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 June 2016 with a comparison to the same period over the previous 2 years.

3 months to
28 Jun 2016
Same period 2015 Same period 2014
Data Mining
Rank 418 437 425
Rank change year-on-year
+19 -12
Permanent jobs citing Data Mining 684 692 770
As % of all permanent IT jobs located in the UK 0.70% 0.63% 0.65%
As % of the Database & Business Intelligence category 2.32% 1.94% 2.02%
Number of salaries quoted 568 504 655
Median salary £57,500 £50,000 £50,000
Median salary % change year-on-year
+15.00% -
90% offered a salary of more than £35,000 £31,500 £32,800
10% offered a salary of more than £90,000 £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
29487 35721 38181
As % of all permanent IT jobs located in the UK 29.97% 32.63% 32.16%
Number of salaries quoted 25153 30150 32797
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 £72,500 £70,000 £70,000
UK excluding London median salary £42,500 £41,500 £40,000
% change year-on-year
+2.40% +3.75%

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 June 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 June 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 +11 615 £60,000 +20.00% 65
London +9 368 £65,000 +8.33% 38
South East +48 93 £52,250 +10.00% 6
City of London +56 62 £67,500 +17.39% 10
East of England +57 55 £50,000 +11.11% 7
North West +13 37 £40,000 -11.11% 4
Scotland +12 34 £55,000 +74.60% 6
Surrey +58 32 £40,500 -19.00% 1
Hertfordshire +53 29 £60,000 -4.00% 1
Berkshire +5 26 £75,000 +30.43% 2
South West +4 26 £50,000 +33.33% 2
Manchester +10 25 £40,000 -11.11% 3
Edinburgh +23 23 £55,000 +77.41% 4
Yorkshire +9 18 £40,000 +14.28% 5
Hampshire -10 16 £35,000 -22.22% 1
Devon - 15 £50,000 -
Exeter - 15 £50,000 -
West Yorkshire -5 14 £40,000 +14.28% 5
Cambridgeshire +5 13 £42,500 -5.55% 4
Leeds +3 13 £40,000 +14.28% 5
Staines +21 11 £34,000 -32.00%
Slough +14 11 £75,000 -11.76%
Essex +14 11 £40,000 -
Oxfordshire -4 11 £52,500 -
Glasgow -6 11 £65,000 +44.79% 2
South Wales -13 10 £41,500 -12.63% 1
Wales -16 10 £41,500 -12.63% 1
Epsom - 10 £70,000 - 1
East Midlands +5 9 £35,000 -6.66%
St Albans +26 8 £50,000 -20.00%

Data Mining
Top 30 Related IT Skills

For the 6 months to 28 June 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.

1 737 (47.03%) SQL
2 562 (35.86%) Analytics
3 486 (31.01%) Analytical Skills
4 466 (29.74%) Big Data
5 442 (28.21%) Business Intelligence
6 422 (26.93%) Finance
7 421 (26.87%) Degree
8 418 (26.68%) Python
9 394 (25.14%) Machine Learning
10 345 (22.02%) SQL Server
11 339 (21.63%) Java
12 328 (20.93%) R
13 317 (20.23%) Data Warehouse
14 302 (19.27%) Agile Software Development
15 288 (18.38%) Hadoop
16 287 (18.32%) Computer Science
17 275 (17.55%) Data Analysis
18 241 (15.38%) Statistics
19 239 (15.25%) Visualisation
19 239 (15.25%) Microsoft
20 222 (14.17%) SAS
21 211 (13.47%) ETL
22 209 (13.34%) Marketing
23 199 (12.70%) Algorithms
24 197 (12.57%) Oracle
25 196 (12.51%) SQL Server Integration Services
26 190 (12.13%) Data Analytics
27 187 (11.93%) Apache Spark
28 186 (11.87%) MS Excel
29 184 (11.74%) C++

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 (14.17%) SAS
2 187 (11.93%) Apache Spark
3 109 (6.96%) Apache Pig
4 55 (3.51%) Apache
5 38 (2.43%) Tomcat
6 32 (2.04%) SharePoint
7 23 (1.47%) Elasticsearch
8 14 (0.89%) GlassFish
9 12 (0.77%) Confluence
9 12 (0.77%) SharePoint Server
10 10 (0.64%) WebSphere
11 9 (0.57%) SharePoint 2013
12 6 (0.38%) Apache Solr
12 6 (0.38%) DNN
12 6 (0.38%) JBoss
13 5 (0.32%) CMS
13 5 (0.32%) IIS
13 5 (0.32%) WebLogic
14 4 (0.26%) MS Exchange
14 4 (0.26%) Skype for Business
Applications
1 186 (11.87%) MS Excel
2 101 (6.45%) SPSS
3 41 (2.62%) MS Office
4 31 (1.98%) MS PowerPoint
5 30 (1.91%) MS Visio
6 12 (0.77%) Spreadsheet
7 11 (0.70%) Weka
8 9 (0.57%) Stata
9 7 (0.45%) Mathematica
10 3 (0.19%) MS Project
11 1 (0.064%) EViews
11 1 (0.064%) S-PLUS
Business Applications
1 23 (1.47%) Markit EDM
2 9 (0.57%) Dynamics CRM
2 9 (0.57%) SAP Oil and Gas
3 6 (0.38%) Oracle 11i
3 6 (0.38%) Sentinel
4 4 (0.26%) Adobe Campaign
4 4 (0.26%) FastStats
4 4 (0.26%) Relativity
4 4 (0.26%) SAP Business One
4 4 (0.26%) Unica
5 2 (0.13%) CSG Singleview
5 2 (0.13%) Dynamics AX
5 2 (0.13%) Oracle EBS
5 2 (0.13%) SAP hybris
5 2 (0.13%) Tesseract
6 1 (0.064%) Oracle Applications
6 1 (0.064%) Pivotal CRM
6 1 (0.064%) SAP CO
6 1 (0.064%) SAP CRM
6 1 (0.064%) SAP FI/CO
Cloud Services
1 70 (4.47%) Amazon AWS
2 48 (3.06%) PaaS
3 35 (2.23%) SaaS
4 27 (1.72%) Google Analytics
5 22 (1.40%) Amazon EC2
6 20 (1.28%) Adobe Analytics
6 20 (1.28%) Amazon S3
7 16 (1.02%) Amazon EMR
7 16 (1.02%) IaaS
8 12 (0.77%) Microsoft Azure
9 8 (0.51%) Cloud Computing
10 5 (0.32%) Amazon ELB
10 5 (0.32%) AWS Elastic Beanstalk
11 4 (0.26%) GitHub
12 3 (0.19%) AdWords
13 2 (0.13%) SuccessFactors
14 1 (0.064%) Amazon SQS
14 1 (0.064%) Office 365
Communications & Networking
1 13 (0.83%) Firewall
2 12 (0.77%) DNS
3 10 (0.64%) Network Security
3 10 (0.64%) SAN
4 9 (0.57%) TCP/IP
5 8 (0.51%) NAS
6 7 (0.45%) Internet
7 6 (0.38%) iSCSI
7 6 (0.38%) Kerberos
7 6 (0.38%) OpenLDAP
7 6 (0.38%) SMS
8 5 (0.32%) HTTPS
8 5 (0.32%) Unified Communications
8 5 (0.32%) VPN
9 4 (0.26%) GGSN
9 4 (0.26%) SGSN
9 4 (0.26%) Wi-Fi
10 3 (0.19%) HTTP
10 3 (0.19%) LDAP
10 3 (0.19%) VLAN
Database & Business Intelligence
1 466 (29.74%) Big Data
2 345 (22.02%) SQL Server
3 317 (20.23%) Data Warehouse
4 288 (18.38%) Hadoop
5 196 (12.51%) SQL Server Integration Services
6 179 (11.42%) Relational Database
7 161 (10.27%) SQL Server Reporting Services
8 144 (9.19%) NoSQL
9 133 (8.49%) Apache Hive
10 130 (8.30%) SQL Server Analysis Services
11 90 (5.74%) MongoDB
12 75 (4.79%) SQL Server 2008
13 66 (4.21%) BusinessObjects
13 66 (4.21%) MySQL
14 62 (3.96%) RDBMS
15 59 (3.77%) SQL Server 2012
15 59 (3.77%) Text Mining
16 46 (2.94%) Apache Cassandra
17 44 (2.81%) Power BI
18 40 (2.55%) PostgreSQL
Development Applications
1 62 (3.96%) Git (software)
2 33 (2.11%) Jenkins
3 26 (1.66%) Eclipse
4 23 (1.47%) JIRA
5 20 (1.28%) Maven
6 19 (1.21%) NetBeans
7 17 (1.08%) Vagrant
8 15 (0.96%) Talend Open Studio
9 14 (0.89%) Team Foundation Server
9 14 (0.89%) Visual Studio
9 14 (0.89%) Yeoman
10 12 (0.77%) Cucumber
11 11 (0.70%) HP UFT
11 11 (0.70%) IntelliJ
12 10 (0.64%) WebDriver
13 9 (0.57%) Selenium
14 7 (0.45%) ERwin
14 7 (0.45%) FitNesse
14 7 (0.45%) SQL Server Management Studio (SSMS)
14 7 (0.45%) TeamCity
General
1 422 (26.93%) Finance
2 209 (13.34%) Marketing
3 99 (6.32%) Retail
4 75 (4.79%) Telecoms
5 63 (4.02%) Advertising
6 53 (3.38%) Banking
6 53 (3.38%) Legal
7 37 (2.36%) Law
8 29 (1.85%) Automotive
9 26 (1.66%) Manufacturing
10 24 (1.53%) Games
11 17 (1.08%) Billing
11 17 (1.08%) Pharmaceutical
12 13 (0.83%) French Language
13 12 (0.77%) Financial Institution
14 9 (0.57%) Front Office
14 9 (0.57%) Publishing
15 8 (0.51%) Back Office
16 6 (0.38%) Electronics
17 5 (0.32%) Spanish Language
Job Titles
1 364 (23.23%) Developer
2 320 (20.42%) Analyst
3 254 (16.21%) Data Scientist
4 115 (7.34%) Consultant
5 110 (7.02%) Architect
6 109 (6.96%) Data Analyst
7 88 (5.62%) Java Developer
8 66 (4.21%) Business Intelligence Developer
9 64 (4.08%) SQL Developer
10 61 (3.89%) Senior Data Scientist
11 56 (3.57%) Data Architect
12 50 (3.19%) Senior Developer
13 48 (3.06%) Data Engineer
14 46 (2.94%) SQL Analyst
15 45 (2.87%) Machine Learning Scientist
16 44 (2.81%) Software Engineer
17 39 (2.49%) Machine Learning Engineer
18 38 (2.43%) Business Intelligence Analyst
18 38 (2.43%) Junior
19 37 (2.36%) Quantitative Developer
Libraries, Frameworks & Software Standards
1 77 (4.91%) Natural Language Processing
2 69 (4.40%) .NET
3 54 (3.45%) Web Services
4 48 (3.06%) MDX
5 46 (2.94%) HTML
6 44 (2.81%) Spring
7 36 (2.30%) REST
8 34 (2.17%) CSS
9 33 (2.11%) AngularJS
10 32 (2.04%) XML
11 31 (1.98%) scikit-learn
12 30 (1.91%) JMS
13 27 (1.72%) Pandas
13 27 (1.72%) SOAP
14 26 (1.66%) D3.js
14 26 (1.66%) SciPy
15 23 (1.47%) WCF
16 22 (1.40%) Middleware
17 20 (1.28%) Java SE
18 19 (1.21%) JSON
Miscellaneous
1 486 (31.01%) Analytical Skills
2 287 (18.32%) Computer Science
3 241 (15.38%) Statistics
4 239 (15.25%) Visualisation
5 199 (12.70%) Algorithms
6 169 (10.78%) Mathematics
7 88 (5.62%) Management Information System
8 84 (5.36%) Data Integration
9 67 (4.28%) Neural Network
10 60 (3.83%) Hedge funds
11 51 (3.25%) Physics
12 42 (2.68%) Data Structures
13 34 (2.17%) Artificial Intelligence
13 34 (2.17%) Economics
14 33 (2.11%) Fintech
15 27 (1.72%) CUDA
16 24 (1.53%) Data Centre
16 24 (1.53%) Virtual Team
17 21 (1.34%) Enterprise Software
18 19 (1.21%) Mobile App
Operating Systems
1 133 (8.49%) Linux
2 76 (4.85%) Unix
3 68 (4.34%) Windows
4 9 (0.57%) Android
4 9 (0.57%) Apple iOS
5 6 (0.38%) CentOS
5 6 (0.38%) Red Hat Enterprise Linux
6 5 (0.32%) Ubuntu
6 5 (0.32%) Windows Server
7 1 (0.064%) Windows 7
7 1 (0.064%) Windows 8
Processes & Methodologies
1 562 (35.86%) Analytics
2 442 (28.21%) Business Intelligence
3 394 (25.14%) Machine Learning
4 302 (19.27%) Agile Software Development
5 275 (17.55%) Data Analysis
6 211 (13.47%) ETL
7 190 (12.13%) Data Analytics
8 156 (9.96%) Data Modelling
9 146 (9.32%) Data Visualisation
10 127 (8.10%) Data Management
11 122 (7.79%) Predictive Modelling
12 107 (6.83%) Statistical Analysis
13 98 (6.25%) Statistical Modelling
14 97 (6.19%) Mentoring
15 94 (6.00%) Software Engineering
16 92 (5.87%) MapReduce
17 86 (5.49%) E-Commerce
18 77 (4.91%) OO
19 73 (4.66%) ITIL
20 72 (4.59%) Project Management
Programming Languages
1 737 (47.03%) SQL
2 418 (26.68%) Python
3 339 (21.63%) Java
4 328 (20.93%) R
5 184 (11.74%) C++
6 132 (8.42%) T-SQL
7 128 (8.17%) MATLAB
8 115 (7.34%) Scala
9 111 (7.08%) JavaScript
10 87 (5.55%) C#
11 83 (5.30%) VBA
12 59 (3.77%) C
13 52 (3.32%) PL/SQL
14 41 (2.62%) Perl
15 35 (2.23%) VB
16 33 (2.11%) Ruby
17 32 (2.04%) Clojure
18 27 (1.72%) Bash Shell
19 20 (1.28%) PHP
20 18 (1.15%) Shell Script
Qualifications
1 421 (26.87%) Degree
2 161 (10.27%) PhD
3 32 (2.04%) Security Cleared
4 27 (1.72%) Microsoft Certification
5 22 (1.40%) CISSP
6 21 (1.34%) SC Cleared
7 19 (1.21%) CISM
8 17 (1.08%) CITP
8 17 (1.08%) DV Cleared
9 13 (0.83%) ISEB
10 12 (0.77%) ISTQB
11 8 (0.51%) PMI Certification
11 8 (0.51%) PMP
12 7 (0.45%) CCNA
12 7 (0.45%) Cisco Certification
12 7 (0.45%) PRINCE2 Certification
13 6 (0.38%) CEH
14 5 (0.32%) IISP
14 5 (0.32%) Postgraduate
15 4 (0.26%) MCDBA
Quality Assurance & Compliance
1 100 (6.38%) QA
2 96 (6.13%) Data Quality
3 9 (0.57%) ISO/IEC 20000
4 6 (0.38%) ISO 9001
4 6 (0.38%) SNOMED CT
5 2 (0.13%) COBIT
5 2 (0.13%) ISAE 3402
5 2 (0.13%) SSAE 16
6 1 (0.064%) Basel II
6 1 (0.064%) HL7
6 1 (0.064%) ISO/IEC 27001
6 1 (0.064%) Sarbanes-Oxley
6 1 (0.064%) SLA
6 1 (0.064%) Solvency II
System Software
1 22 (1.40%) HDFS
2 14 (0.89%) Virtual Machines
2 14 (0.89%) VirtualBox
3 12 (0.77%) Docker
4 9 (0.57%) Veritas Cluster Server
5 8 (0.51%) Ceph
5 8 (0.51%) VMware Infrastructure
6 6 (0.38%) Active Directory
6 6 (0.38%) NFS
6 6 (0.38%) Squid
7 4 (0.26%) KVM
8 3 (0.19%) Firmware
8 3 (0.19%) Hyper-V
8 3 (0.19%) vSphere
8 3 (0.19%) Xen
9 2 (0.13%) Apache Flume
Systems Management
1 13 (0.83%) Hadoop YARN
2 8 (0.51%) Host Intrusion Detection System
2 8 (0.51%) Mesos
3 5 (0.32%) Puppet
4 4 (0.26%) EnCase
4 4 (0.26%) Rundeck
5 3 (0.19%) EMC NetWorker
5 3 (0.19%) Opscode Chef
6 2 (0.13%) FTK
6 2 (0.13%) Oozie
6 2 (0.13%) Oracle Enterprise Manager
6 2 (0.13%) Salt
7 1 (0.064%) HP Quality Center
7 1 (0.064%) ITRS Geneos
7 1 (0.064%) Kibana
7 1 (0.064%) Network Intrusion Detection System
7 1 (0.064%) RSA Archer
7 1 (0.064%) SCCM
7 1 (0.064%) Thomson Reuters DACS
7 1 (0.064%) ZABBIX
Vendors
1 239 (15.25%) Microsoft
2 197 (12.57%) Oracle
3 78 (4.98%) Tableau
4 48 (3.06%) IBM
5 46 (2.94%) Cognos
6 44 (2.81%) Google
7 43 (2.74%) SAP
8 32 (2.04%) Informatica
9 19 (1.21%) VMware
10 18 (1.15%) Teradata
11 17 (1.08%) Adobe
11 17 (1.08%) Facebook
12 16 (1.02%) Salesforce.com
13 15 (0.96%) Talend
14 14 (0.89%) Red Hat
15 13 (0.83%) RapidMiner
16 12 (0.77%) Cloudera
16 12 (0.77%) MicroStrategy
17 11 (0.70%) Bloomberg
17 11 (0.70%) Sybase
London
Oho Group Ltd.
Salary: £35k - 50k per year + bonus + share scheme
Posted: 20 hours ago
Cambridge, Cambridgeshire
ISL
Salary: £35000 - £65000 per annum
Posted: 12 hours ago
London
British Museum
Salary: £31,988 per annum
Posted: 13 hours ago
London
Experis Ltd
Salary: £50000.00 - £65000.00 per annum + Benefits, Bonus
Posted: 23 hours ago
City, London
Opus Recruitment Solutions Ltd
Salary: £40000 - £55000 per annum
Posted: Yesterday
Stevenage, Hertfordshire
Understanding Recruitment
Salary: £40000.00 - £50000.00 per annum + Benefits
Posted: 21 hours ago
City, London
Oxbridge Answers
Salary: 35000 - 40000
Posted: Yesterday
Hereford and Worcester
Creative Personnel
Salary: £30000 - £40000 per annum, Benefits Life/Health Cover, Bonus Scheme, G
Posted: Yesterday
Hereford and Worcester
Creative Personnel
Salary: £30000 - £40000 per annum, Benefits Life/Health Cover, Bonus Scheme, G
Posted: Yesterday
Leeds, West Yorkshire
Hotfoot Recruitment
Salary: Up to £35,000 per annum
Posted: 17 hours ago
City, London
Opus Recruitment Solutions Ltd
Salary: £70000 - £85000 per annum
Posted: 12 hours ago
Bristol, Avon
Robert Walters
Salary: £26000 - £34000 per annum
Posted: Yesterday
Central London / West End
JWResource
Salary: From £40,000 to £50,000 per annum plus benefits
Posted: 18 hours ago
London
ClearCube Consulting
Salary: From £70,000 to £100,000 per annum
Posted: 13 hours ago
Manchester, Lancashire
People Source Consulting
Salary: £35000 - £45000 per annum + Benefits
Posted: 20 hours ago
City, London
Third Republic Ltd
Salary: Up to £85,000 per annum dependant on experience
Posted: Yesterday
City, London
Oliver James Associates
Salary: £45000 - £55000 per annum + a competitive benefits package
Posted: 20 hours ago
City, London
Oliver James Associates
Salary: £45000 - £55000 per annum + a competitive benefits package
Posted: Yesterday
Cambridge, Cambridgeshire
Edgar Cowen
Salary: £35000 - £50000 per annum + Excellent Benefits & Prospects
Posted: 21 hours ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £40,000-£58,000 depending on experience.
Posted: Yesterday
Greater Manchester
ANSON MCCADE
Salary: £40,000-£58,000 depending on experience.
Posted: Yesterday
City, London
ANSON MCCADE
Salary: £40,000-£58,000 depending on experience.
Posted: Yesterday
Leeds, West Yorkshire
Hainton Recruitment
Salary: £43000 - £53000 per annum + 34 Days Holiday + Generous Pension
Posted: Yesterday
City, London
ANSON MCCADE
Salary: £40,000-£53,000 depending on experience.
Posted: Yesterday
UK
PwC
Salary: Competitive plus benefits
Posted: Yesterday
City, London
ANSON MCCADE
Salary: £35,000 - £53,000 + bonus and benefits
Posted: Yesterday
West London
Durlston Partners
Salary: From £65,000 to £80,000 per annum Excellent Bonus and Benefits
Posted: Yesterday
London
ClearCube Consulting
Salary: From £50,000 to £75,000 per annum
Posted: Yesterday
Central London / West End
Client Server
Salary: £40k to £55k + benefits
Posted: Yesterday
Edinburgh, Midlothian
Harvey Nash plc
Posted: 4 days ago