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 June 2017 with a comparison to the same period in the previous 2 years.

Data Mining
UK
3 months to
28 Jun 2017
Same period 2016 Same period 2015
Rank 497 499 501
Rank change year-on-year +2 +2  
Permanent jobs citing Data Mining 431 499 554
As % of all permanent IT jobs advertised in the UK 0.48% 0.51% 0.51%
As % of the Database & Business Intelligence category 1.57% 1.69% 1.55%
Number of salaries quoted 356 423 403
Median salary £55,000 £55,000 £50,000
Median salary % change year-on-year - +10.00%  
90% offered a salary of more than £31,250 £32,500 £31,250
10% offered a salary of more than £74,500 £95,000 £77,500
UK excluding London median salary £52,500 £42,500 £45,000
% change year-on-year +23.52% -5.55%  

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 27381 29440 35720
As % of all permanent IT job vacancies advertised in the UK 30.79% 29.92% 32.63%
Number of salaries quoted 53136 57426 71333
Median salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26%  
90% offered a salary of more than £31,250 £31,250 £30,000
10% offered a salary of more than £77,500 £75,000 £76,250
UK excluding London median salary £42,500 £42,500 £41,500
% change year-on-year - +2.40%  

Data Mining
Job Vacancy Trend

Job postings citing Data Mining as a percentage of all IT jobs advertised.

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 June 2017.

Salary histogram for Data Mining in the UK

Data Mining
Top 11 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 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 -11 396 £55,000 - 67
UK excluding London +73 252 £52,500 +23.52% 41
London -72 165 £60,000 - 27
North of England +35 78 £50,000 +25.00% 16
South East +35 75 £65,000 +44.44% 4
Midlands +36 36 £32,500 -25.71% 8
East of England -18 24 £37,500 -16.66% 7
Scotland +15 19 £50,000 -9.09% 1
South West 0 17 £55,000 +10.00% 5
Northern Ireland - 2 £35,000 -
Wales +5 1 £49,700 +10.44%

For the 6 months to 28 June 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.

1 464 (56.72%) SQL
2 384 (46.94%) Analytics
3 289 (35.33%) Python
4 282 (34.47%) Analytical Skills
5 271 (33.13%) Machine Learning
6 265 (32.40%) Big Data
7 238 (29.10%) Degree
8 221 (27.02%) Business Intelligence
9 204 (24.94%) SAS
10 201 (24.57%) Finance
11 199 (24.33%) Statistics
12 195 (23.84%) R
13 191 (23.35%) Hadoop
14 176 (21.52%) Data Warehouse
15 175 (21.39%) Data Modelling
16 173 (21.15%) Algorithms
17 170 (20.78%) Data Analysis
18 169 (20.66%) Computer Science
19 166 (20.29%) Java
20 164 (20.05%) Agile Software Development
21 163 (19.93%) Mathematics
22 155 (18.95%) Visualisation
23 133 (16.26%) ETL
24 131 (16.01%) Apache Spark
25 130 (15.89%) Data Visualisation
26 123 (15.04%) SQL Server
27 122 (14.91%) Microsoft Excel
28 119 (14.55%) Microsoft
29 117 (14.30%) Marketing
30 113 (13.81%) PhD

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
1 204 (24.94%) SAS
2 131 (16.01%) Apache Spark
3 35 (4.28%) Apache Pig
4 22 (2.69%) Apache
5 19 (2.32%) JBoss
6 13 (1.59%) WebLogic
6 13 (1.59%) WebSphere
7 12 (1.47%) Confluence
7 12 (1.47%) Elasticsearch
8 11 (1.34%) SharePoint
9 10 (1.22%) Apache Solr
9 10 (1.22%) Tomcat
10 7 (0.86%) Tornado
11 5 (0.61%) CMS
12 2 (0.24%) ArcGIS
12 2 (0.24%) IIS
12 2 (0.24%) IPython
12 2 (0.24%) MQSeries
12 2 (0.24%) OpenStack
13 1 (0.12%) Jupyter
Applications
1 122 (14.91%) Microsoft Excel
2 85 (10.39%) SPSS
3 21 (2.57%) Microsoft PowerPoint
4 16 (1.96%) Microsoft Office
4 16 (1.96%) MS Visio
5 12 (1.47%) Microsoft Project
6 8 (0.98%) SPSS Modeler
7 7 (0.86%) Spreadsheet
8 4 (0.49%) Stata
9 3 (0.37%) S-PLUS
10 1 (0.12%) EViews
10 1 (0.12%) Gephi
10 1 (0.12%) Weka
Business Applications
1 12 (1.47%) SAP Oil and Gas
2 8 (0.98%) SAP CO
2 8 (0.98%) SAP FI
2 8 (0.98%) SAP FI/CO
2 8 (0.98%) SAP FSCM
2 8 (0.98%) SAP MM
2 8 (0.98%) SAP PS
2 8 (0.98%) SAP SD
3 6 (0.73%) Adobe Campaign
3 6 (0.73%) Relativity
4 5 (0.61%) Eloqua
5 4 (0.49%) Oracle Applications
5 4 (0.49%) Oracle EBS
5 4 (0.49%) Oracle Financials
5 4 (0.49%) WebTrends
6 3 (0.37%) Oracle General Ledger
6 3 (0.37%) Oracle iProcurement
6 3 (0.37%) Oracle Payables
6 3 (0.37%) Oracle Receivables
6 3 (0.37%) Unica
Cloud Services
1 36 (4.40%) Google Analytics
1 36 (4.40%) Microsoft Azure
2 29 (3.55%) Amazon AWS
3 12 (1.47%) GitHub
4 11 (1.34%) Amazon S3
5 9 (1.10%) Amazon EC2
6 8 (0.98%) Adobe Analytics
7 7 (0.86%) SaaS
8 6 (0.73%) Amazon EMR
9 5 (0.61%) PaaS
10 4 (0.49%) Cortana Intelligence Suite
11 3 (0.37%) Google Cloud Platform
12 2 (0.24%) Cloud Computing
13 1 (0.12%) AdWords
13 1 (0.12%) Amazon Kinesis
13 1 (0.12%) Azure Data Factory
13 1 (0.12%) Azure Machine Learning
13 1 (0.12%) Office 365
13 1 (0.12%) Responsys
13 1 (0.12%) SurveyMonkey
Communications & Networking
1 8 (0.98%) Internet
2 4 (0.49%) Extranet
3 3 (0.37%) SMS
4 2 (0.24%) Firewall
4 2 (0.24%) TCP/IP
5 1 (0.12%) Broadband
Database & Business Intelligence
1 265 (32.40%) Big Data
2 191 (23.35%) Hadoop
3 176 (21.52%) Data Warehouse
4 123 (15.04%) SQL Server
5 109 (13.33%) NoSQL
6 100 (12.22%) Relational Database
7 88 (10.76%) SQL Server Reporting Services
8 80 (9.78%) Apache Hive
9 72 (8.80%) SQL Server Integration Services
10 69 (8.44%) SQL Server Analysis Services
11 58 (7.09%) Text Mining
12 52 (6.36%) BusinessObjects
12 52 (6.36%) Power BI
13 50 (6.11%) MongoDB
14 44 (5.38%) MS Access
14 44 (5.38%) QlikView
15 38 (4.65%) Apache Cassandra
16 32 (3.91%) HBase
17 31 (3.79%) MySQL
18 30 (3.67%) OLAP
Development Applications
1 17 (2.08%) Git (software)
2 16 (1.96%) JIRA
3 13 (1.59%) Ant
3 13 (1.59%) Gradle
3 13 (1.59%) Maven
4 12 (1.47%) Jenkins
5 7 (0.86%) Atlassian Bamboo
6 6 (0.73%) Travis CI
7 4 (0.49%) RStudio
7 4 (0.49%) Talend Open Studio
8 3 (0.37%) ERwin
8 3 (0.37%) JUnit
8 3 (0.37%) MagicDraw
8 3 (0.37%) Vagrant
8 3 (0.37%) Yeoman
9 2 (0.24%) Balsamiq Mockups
9 2 (0.24%) Eclipse
10 1 (0.12%) Bitbucket
10 1 (0.12%) JIRA Agile
10 1 (0.12%) Visual Studio
General
1 201 (24.57%) Finance
2 117 (14.30%) Marketing
3 63 (7.70%) Retail
4 53 (6.48%) Legal
5 39 (4.77%) Banking
5 39 (4.77%) Telecoms
6 25 (3.06%) Advertising
6 25 (3.06%) Games
7 21 (2.57%) Manufacturing
8 12 (1.47%) Electronics
9 11 (1.34%) Billing
9 11 (1.34%) Retail Banking
10 8 (0.98%) Investment Banking
10 8 (0.98%) Pharmaceutical
11 7 (0.86%) Law
12 5 (0.61%) Automotive
13 4 (0.49%) Back Office
14 3 (0.37%) Front Office
15 2 (0.24%) Aerospace
15 2 (0.24%) Financial Institution
Job Titles
1 227 (27.75%) Data Scientist
2 220 (26.89%) Analyst
3 144 (17.60%) Developer
4 94 (11.49%) Data Analyst
5 55 (6.72%) Consultant
6 43 (5.26%) Business Intelligence Analyst
7 42 (5.13%) Business Intelligence Developer
8 41 (5.01%) Java Developer
9 40 (4.89%) Senior Data Scientist
9 40 (4.89%) SQL Analyst
10 39 (4.77%) Business Analyst
11 33 (4.03%) Data Engineer
11 33 (4.03%) SQL Developer
12 30 (3.67%) SQL Data Analyst
13 27 (3.30%) Insight Analyst
14 25 (3.06%) Senior Analyst
15 21 (2.57%) Big Data Engineer
15 21 (2.57%) SQL BI Developer
16 20 (2.44%) Data Manager
17 19 (2.32%) Technical Analyst
Libraries, Frameworks & Software Standards
1 94 (11.49%) Natural Language Processing
2 45 (5.50%) .NET
3 43 (5.26%) HTML
4 42 (5.13%) Web Services
5 35 (4.28%) Spring
6 30 (3.67%) REST
7 29 (3.55%) JMS
7 29 (3.55%) Kafka
8 28 (3.42%) scikit-learn
9 25 (3.06%) SOAP
10 24 (2.93%) Hibernate
10 24 (2.93%) MDX
11 23 (2.81%) J2EE
12 21 (2.57%) Node.js
12 21 (2.57%) Pandas
12 21 (2.57%) XML
13 19 (2.32%) AngularJS
13 19 (2.32%) D3.js
14 17 (2.08%) CSS
15 14 (1.71%) NumPy
Miscellaneous
1 282 (34.47%) Analytical Skills
2 173 (21.15%) Algorithms
3 169 (20.66%) Computer Science
4 49 (5.99%) Data Structures
5 38 (4.65%) Management Information System
6 30 (3.67%) Mobile App
6 30 (3.67%) Virtual Team
7 21 (2.57%) User Experience
8 20 (2.44%) Fintech
9 16 (1.96%) Credit Risk
9 16 (1.96%) Social Media
10 14 (1.71%) Cloud Native
10 14 (1.71%) Social Network
11 12 (1.47%) Fixed Income
12 9 (1.10%) Greenfield Project
12 9 (1.10%) Life Science
13 8 (0.98%) Hedge funds
14 6 (0.73%) Client/Server
14 6 (0.73%) Derivative
14 6 (0.73%) Reference Data
Operating Systems
1 65 (7.95%) Linux
2 26 (3.18%) Unix
3 15 (1.83%) Android
3 15 (1.83%) Apple iOS
4 14 (1.71%) Windows
5 6 (0.73%) CentOS
6 5 (0.61%) Red Hat Enterprise Linux
6 5 (0.61%) Windows 7
7 1 (0.12%) Debian
7 1 (0.12%) Windows 10
Processes & Methodologies
1 384 (46.94%) Analytics
2 271 (33.13%) Machine Learning
3 221 (27.02%) Business Intelligence
4 199 (24.33%) Statistics
5 175 (21.39%) Data Modelling
6 170 (20.78%) Data Analysis
7 164 (20.05%) Agile Software Development
8 163 (19.93%) Mathematics
9 155 (18.95%) Visualisation
10 133 (16.26%) ETL
11 130 (15.89%) Data Visualisation
12 97 (11.86%) Data Management
13 88 (10.76%) Data Analytics
14 84 (10.27%) Statistical Modelling
15 81 (9.90%) Predictive Modelling
16 73 (8.92%) Statistical Analysis
17 67 (8.19%) Physics
18 60 (7.33%) Scrum
19 57 (6.97%) Actionable Insight
20 49 (5.99%) Software Engineering
Programming Languages
1 464 (56.72%) SQL
2 289 (35.33%) Python
3 195 (23.84%) R
4 166 (20.29%) Java
5 83 (10.15%) Scala
6 78 (9.54%) T-SQL
7 73 (8.92%) VBA
8 69 (8.44%) C++
9 50 (6.11%) JavaScript
9 50 (6.11%) MATLAB
10 40 (4.89%) C
11 36 (4.40%) Perl
12 32 (3.91%) C#
13 30 (3.67%) PHP
14 23 (2.81%) VB
15 20 (2.44%) PL/SQL
16 18 (2.20%) Data Analysis Expressions (DAX)
16 18 (2.20%) Shell Script
17 16 (1.96%) Groovy
18 15 (1.83%) Ruby
Qualifications
1 238 (29.10%) Degree
2 113 (13.81%) PhD
3 50 (6.11%) Computer Science Degree
4 45 (5.50%) Master's Degree
5 37 (4.52%) Numerate Degree
6 21 (2.57%) Microsoft Certification
7 11 (1.34%) Postgraduate
7 11 (1.34%) Security Cleared
8 10 (1.22%) Sun Certification
9 6 (0.73%) DV Cleared
9 6 (0.73%) RHCA
9 6 (0.73%) SC Cleared
10 2 (0.24%) ACCA
10 2 (0.24%) CCA
10 2 (0.24%) CCNA
10 2 (0.24%) CIMA
10 2 (0.24%) Cisco Certification
10 2 (0.24%) ITIL Foundation Certificate
10 2 (0.24%) MBA
Quality Assurance & Compliance
1 45 (5.50%) Data Quality
2 35 (4.28%) QA
3 6 (0.73%) SLA
4 5 (0.61%) MiFID
5 2 (0.24%) ISO 20022
5 2 (0.24%) PMO
6 1 (0.12%) Actionable Recommendations
6 1 (0.12%) IFRS
6 1 (0.12%) IFRS 9
System Software
1 13 (1.59%) Docker
2 11 (1.34%) HDFS
3 10 (1.22%) Virtual Machines
4 8 (0.98%) Apache Flume
5 6 (0.73%) KVM
5 6 (0.73%) Oracle RAC
5 6 (0.73%) VMware Infrastructure
6 3 (0.37%) VirtualBox
7 2 (0.24%) Active Directory
8 1 (0.12%) Apache ZooKeeper
8 1 (0.12%) Virtual Servers
Systems Management
1 9 (1.10%) Ambari
2 6 (0.73%) EnCase
3 5 (0.61%) Mesos
3 5 (0.61%) Oozie
4 2 (0.24%) Cobbler
4 2 (0.24%) Puppet
5 1 (0.12%) Hadoop YARN
5 1 (0.12%) Kibana
Vendors
1 119 (14.55%) Microsoft
2 106 (12.96%) Oracle
3 101 (12.35%) Tableau
4 48 (5.87%) SAP
5 42 (5.13%) Google
6 21 (2.57%) IBM
7 16 (1.96%) Teradata
8 15 (1.83%) MicroStrategy
9 11 (1.34%) Adobe
10 10 (1.22%) Cloudera
10 10 (1.22%) Cognos
11 9 (1.10%) Hortonworks
11 9 (1.10%) MapR
12 7 (0.86%) Facebook
12 7 (0.86%) Hyperion
12 7 (0.86%) Informatica
13 6 (0.73%) Cisco
13 6 (0.73%) Red Hat
13 6 (0.73%) Salesforce.com
13 6 (0.73%) TIBCO
North London
Understanding Recruitment
Salary: £45000.00 - £50000.00 per annum + Excellent Benefits
Posted: 10 hours ago
Cambridge, Cambridgeshire
Amazing Prospects Ltd
Salary: £25k - 50k per year + The Very Best+ Top Prospects!!
Posted: Yesterday
Taunton, Somerset
Searchability
Salary: £49000 - £55000 per annum + Benefits
Posted: 54 minutes ago
Taunton, Somerset
Redrock Consulting Ltd
Salary: £45000 - £60000 per annum + 20% pension
Posted: 1 hour ago
Birmingham, West Midlands (County)
Redrock Consulting Ltd
Salary: £30000.00 per annum
Posted: Yesterday
Chester, Cheshire
Searchability
Salary: £35000 - £45000 per annum + Benefits
Posted: 2 days ago
Chester, Cheshire
Searchability
Salary: £25000 - £35000 per annum + Benefits
Posted: 2 days ago
Midlands
Morson International
Salary: £20000 - £25000 per annum
Posted: 2 days ago
Bristol, Avon
People Source Consulting
Salary: £40000 - £70000 per annum + Benefits
Posted: Yesterday
City, London
TEKsystems
Salary: £80000 - £90000 per annum
Posted: 2 days ago
Wellingborough, Northamptonshire
Latcom Ltd
Salary: From £25,000 to £25,000 per annum + Training + Excellent Pension + Ben
Posted: 2 days ago
Cambridge, Cambridgeshire
Edgar Cowen
Salary: £45000 - £55000 per annum
Posted: 2 days ago
Welwyn Garden City, Hertfordshire
Deerfoot IT Resources Ltd
Salary: £24000 - £27000 per annum + Benefits Package
Posted: Yesterday
Sheffield, South Yorkshire
The Floow
Salary: From £28,000 to £40,000 per annum & Bonus
Posted: 2 days ago
London
Square One Resources
Salary: From £60,000 to £70,000 per annum
Posted: 2 days ago
West London
Durlston Partners
Salary: From £90,000 to £110,000 per annum Excellent Bonus and Benefits
Posted: 2 days ago
Cambridge, Cambridgeshire
Edgar Cowen
Salary: £23000 - £35000 per annum
Posted: 2 days ago
Sheffield, South Yorkshire
Engage PSG
Salary: £45000 - £65000 per annum
Posted: 5 days ago
Leeds, West Yorkshire
4it Recruitment Ltd
Salary: From £50,000 to £60,000 per annum plus excellent additional benefits
Posted: 5 days ago
Cambridge, Cambridgeshire
Edgar Cowen
Salary: £48000 - £50000 per annum
Posted: 2 days ago
Oxford, Oxfordshire
Understanding Recruitment
Salary: £80000 - £90000 per annum + bonus, bens
Posted: 2 days ago
London
Opus Recruitment Solutions Ltd
Salary: £90000 - £110000 per annum, Benefits Excellent Benefits and Bonus
Posted: 5 days ago
City, London
Miller Maxwell Ltd
Salary: From £45,000 to £70,000 per annum
Posted: Yesterday
Stockport, Cheshire
BOSCH Automotive Service Solutions
Salary: £Competitive + Benefits
Posted: Yesterday
City, London
TEKsystems
Salary: £70000 - £90000 per annum
Posted: 6 days ago
London
comparethemarket.com
Salary: Up to £68,000 per annum
Posted: 12 days ago
Lichfield, Staffordshire
Computer People
Salary: £30000.00 - £40000.00 per annum
Posted: 6 days ago
City, London
GTA
Posted: 15 days ago
City, London
GTA
Posted: 15 days ago
London
Harvey Nash plc
Salary: £75000 - £85000 per annum
Posted: 5 days ago