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 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 407 426 410
Rank change year-on-year
+19 -16
Permanent jobs citing Data Mining 695 720 770
As % of all permanent IT jobs located in the UK 0.71% 0.65% 0.66%
As % of the Database & Business Intelligence category 2.38% 2.04% 2.07%
Number of salaries quoted 569 517 647
Median salary £55,000 £50,000 £50,000
Median salary % change year-on-year
+10.00% -
90% offered a salary of more than £32,500 £31,500 £32,500
10% offered a salary of more than £85,000 £75,000 £80,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

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
29161 35285 37279
As % of all permanent IT jobs located in the UK 29.73% 31.95% 32.06%
Number of salaries quoted 24763 29707 31852
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 £31,500 £30,000
10% offered a salary of more than £72,500 £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

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 23 July 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 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
England +20 624 £55,000 +10.00% 78
London +21 349 £62,500 +4.16% 36
South East +27 105 £55,000 +10.00% 11
City of London +54 59 £65,000 +13.04% 9
East of England +46 52 £51,250 +13.88% 3
North West +6 46 £40,000 - 11
Surrey +58 38 £70,000 +40.00% 2
South West +31 36 £50,000 +33.33% 4
Scotland +20 34 £50,000 +58.73% 7
Manchester +3 29 £40,000 -9.09% 3
Hertfordshire - 28 £57,500 -
Berkshire +1 27 £75,000 +30.43% 2
Edinburgh +20 24 £47,500 +21.79% 5
Yorkshire +5 19 £40,000 -8.57% 10
Oxfordshire 0 17 £52,500 - 3
Epsom - 17 £70,000 - 1
West Yorkshire +10 16 £40,000 -20.00% 9
Exeter - 16 £50,000 - 1
Devon - 16 £50,000 - 1
Leeds +20 15 £40,000 -20.00% 8
Hampshire -24 14 £35,000 -30.00% 1
Essex +18 13 £40,000 +39.13%
South Wales -2 13 £41,500 -12.63% 1
Wales -17 13 £41,500 -12.63% 2
Slough +21 11 £75,000 +3.44% 1
Cambridgeshire -1 10 £41,250 -8.33% 3
Glasgow -3 10 £65,000 +44.79% 2
Staines +21 9 £62,500 +74.82% 1
West Midlands -5 9 £47,500 +15.15% 1
Woking - 9 £40,000 -

Data Mining
Top 30 Related IT Skills

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 with a requirement for Data Mining.

1 701 (45.37%) SQL
2 579 (37.48%) Analytics
3 477 (30.87%) Analytical Skills
4 448 (29.00%) Big Data
5 436 (28.22%) Python
6 426 (27.57%) Degree
7 418 (27.06%) Machine Learning
8 406 (26.28%) Finance
9 384 (24.85%) Business Intelligence
10 353 (22.85%) Java
11 316 (20.45%) R
12 311 (20.13%) SQL Server
13 292 (18.90%) Agile Software Development
14 285 (18.45%) Computer Science
15 279 (18.06%) Hadoop
16 275 (17.80%) Data Warehouse
17 273 (17.67%) Data Analysis
18 246 (15.92%) Statistics
19 236 (15.28%) Visualisation
20 222 (14.37%) SAS
21 213 (13.79%) Microsoft
22 211 (13.66%) Algorithms
23 204 (13.20%) Marketing
24 203 (13.14%) Data Analytics
25 200 (12.94%) Apache Spark
26 192 (12.43%) C++
27 191 (12.36%) ETL
28 190 (12.30%) Oracle
29 184 (11.91%) Relational Database
30 171 (11.07%) Mathematics

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
1 222 (14.37%) SAS
2 200 (12.94%) Apache Spark
3 109 (7.06%) Apache Pig
4 50 (3.24%) Apache
5 39 (2.52%) Tomcat
6 25 (1.62%) Elasticsearch
7 22 (1.42%) SharePoint
8 17 (1.10%) GlassFish
9 14 (0.91%) JBoss
10 12 (0.78%) Confluence
11 9 (0.58%) WebSphere
12 8 (0.52%) SharePoint 2013
12 8 (0.52%) WebLogic
13 7 (0.45%) Apache Solr
14 6 (0.39%) DNN
15 5 (0.32%) CMS
15 5 (0.32%) IIS
16 4 (0.26%) MS Exchange
16 4 (0.26%) OpenStack
16 4 (0.26%) Skype for Business
Applications
1 160 (10.36%) MS Excel
2 107 (6.93%) SPSS
3 37 (2.39%) MS Office
4 28 (1.81%) MS PowerPoint
5 21 (1.36%) MS Visio
6 11 (0.71%) Stata
7 10 (0.65%) Spreadsheet
8 9 (0.58%) Weka
9 7 (0.45%) Mathematica
Business Applications
1 23 (1.49%) Markit EDM
2 9 (0.58%) Dynamics CRM
2 9 (0.58%) Sentinel
3 8 (0.52%) SAP Oil and Gas
4 7 (0.45%) Relativity
5 4 (0.26%) Adobe Campaign
5 4 (0.26%) FastStats
5 4 (0.26%) SAP Business One
5 4 (0.26%) Unica
6 3 (0.19%) WebTrends
7 2 (0.13%) CSG Singleview
7 2 (0.13%) Dynamics AX
7 2 (0.13%) Investran
7 2 (0.13%) Oracle 11i
7 2 (0.13%) Oracle EBS
7 2 (0.13%) Tesseract
8 1 (0.065%) Cognos Business Intelligence
8 1 (0.065%) Dynamics NAV
8 1 (0.065%) Infor CRM
8 1 (0.065%) Oracle Retail
Cloud Services
1 79 (5.11%) Amazon AWS
2 39 (2.52%) PaaS
3 35 (2.27%) SaaS
4 27 (1.75%) Amazon EC2
5 23 (1.49%) Amazon S3
5 23 (1.49%) Google Analytics
6 21 (1.36%) Amazon EMR
7 18 (1.17%) Adobe Analytics
8 17 (1.10%) IaaS
9 15 (0.97%) Microsoft Azure
10 9 (0.58%) Cloud Computing
11 7 (0.45%) Amazon ELB
11 7 (0.45%) AWS Elastic Beanstalk
12 5 (0.32%) AdWords
13 4 (0.26%) GitHub
14 3 (0.19%) Amazon SQS
15 2 (0.13%) Office 365
15 2 (0.13%) SuccessFactors
16 1 (0.065%) FinancialForce.com
Communications & Networking
1 16 (1.04%) Firewall
2 11 (0.71%) Internet
3 10 (0.65%) DNS
3 10 (0.65%) TCP/IP
4 7 (0.45%) Network Security
4 7 (0.45%) SMS
5 6 (0.39%) HTTPS
5 6 (0.39%) SAN
6 5 (0.32%) NAS
6 5 (0.32%) Unified Communications
6 5 (0.32%) VPN
7 4 (0.26%) iSCSI
7 4 (0.26%) Kerberos
7 4 (0.26%) LDAP
7 4 (0.26%) OpenLDAP
7 4 (0.26%) TACACS
7 4 (0.26%) VLAN
8 3 (0.19%) Cisco Nexus
8 3 (0.19%) Skype
9 2 (0.13%) DSL
Database & Business Intelligence
1 448 (29.00%) Big Data
2 311 (20.13%) SQL Server
3 279 (18.06%) Hadoop
4 275 (17.80%) Data Warehouse
5 184 (11.91%) Relational Database
6 157 (10.16%) SQL Server Integration Services
7 154 (9.97%) NoSQL
8 136 (8.80%) SQL Server Reporting Services
9 135 (8.74%) Apache Hive
10 99 (6.41%) SQL Server Analysis Services
11 89 (5.76%) MongoDB
12 74 (4.79%) MySQL
13 71 (4.60%) RDBMS
14 62 (4.01%) SQL Server 2008
15 61 (3.95%) Text Mining
16 58 (3.75%) Apache Cassandra
17 56 (3.62%) PostgreSQL
18 44 (2.85%) SQL Server 2012
19 42 (2.72%) BusinessObjects
20 34 (2.20%) HBase
Development Applications
1 77 (4.98%) Git (software)
2 43 (2.78%) Jenkins
3 28 (1.81%) Maven
4 27 (1.75%) Eclipse
5 25 (1.62%) Vagrant
6 24 (1.55%) JIRA
7 17 (1.10%) NetBeans
8 15 (0.97%) Yeoman
9 14 (0.91%) IntelliJ
9 14 (0.91%) Visual Studio
10 12 (0.78%) Cucumber
10 12 (0.78%) HP UFT
11 11 (0.71%) Subversion
11 11 (0.71%) Team Foundation Server
12 10 (0.65%) WebDriver
13 9 (0.58%) Selenium
14 8 (0.52%) Ant
14 8 (0.52%) Gradle
15 7 (0.45%) Sonatype Nexus
15 7 (0.45%) SQL Server Management Studio (SSMS)
General
1 406 (26.28%) Finance
2 204 (13.20%) Marketing
3 101 (6.54%) Retail
4 59 (3.82%) Telecoms
5 57 (3.69%) Advertising
5 57 (3.69%) Banking
6 52 (3.37%) Legal
7 31 (2.01%) Law
8 26 (1.68%) Automotive
9 24 (1.55%) Manufacturing
10 22 (1.42%) Games
11 14 (0.91%) Financial Institution
11 14 (0.91%) French Language
11 14 (0.91%) Pharmaceutical
12 13 (0.84%) Billing
13 12 (0.78%) Publishing
14 7 (0.45%) Back Office
14 7 (0.45%) Retail Banking
15 5 (0.32%) Spanish Language
16 4 (0.26%) German Language
Job Titles
1 360 (23.30%) Developer
2 309 (20.00%) Analyst
3 255 (16.50%) Data Scientist
4 108 (6.99%) Architect
5 105 (6.80%) Java Developer
6 99 (6.41%) Consultant
7 94 (6.08%) Data Analyst
8 69 (4.47%) Senior Data Scientist
9 58 (3.75%) Data Architect
10 57 (3.69%) Senior Developer
11 50 (3.24%) Data Engineer
12 49 (3.17%) Machine Learning Scientist
12 49 (3.17%) SQL Developer
13 48 (3.11%) Business Intelligence Developer
14 46 (2.98%) SQL Analyst
15 45 (2.91%) Software Engineer
16 41 (2.65%) Machine Learning Engineer
17 39 (2.52%) Business Intelligence Analyst
17 39 (2.52%) Junior
17 39 (2.52%) Quantitative Developer
Libraries, Frameworks & Software Standards
1 76 (4.92%) Natural Language Processing
2 66 (4.27%) .NET
3 61 (3.95%) Web Services
4 57 (3.69%) Spring
5 54 (3.50%) HTML
6 41 (2.65%) AngularJS
7 40 (2.59%) REST
8 39 (2.52%) CSS
9 35 (2.27%) MDX
10 34 (2.20%) JMS
10 34 (2.20%) scikit-learn
11 31 (2.01%) SOAP
12 29 (1.88%) D3.js
12 29 (1.88%) Node.js
13 28 (1.81%) Pandas
14 26 (1.68%) SciPy
15 25 (1.62%) HTML5
15 25 (1.62%) XML
16 21 (1.36%) Hibernate
16 21 (1.36%) JSON
Miscellaneous
1 477 (30.87%) Analytical Skills
2 285 (18.45%) Computer Science
3 246 (15.92%) Statistics
4 236 (15.28%) Visualisation
5 211 (13.66%) Algorithms
6 171 (11.07%) Mathematics
7 82 (5.31%) Management Information System
8 80 (5.18%) Data Integration
9 68 (4.40%) Neural Network
10 62 (4.01%) Hedge funds
11 59 (3.82%) Physics
12 40 (2.59%) Data Structures
13 39 (2.52%) Artificial Intelligence
14 35 (2.27%) Data Centre
15 34 (2.20%) Fintech
16 32 (2.07%) CUDA
17 30 (1.94%) Economics
18 28 (1.81%) Virtual Team
19 21 (1.36%) Enterprise Software
20 18 (1.17%) Credit Risk
Operating Systems
1 142 (9.19%) Linux
2 67 (4.34%) Windows
3 55 (3.56%) Unix
4 9 (0.58%) Android
4 9 (0.58%) Apple iOS
5 5 (0.32%) Ubuntu
5 5 (0.32%) Windows Server
6 4 (0.26%) CentOS
6 4 (0.26%) Red Hat Enterprise Linux
7 1 (0.065%) Windows 7
7 1 (0.065%) Windows 8
Processes & Methodologies
1 579 (37.48%) Analytics
2 418 (27.06%) Machine Learning
3 384 (24.85%) Business Intelligence
4 292 (18.90%) Agile Software Development
5 273 (17.67%) Data Analysis
6 203 (13.14%) Data Analytics
7 191 (12.36%) ETL
8 141 (9.13%) Data Visualisation
9 138 (8.93%) Predictive Modelling
10 137 (8.87%) Data Modelling
11 114 (7.38%) Data Management
12 109 (7.06%) Statistical Modelling
13 102 (6.60%) Mentoring
13 102 (6.60%) Statistical Analysis
14 98 (6.34%) Software Engineering
15 91 (5.89%) MapReduce
16 81 (5.24%) CRM
17 79 (5.11%) ITIL
17 79 (5.11%) Open Source
18 73 (4.72%) E-Commerce
Programming Languages
1 701 (45.37%) SQL
2 436 (28.22%) Python
3 353 (22.85%) Java
4 316 (20.45%) R
5 192 (12.43%) C++
6 127 (8.22%) MATLAB
7 126 (8.16%) T-SQL
8 122 (7.90%) Scala
9 104 (6.73%) JavaScript
10 91 (5.89%) C#
11 81 (5.24%) VBA
12 53 (3.43%) C
12 53 (3.43%) PL/SQL
13 41 (2.65%) Perl
13 41 (2.65%) VB
14 36 (2.33%) Clojure
15 33 (2.14%) Bash Shell
16 30 (1.94%) PHP
16 30 (1.94%) Ruby
17 16 (1.04%) Julia
Qualifications
1 426 (27.57%) Degree
2 166 (10.74%) PhD
3 34 (2.20%) Security Cleared
4 21 (1.36%) SC Cleared
5 19 (1.23%) CISSP
5 19 (1.23%) DV Cleared
5 19 (1.23%) Microsoft Certification
6 15 (0.97%) CISM
7 12 (0.78%) ISTQB
8 10 (0.65%) CITP
8 10 (0.65%) ISEB
9 8 (0.52%) CCNA
9 8 (0.52%) Cisco Certification
10 7 (0.45%) CEH
10 7 (0.45%) PRINCE2 Certification
11 5 (0.32%) IISP
11 5 (0.32%) ISTQB Foundation Certification
11 5 (0.32%) MCSA
11 5 (0.32%) PMI Certification
11 5 (0.32%) PMP
Quality Assurance & Compliance
1 91 (5.89%) QA
2 90 (5.83%) Data Quality
3 6 (0.39%) ISO/IEC 20000
3 6 (0.39%) SNOMED CT
4 4 (0.26%) ISO 9001
5 3 (0.19%) COBIT
6 2 (0.13%) ISO/IEC 27001
6 2 (0.13%) SLA
7 1 (0.065%) Basel II
7 1 (0.065%) HL7
7 1 (0.065%) ISAE 3402
7 1 (0.065%) Solvency II
7 1 (0.065%) SSAE 16
System Software
1 21 (1.36%) HDFS
2 19 (1.23%) Docker
3 15 (0.97%) Virtual Machines
3 15 (0.97%) VirtualBox
4 9 (0.58%) Active Directory
4 9 (0.58%) Veritas Cluster Server
5 8 (0.52%) Ceph
6 7 (0.45%) VMware Infrastructure
7 6 (0.39%) Apache Flume
8 5 (0.32%) KVM
9 4 (0.26%) NFS
9 4 (0.26%) Squid
9 4 (0.26%) vSphere
10 3 (0.19%) Hyper-V
10 3 (0.19%) Xen
11 2 (0.13%) Firmware
Systems Management
1 11 (0.71%) Hadoop YARN
2 10 (0.65%) Host Intrusion Detection System
3 8 (0.52%) Mesos
3 8 (0.52%) Opscode Chef
3 8 (0.52%) Puppet
4 4 (0.26%) EnCase
4 4 (0.26%) Rundeck
4 4 (0.26%) Salt
4 4 (0.26%) SCCM
5 3 (0.19%) Oozie
6 2 (0.13%) EMC NetWorker
6 2 (0.13%) HP Quality Center
6 2 (0.13%) Oracle Enterprise Manager
7 1 (0.065%) ITRS Geneos
7 1 (0.065%) Kibana
7 1 (0.065%) Network Intrusion Detection System
7 1 (0.065%) RSA Archer
7 1 (0.065%) Thomson Reuters DACS
7 1 (0.065%) WSUS
7 1 (0.065%) ZABBIX
Vendors
1 213 (13.79%) Microsoft
2 190 (12.30%) Oracle
3 73 (4.72%) Tableau
4 42 (2.72%) IBM
5 41 (2.65%) Google
6 40 (2.59%) Cognos
7 30 (1.94%) SAP
8 22 (1.42%) Informatica
9 21 (1.36%) VMware
10 19 (1.23%) Salesforce.com
11 15 (0.97%) Adobe
11 15 (0.97%) Facebook
11 15 (0.97%) RapidMiner
12 14 (0.91%) Bloomberg
12 14 (0.91%) MicroStrategy
13 13 (0.84%) Greenplum
13 13 (0.84%) Teradata
14 11 (0.71%) Cloudera
14 11 (0.71%) HP
14 11 (0.71%) Red Hat
London
Harrington Starr
Salary: £50000 - £100000 per annum + Bonus + Benefits
Posted: 8 hours ago
Edinburgh, Midlothian
ARC IT Recruitment Ltd
Salary: £50,000 + Benefits
Posted: Yesterday
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
Edinburgh, Midlothian
Net Talent
Salary: Company benefits package
Posted: 3 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
Edinburgh, Midlothian
Experis Ltd
Salary: £40000.00 - £55000.00 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