methodologies
1 526 (37.49%) Analytics
2 384 (27.37%) Machine Learning
3 320 (22.81%) Business Intelligence
4 286 (20.38%) Agile Software Development
5 236 (16.82%) Data Analysis
6 180 (12.83%) Data Analytics
7 168 (11.97%) ETL
8 141 (10.05%) Predictive Modelling
9 123 (8.77%) Data Visualisation
10 122 (8.70%) Data Modelling
11 112 (7.98%) Statistical Modelling
12 89 (6.34%) Mentoring
13 88 (6.27%) Software Engineering
14 86 (6.13%) Data Management
15 83 (5.92%) Statistical Analysis
16 82 (5.84%) Scrum
17 81 (5.77%) MapReduce
18 77 (5.49%) ITIL
19 69 (4.92%) Asset Management
19 69 (4.92%) CRM
Programming Languages
1 612 (43.62%) SQL
2 410 (29.22%) Python
3 294 (20.96%) R
4 293 (20.88%) Java
5 173 (12.33%) C++
6 114 (8.13%) MATLAB
6 114 (8.13%) Scala
7 104 (7.41%) T-SQL
8 78 (5.56%) JavaScript
9 76 (5.42%) C#
10 58 (4.13%) VBA
11 46 (3.28%) C
12 42 (2.99%) PL/SQL
13 37 (2.64%) VB
14 35 (2.49%) Perl
14 35 (2.49%) PHP
15 31 (2.21%) Bash Shell
16 30 (2.14%) Clojure
17 22 (1.57%) Ruby
18 15 (1.07%) Shell Script
Qualifications
1 396 (28.23%) Degree
2 167 (11.90%) PhD
3 27 (1.92%) Security Cleared
4 18 (1.28%) Microsoft Certification
5 17 (1.21%) CISSP
6 15 (1.07%) DV Cleared
7 14 (1.00%) SC Cleared
8 13 (0.93%) CISM
9 11 (0.78%) ISTQB
10 8 (0.57%) ISEB
10 8 (0.57%) PRINCE2 Certification
11 6 (0.43%) CCNA
11 6 (0.43%) CEH
11 6 (0.43%) Cisco Certification
11 6 (0.43%) ISTQB Foundation Certification
12 5 (0.36%) ISTQB Advanced Certification
12 5 (0.36%) MCITP
12 5 (0.36%) MCSA
13 4 (0.29%) CITP
13 4 (0.29%) MCSE
Quality Assurance & Compliance
1 69 (4.92%) Data Quality
2 64 (4.56%) QA
3 7 (0.50%) SLA
4 4 (0.29%) Actionable Recommendations
4 4 (0.29%) SNOMED CT
5 3 (0.21%) ISO/IEC 27001
6 2 (0.14%) ISO 9001
6 2 (0.14%) ISO/IEC 20000
7 1 (0.071%) Basel II
7 1 (0.071%) COBIT
7 1 (0.071%) HL7
7 1 (0.071%) ISAE 3402
7 1 (0.071%) Solvency II
7 1 (0.071%) SSAE 16
System Software
1 26 (1.85%) Docker
2 19 (1.35%) Active Directory
3 14 (1.00%) HDFS
4 13 (0.93%) Virtual Machines
4 13 (0.93%) VirtualBox
5 10 (0.71%) VMware Infrastructure
6 9 (0.64%) Apache Flume
6 9 (0.64%) Ceph
7 5 (0.36%) Hyper-V
7 5 (0.36%) vSphere
8 3 (0.21%) Firmware
8 3 (0.21%) KVM
8 3 (0.21%) NFS
8 3 (0.21%) Squid
8 3 (0.21%) Veritas Cluster Server
9 2 (0.14%) vCloud
9 2 (0.14%) XenServer
Systems Management
1 11 (0.78%) Opscode Chef
2 9 (0.64%) Mesos
2 9 (0.64%) Puppet
3 8 (0.57%) Host Intrusion Detection System
3 8 (0.57%) SCCM
4 7 (0.50%) Hadoop YARN
5 5 (0.36%) Oozie
5 5 (0.36%) Salt
6 4 (0.29%) EnCase
7 3 (0.21%) AirWatch
7 3 (0.21%) HP Quality Center
7 3 (0.21%) NetBackup
8 2 (0.14%) vRealize
9 1 (0.071%) ITRS Geneos
9 1 (0.071%) Kibana
9 1 (0.071%) Network Intrusion Detection System
9 1 (0.071%) RSA Archer
9 1 (0.071%) Rundeck
9 1 (0.071%) Thomson Reuters DACS
9 1 (0.071%) ZABBIX
Vendors
1 212 (15.11%) Microsoft
2 155 (11.05%) Oracle
3 67 (4.78%) Tableau
4 36 (2.57%) Google
5 34 (2.42%) Cognos
5 34 (2.42%) SAP
6 29 (2.07%) IBM
7 25 (1.78%) VMware
8 20 (1.43%) Bloomberg
9 19 (1.35%) Informatica
9 19 (1.35%) Salesforce.com
10 16 (1.14%) MicroStrategy
11 15 (1.07%) HP
12 13 (0.93%) ServiceNow
13 12 (0.86%) RapidMiner
14 11 (0.78%) Netezza
14 11 (0.78%) Sophos
14 11 (0.78%) Teradata
15 10 (0.71%) Cognizant
15 10 (0.71%) Hyperion
City, London
Experis Ltd
Salary: £36000.00 - £47500.00 per annum + benefits
Posted: 11 hours ago
Manchester, Lancashire
Venturi
Salary: £50000 per annum + plus bonus and benefits
Posted: 2 days ago
Brighton, East Sussex
Search Consultancy
Posted: 2 days ago
Bournemouth, Dorset
JP Morgan
Salary: Competitive + Benefits
Posted: 3 days ago
Lichfield, Staffordshire
Spring Technology
Salary: £30000.00 - £40000.00 per annum
Posted: 3 days ago
City, London
Informatiq Consulting
Salary: £40000 - £50000 per annum + bonus, pension, healthcare
Posted: 6 days ago
Chester, Cheshire
Applause IT Innovation
Salary: £35000 - £55000 per annum + + Great Benefits
Posted: 3 days ago
London
Informatiq Consulting
Salary: excellent salary + very attractive benefits
Posted: 4 days ago
Central London / West End
Gamesys
Posted: 2 days ago
City, London
ANSON MCCADE
Salary: £50,000 - £70,000 + bonus and benefits
Posted: 2 days ago
Bath, Avon
CPS Group UK
Salary: £33000 - £40000 per annum + pension
Posted: 4 days ago
London
Capita Resourcing - IT Resourcing
Salary: £35000 - £45000 per annum + Benefits package
Posted: 4 days ago
London
Colston Consulting
Salary: £80000 - £100000 per annum
Posted: 6 days ago
London
Eames Consulting
Salary: £70000 - £85000 per annum + Bonus & Benefits
Posted: 6 days ago
Bristol, Avon
EasyWebRecruitment.com
Salary: £24,475 - £29,758
Posted: 6 days ago
City, London
Venturi
Salary: £80000 - £100000 per annum + bonus and benefits
Posted: 3 days ago
City, London
onezeero.
Salary: £40000 - £45000 per annum + Bonus + Excellent Benefits
Posted: 5 days ago
London
ClearCube Consulting
Salary: From £85,000 to £90,000 per annum
Posted: 3 days ago
Hertfordshire
Lorien Resourcing
Salary: £24000 - £27000 per annum + Benefits
Posted: 5 days ago
Manchester, Lancashire
Lorien Resourcing
Posted: 4 days ago
City, London
ISL
Salary: £60000 - £75000 per annum + equity
Posted: 6 days ago
Leeds, West Yorkshire
Hotfoot Recruitment
Salary: Up to £35,000 per annum
Posted: 5 days ago
City, London
Venturi
Salary: £60000 - £80000 per annum + Bonus and Benefits
Posted: 6 days ago
Manchester, Lancashire
Venturi
Salary: £60000 - £65000 per annum + benefits
Posted: 6 days ago
Cambridge, Cambridgeshire
Edgar Cowen
Salary: £35000 - £50000 per annum + Excellent Benefits & Prospects
Posted: 3 days ago
London
Durlston Partners
Salary: Up to £100,000 per annum + Bonus + Benefits
Posted: 6 days ago
London
Opilio Recruitment
Salary: From £50,000 to £60,000 per annum
Posted: 2 days ago
Cheltenham, Gloucestershire
Sanderson
Salary: £45000.00 - £65000.00 per annum
Posted: 6 days ago
Cambridge, Cambridgeshire
ECM Selection
Salary: to £55k DoE
Posted: 6 days ago
Cambridge, Cambridgeshire
ECM Selection
Salary: to £45k + benefits
Posted: 6 days ago