The following table provides summary statistics for permanent job vacancies 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 3 months to 28 May 2017 with a comparison to the same period in the previous 2 years.

Data Mining
UK
3 months to
28 May 2017
Same period 2016 Same period 2015
Rank 514 454 519
Rank change year-on-year -60 +65  
Permanent jobs citing Data Mining 378 571 515
As % of all permanent IT jobs advertised in the UK 0.44% 0.57% 0.48%
As % of the Database & Business Intelligence category 1.42% 1.89% 1.47%
Number of salaries quoted 316 496 408
Median salary £55,000 £55,000 £50,000
Median salary % change year-on-year - +10.00%  
90% offered a salary of more than £34,000 £35,000 £32,500
10% offered a salary of more than £70,000 £92,500 £75,000
UK excluding London median salary £50,000 £43,000 £45,000
% change year-on-year +16.27% -4.44%  

Data Mining is in the database and business intelligence skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for database and business intelligence skills.

Database & Business Intelligence Skills
UK
Permanent job vacancies with a requirement for database and business intelligence skills 26621 30191 35083
As % of all permanent IT job vacancies advertised in the UK 31.32% 30.28% 32.45%
Number of salaries quoted 22556 25805 29595
Median salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26%  
90% offered a salary of more than £32,500 £32,500 £31,523
10% offered a salary of more than £75,000 £70,000 £72,500
UK excluding London median salary £42,500 £42,500 £41,500
% change year-on-year - +2.40%  

Data Mining
Job Vacancy Trend

The job posting trend of jobs advertised citing Data Mining as a proportion of all permanent or contract IT jobs with a match in the Database & Business Intelligence category.

Job vacancy trend for Data Mining 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.

Salary trend for Data Mining in the UK

Data Mining
Salary Histogram

The salary distribution of IT jobs citing Data Mining over the 3 months to 28 May 2017.

Salary histogram for Data Mining 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 May 2017. 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 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 -41 364 £55,000 -5.57% 59
London -86 163 £60,000 -7.69% 25
South East +50 74 £63,750 +50.00% 7
Yorkshire +51 32 £55,000 +37.50% 7
North West -25 29 £40,000 - 9
West Yorkshire +35 27 £55,000 +37.50% 4
City of London +14 26 £65,000 +8.33% 6
Leeds +45 25 £55,000 +37.50% 3
East of England -4 25 £37,500 -14.77% 6
Berkshire +36 23 £55,000 -16.98% 2
Manchester -17 19 £39,500 -1.25% 3
Surrey +37 17 £65,000 +62.50% 4
East Midlands +13 17 £35,250 +0.71% 2
Cambridgeshire +9 17 £35,000 -22.22% 6
Cambridge 0 15 £35,000 -12.50% 6
West Sussex - 13 £65,000 -
West Midlands +37 12 £25,500 -46.31%
Reading +27 11 £70,000 +19.14%
Northamptonshire -2 10 £34,125 -2.50% 1
Wokingham +27 9 £55,000 -15.38%
South West -2 9 £46,000 -8.00% 2
Wellingborough - 9 £35,250 - 1
Cheshire -13 8 £44,250 +32.08% 4
Hampshire +15 7 £23,500 -32.85%
Oxfordshire +7 7 £73,000 +39.04% 1
Scotland -4 7 £45,000 -18.18% 6
Warwick +34 6 £25,500 -44.86%
Warwickshire +26 6 £25,500 -46.31%
Nottinghamshire +1 6 - - 1
Farnborough - 6 £23,500 -

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

1 425 (55.56%) SQL
2 353 (46.14%) Analytics
3 269 (35.16%) Python
4 261 (34.12%) Machine Learning
5 257 (33.59%) Analytical Skills
6 237 (30.98%) Big Data
7 214 (27.97%) Degree
8 203 (26.54%) Statistics
9 189 (24.71%) Business Intelligence
10 186 (24.31%) Finance
11 181 (23.66%) Hadoop
12 175 (22.88%) R
13 169 (22.09%) Data Warehouse
14 168 (21.96%) SAS
15 166 (21.70%) Agile Software Development
16 159 (20.78%) Computer Science
17 158 (20.65%) Data Analysis
17 158 (20.65%) Java
18 150 (19.61%) Data Modelling
18 150 (19.61%) Visualisation
19 149 (19.48%) Mathematics
20 142 (18.56%) Algorithms
21 138 (18.04%) ETL
22 124 (16.21%) Apache Spark
23 121 (15.82%) Data Visualisation
24 119 (15.56%) SQL Server
25 113 (14.77%) Microsoft Excel
26 105 (13.73%) Oracle
26 105 (13.73%) Microsoft
27 102 (13.33%) NoSQL

Data Mining
Co-occurring 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
1 168 (21.96%) SAS
2 124 (16.21%) Apache Spark
3 46 (6.01%) Apache Pig
4 17 (2.22%) Apache
5 16 (2.09%) JBoss
6 14 (1.83%) WebLogic
6 14 (1.83%) WebSphere
7 10 (1.31%) SharePoint
8 9 (1.18%) Elasticsearch
8 9 (1.18%) Tomcat
9 8 (1.05%) Confluence
10 7 (0.92%) CMS
10 7 (0.92%) Tornado
11 6 (0.78%) IIS
12 5 (0.65%) Apache Solr
13 3 (0.39%) OpenStack
14 2 (0.26%) ArcGIS
14 2 (0.26%) MQSeries
15 1 (0.13%) IPython
Applications
1 113 (14.77%) Microsoft Excel
2 62 (8.10%) SPSS
3 19 (2.48%) Microsoft PowerPoint
4 16 (2.09%) MS Visio
5 14 (1.83%) Microsoft Office
6 12 (1.57%) Microsoft Project
7 8 (1.05%) Stata
8 5 (0.65%) Spreadsheet
9 4 (0.52%) S-PLUS
9 4 (0.52%) SPSS Modeler
10 3 (0.39%) Weka
11 1 (0.13%) EViews
11 1 (0.13%) Gephi
Business Applications
1 8 (1.05%) SAP CO
1 8 (1.05%) SAP FI
1 8 (1.05%) SAP FI/CO
1 8 (1.05%) SAP FSCM
1 8 (1.05%) SAP MM
1 8 (1.05%) SAP PS
1 8 (1.05%) SAP SD
2 6 (0.78%) Relativity
2 6 (0.78%) Sentinel
3 4 (0.52%) Oracle Applications
3 4 (0.52%) WebTrends
4 3 (0.39%) Eloqua
5 2 (0.26%) Dynamics AX
5 2 (0.26%) Oracle EBS
5 2 (0.26%) Oracle Financials
5 2 (0.26%) Oracle General Ledger
5 2 (0.26%) Oracle iProcurement
5 2 (0.26%) Oracle Payables
5 2 (0.26%) Raiser's Edge
5 2 (0.26%) SAP Oil and Gas
Cloud Services
1 32 (4.18%) Amazon AWS
2 30 (3.92%) Google Analytics
2 30 (3.92%) Microsoft Azure
3 10 (1.31%) GitHub
4 8 (1.05%) Adobe Analytics
4 8 (1.05%) Amazon S3
5 7 (0.92%) SaaS
6 6 (0.78%) Amazon EMR
7 5 (0.65%) Amazon EC2
8 4 (0.52%) Google Cloud Platform
8 4 (0.52%) PaaS
9 3 (0.39%) Cloud Computing
10 2 (0.26%) Amazon Kinesis
10 2 (0.26%) Cortana Intelligence Suite
11 1 (0.13%) Amazon SQS
11 1 (0.13%) Office 365
11 1 (0.13%) SurveyMonkey
Communications & Networking
1 6 (0.78%) Internet
2 4 (0.52%) Extranet
3 3 (0.39%) Firewall
4 2 (0.26%) TCP/IP
5 1 (0.13%) Broadband
Database & Business Intelligence
1 237 (30.98%) Big Data
2 181 (23.66%) Hadoop
3 169 (22.09%) Data Warehouse
4 119 (15.56%) SQL Server
5 102 (13.33%) NoSQL
6 95 (12.42%) SQL Server Reporting Services
7 87 (11.37%) Relational Database
8 82 (10.72%) Apache Hive
9 64 (8.37%) SQL Server Integration Services
10 61 (7.97%) SQL Server Analysis Services
11 60 (7.84%) BusinessObjects
12 55 (7.19%) MongoDB
12 55 (7.19%) Power BI
13 44 (5.75%) QlikView
14 42 (5.49%) Text Mining
15 41 (5.36%) Apache Cassandra
16 36 (4.71%) MySQL
17 35 (4.58%) MS Access
18 34 (4.44%) HBase
19 31 (4.05%) PostgreSQL
Development Applications
1 21 (2.75%) Git (software)
2 14 (1.83%) Ant
2 14 (1.83%) Gradle
2 14 (1.83%) JIRA
2 14 (1.83%) Maven
3 13 (1.70%) Jenkins
4 6 (0.78%) Talend Open Studio
5 5 (0.65%) JUnit
6 4 (0.52%) Eclipse
6 4 (0.52%) RStudio
7 3 (0.39%) Atlassian Bamboo
7 3 (0.39%) Vagrant
7 3 (0.39%) Yeoman
8 2 (0.26%) Balsamiq Mockups
8 2 (0.26%) Travis CI
9 1 (0.13%) Bitbucket
9 1 (0.13%) Oracle Forms
9 1 (0.13%) Subversion
9 1 (0.13%) TestNG
9 1 (0.13%) Visual Studio
General
1 186 (24.31%) Finance
2 94 (12.29%) Marketing
3 54 (7.06%) Legal
4 47 (6.14%) Retail
5 33 (4.31%) Banking
6 26 (3.40%) Advertising
7 25 (3.27%) Telecoms
8 20 (2.61%) Games
9 11 (1.44%) Billing
10 9 (1.18%) Back Office
11 7 (0.92%) Law
11 7 (0.92%) Manufacturing
12 6 (0.78%) Investment Banking
12 6 (0.78%) Pharmaceutical
13 5 (0.65%) Retail Banking
14 3 (0.39%) Front Office
15 2 (0.26%) Aerospace
15 2 (0.26%) Automotive
15 2 (0.26%) Electronics
15 2 (0.26%) Financial Institution
Job Titles
1 203 (26.54%) Data Scientist
2 202 (26.41%) Analyst
3 152 (19.87%) Developer
4 79 (10.33%) Data Analyst
5 56 (7.32%) Consultant
6 48 (6.27%) Java Developer
7 47 (6.14%) Business Analyst
8 42 (5.49%) Senior Data Scientist
9 41 (5.36%) Business Intelligence Analyst
9 41 (5.36%) SQL Analyst
10 39 (5.10%) Business Intelligence Developer
11 31 (4.05%) SQL Data Analyst
12 27 (3.53%) Data Engineer
13 24 (3.14%) SQL Developer
14 23 (3.01%) Technical Analyst
14 23 (3.01%) Technical Business Analyst
15 22 (2.88%) Oracle Developer
16 21 (2.75%) Data Manager
16 21 (2.75%) Senior Analyst
17 20 (2.61%) Lead Developer
Libraries, Frameworks & Software Standards
1 88 (11.50%) Natural Language Processing
2 41 (5.36%) Web Services
3 39 (5.10%) .NET
4 37 (4.84%) Spring
5 35 (4.58%) HTML
6 33 (4.31%) JMS
6 33 (4.31%) XML
7 28 (3.66%) MDX
7 28 (3.66%) Node.js
7 28 (3.66%) REST
7 28 (3.66%) scikit-learn
8 26 (3.40%) SOAP
9 25 (3.27%) Hibernate
10 24 (3.14%) J2EE
10 24 (3.14%) RESTful
11 23 (3.01%) Kafka
12 21 (2.75%) D3.js
12 21 (2.75%) Pandas
13 18 (2.35%) CSS
13 18 (2.35%) NumPy
Miscellaneous
1 257 (33.59%) Analytical Skills
2 159 (20.78%) Computer Science
3 142 (18.56%) Algorithms
4 61 (7.97%) Data Structures
5 29 (3.79%) Management Information System
5 29 (3.79%) Virtual Team
6 26 (3.40%) User Experience
7 19 (2.48%) Mobile App
8 17 (2.22%) Credit Risk
9 16 (2.09%) Fintech
10 15 (1.96%) Social Media
11 13 (1.70%) Cloud Native
11 13 (1.70%) Social Network
12 11 (1.44%) Fixed Income
13 10 (1.31%) Hedge funds
14 9 (1.18%) Life Science
15 8 (1.05%) CUDA
15 8 (1.05%) Field-Programmable Gate Array
15 8 (1.05%) Greenfield Project
16 6 (0.78%) Linux Command Line
Operating Systems
1 69 (9.02%) Linux
2 28 (3.66%) Unix
3 15 (1.96%) Windows
4 14 (1.83%) Android
4 14 (1.83%) Apple iOS
5 6 (0.78%) CentOS
5 6 (0.78%) Red Hat Enterprise Linux
6 5 (0.65%) Windows 7
7 1 (0.13%) AIX
7 1 (0.13%) Debian
7 1 (0.13%) HPUX
7 1 (0.13%) Windows 10
7 1 (0.13%) Windows Server
7 1 (0.13%) Windows Server 2008
Processes & Methodologies
1 353 (46.14%) Analytics
2 261 (34.12%) Machine Learning
3 203 (26.54%) Statistics
4 189 (24.71%) Business Intelligence
5 166 (21.70%) Agile Software Development
6 158 (20.65%) Data Analysis
7 150 (19.61%) Data Modelling
7 150 (19.61%) Visualisation
8 149 (19.48%) Mathematics
9 138 (18.04%) ETL
10 121 (15.82%) Data Visualisation
11 78 (10.20%) Data Analytics
12 75 (9.80%) Statistical Modelling
13 72 (9.41%) Predictive Modelling
14 70 (9.15%) Data Management
15 56 (7.32%) Scrum
15 56 (7.32%) Statistical Analysis
16 53 (6.93%) Actionable Insight
16 53 (6.93%) Mentoring
17 52 (6.80%) Physics
Programming Languages
1 425 (55.56%) SQL
2 269 (35.16%) Python
3 175 (22.88%) R
4 158 (20.65%) Java
5 78 (10.20%) T-SQL
6 73 (9.54%) Scala
7 65 (8.50%) C++
7 65 (8.50%) VBA
8 58 (7.58%) JavaScript
9 48 (6.27%) MATLAB
10 32 (4.18%) C#
11 31 (4.05%) C
12 29 (3.79%) PHP
13 28 (3.66%) Perl
14 24 (3.14%) PL/SQL
15 19 (2.48%) Groovy
16 18 (2.35%) Data Analysis Expressions (DAX)
17 15 (1.96%) VB
18 7 (0.92%) Shell Script
19 6 (0.78%) ABAP
Qualifications
1 214 (27.97%) Degree
2 92 (12.03%) PhD
3 45 (5.88%) Master's Degree
4 40 (5.23%) Computer Science Degree
5 31 (4.05%) Numerate Degree
6 20 (2.61%) Microsoft Certification
7 12 (1.57%) Security Cleared
8 10 (1.31%) Sun Certification
9 9 (1.18%) DV Cleared
10 7 (0.92%) Postgraduate
11 6 (0.78%) RHCA
12 4 (0.52%) SC Cleared
13 2 (0.26%) CCA
13 2 (0.26%) CCNA
13 2 (0.26%) Cisco Certification
13 2 (0.26%) ITIL Foundation Certificate
14 1 (0.13%) CISM
14 1 (0.13%) CISSP
14 1 (0.13%) MBA
Quality Assurance & Compliance
1 38 (4.97%) Data Quality
2 28 (3.66%) QA
3 5 (0.65%) MiFID
4 4 (0.52%) SLA
5 2 (0.26%) PMO
6 1 (0.13%) Actionable Recommendations
System Software
1 14 (1.83%) Docker
2 10 (1.31%) HDFS
2 10 (1.31%) Virtual Machines
3 8 (1.05%) Apache Flume
3 8 (1.05%) Oracle RAC
4 6 (0.78%) KVM
4 6 (0.78%) VMware Infrastructure
5 4 (0.52%) Active Directory
6 3 (0.39%) VirtualBox
7 1 (0.13%) Apache ZooKeeper
7 1 (0.13%) Virtual Servers
Systems Management
1 12 (1.57%) Ambari
2 6 (0.78%) EnCase
3 5 (0.65%) Oozie
4 1 (0.13%) Hadoop YARN
4 1 (0.13%) Kibana
4 1 (0.13%) Mesos
4 1 (0.13%) Oracle Enterprise Manager
4 1 (0.13%) Oracle RMAN
Vendors
1 105 (13.73%) Microsoft
1 105 (13.73%) Oracle
2 93 (12.16%) Tableau
3 36 (4.71%) Google
4 34 (4.44%) SAP
5 15 (1.96%) Teradata
6 14 (1.83%) MicroStrategy
7 12 (1.57%) IBM
8 11 (1.44%) Salesforce.com
9 10 (1.31%) Hortonworks
10 9 (1.18%) Cloudera
11 8 (1.05%) Adobe
11 8 (1.05%) MapR
11 8 (1.05%) VMware
12 7 (0.92%) Facebook
12 7 (0.92%) Red Hat
13 6 (0.78%) Nuix
13 6 (0.78%) Talend
13 6 (0.78%) TIBCO
13 6 (0.78%) Twitter
Cambridge, Cambridgeshire
Amazing Prospects Ltd
Salary: £30k - 45k per year + Awesome Benefits+Prospects!
Posted: 4 days ago
Leeds, West Yorkshire
4it Recruitment Ltd
Salary: From £50,000 to £60,000 per annum plus excellent additional benefits
Posted: 2 days ago
London
Opus Recruitment Solutions Ltd
Salary: £90000 - £110000 per annum, Benefits Excellent Benefits and Bonus
Posted: 2 days ago
London
Opus Recruitment Solutions Ltd
Salary: £50000 - £70000 per annum, Benefits Benefits & Bonus included
Posted: 3 days ago
London
myBench Ltd
Posted: 3 days ago
Sheffield, South Yorkshire
ReThink Recruitment
Salary: £40000.00 - £60000.00 per annum + Benefits
Posted: 4 days ago
Liverpool, Merseyside
Adria Solutions Ltd
Salary: £28000 - £35000 per annum + Benefits
Posted: 3 days ago
Chester, Cheshire
Searchability
Salary: £35000 - £45000 per annum + Benefits
Posted: 5 days ago
Leatherhead, Surrey
NCC Group
Salary: Competitive salary, bonus and excellent benefits!
Posted: 3 days ago
Sheffield, South Yorkshire
The Floow
Salary: From £40,000 to £55,000 per annum & Bonus
Posted: 2 days ago
Midlands
Morson International
Salary: £20000 - £25000 per annum
Posted: 3 days ago
Chester, Cheshire
Searchability
Salary: £40000 - £50000 per annum + Benefits
Posted: 5 days ago
Manchester, Lancashire
HAYS INFORMATION TECHNOLOGY
Salary: £35000.00 - £44000.00 per annum
Posted: 4 days ago
Chester, Cheshire
Searchability
Salary: £25000 - £35000 per annum + Benefits
Posted: 5 days ago
Wellingborough, Northamptonshire
Latcom Ltd
Salary: From £36,000 to £40,000 per annum + Excellent Pension + Benefits
Posted: 4 days ago
Surrey
ECM Selection
Salary: to £35k DoE
Posted: 4 days ago
Bristol, Avon
People Source Consulting
Salary: £40000 - £70000 per annum + Benefits
Posted: 2 days ago
Cambridge, Cambridgeshire
ECM Selection
Salary: to £38k (DoE) + top bens
Posted: 4 days ago
Cambridge, Cambridgeshire
Edgar Cowen
Salary: £45000 - £55000 per annum
Posted: 4 days ago
Cambridge, Cambridgeshire
Edgar Cowen
Salary: £35000 - £45000 per annum
Posted: 4 days ago
London
Harrington Starr
Salary: £70000 - £85000 per annum + Benefits + Bonus
Posted: 5 days ago
Leeds, West Yorkshire
Reed Technology
Salary: £30000 - £40000 per annum + benefits
Posted: 5 days ago
West London
Martin & Conley
Salary: £35000 - £40000 per annum + 10% bonus
Posted: 5 days ago
City, London
Arnold Ash Ltd
Salary: From £40,000 to £60,000 per annum
Posted: 5 days ago
Edinburgh, Midlothian
Informatiq Consulting
Posted: 6 days ago
Central London / West End
Venturi
Salary: £40000 - £45000.00 per annum + benefits
Posted: 4 days ago
Glasgow, Lanarkshire
Empiric
Salary: From £65,000 to £75,000 per annum + Benefits package + Bonus
Posted: 2 days ago
Chester, Cheshire
Asset Resourcing Ltd
Salary: £40000 - £70000 per annum + flexi benefits
Posted: 5 days ago
Edinburgh, Midlothian
Asset Resourcing Ltd
Salary: £40000 - £70000 per annum + flexi benefits
Posted: 5 days ago
City, London
Asset Resourcing Ltd
Salary: £40000 - £70000 per annum + flexi benefits
Posted: 5 days ago