The following table provides summary statistics for permanent job vacancies advertised in England 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 March 2017 with a comparison to the same period in the previous 2 years.

Data Mining
UK / England
3 months to
28 Mar 2017
Same period 2016 Same period 2015
Rank 507 456 527
Rank change year-on-year -51 +71  
Permanent jobs citing Data Mining 361 609 464
As % of all permanent IT jobs advertised in England 0.45% 0.62% 0.46%
As % of the Database & Business Intelligence category 1.48% 2.02% 1.47%
Number of salaries quoted 300 486 396
Median salary £55,000 £55,000 £47,500
Median salary % change year-on-year - +15.78%  
90% offered a salary of more than £32,500 £32,550 £29,500
10% offered a salary of more than £90,000 £85,000 £75,000
UK excluding London median salary £45,000 £41,500 £40,000
% change year-on-year +8.43% +3.75%  

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 advertised in England with a requirement for database and business intelligence skills.

Database & Business Intelligence Skills
England
Permanent job vacancies with a requirement for database and business intelligence skills 24409 30154 31662
As % of all permanent IT job vacancies advertised in England 30.49% 30.93% 31.30%
Number of salaries quoted 20967 25971 27087
Median salary £50,000 £50,000 £45,000
Median salary % change year-on-year - +11.11%  
90% offered a salary of more than £32,500 £32,500 £31,000
10% offered a salary of more than £75,000 £70,000 £71,600
UK excluding London median salary £42,500 £42,500 £40,000
% change year-on-year - +6.25%  

Data Mining
Job Vacancy Trend in England

The job posting trend of jobs advertised in England 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 England

Data Mining
Salary Trend in England

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

Salary trend for Data Mining in England

Data Mining
Salary Histogram in England

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

Salary histogram for Data Mining in England

Data Mining
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Mining within the England region over the 3 months to 28 March 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
London -54 187 £60,000 -7.69% 29
South East +44 75 £52,500 +16.66% 5
Yorkshire +25 25 £50,000 +25.00% 4
East of England +3 24 £61,413 +44.50% 5
North West -18 16 £37,500 - 4
West Midlands +52 14 £31,000 +12.72% 1
South West +15 13 £46,500 -15.45% 1
East Midlands -30 7 £33,000 -5.71% 1
Data Mining
UK

Data Mining
Top 30 Co-occurring IT Skills in England

For the 6 months to 28 March 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 across the England region with a requirement for Data Mining.

1 363 (54.34%) SQL
2 292 (43.71%) Analytics
3 248 (37.13%) Python
4 242 (36.23%) Machine Learning
5 217 (32.49%) Big Data
6 192 (28.74%) Degree
7 190 (28.44%) Statistics
8 181 (27.10%) Analytical Skills
9 164 (24.55%) Mathematics
10 163 (24.40%) Business Intelligence
11 160 (23.95%) Finance
12 154 (23.05%) Hadoop
13 151 (22.60%) Agile Software Development
14 150 (22.46%) R
15 149 (22.31%) Java
16 145 (21.71%) Computer Science
16 145 (21.71%) Algorithms
17 125 (18.71%) Data Warehouse
18 124 (18.56%) Visualisation
19 113 (16.92%) Data Analysis
20 112 (16.77%) SQL Server
21 111 (16.62%) Apache Spark
22 110 (16.47%) Relational Database
23 107 (16.02%) ETL
24 106 (15.87%) SAS
24 106 (15.87%) SQL Server Reporting Services
25 103 (15.42%) Data Modelling
26 95 (14.22%) MS Excel
27 91 (13.62%) Data Visualisation
28 88 (13.17%) Microsoft

Data Mining
Co-occurring IT Skills in England 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
1 111 (16.62%) Apache Spark
2 106 (15.87%) SAS
3 30 (4.49%) Apache Pig
4 13 (1.95%) Apache
5 12 (1.80%) JBoss
5 12 (1.80%) WebSphere
6 11 (1.65%) WebLogic
7 10 (1.50%) Elasticsearch
8 9 (1.35%) Tomcat
9 8 (1.20%) SharePoint
10 6 (0.90%) IIS
10 6 (0.90%) Tornado
11 4 (0.60%) Confluence
12 2 (0.30%) Apache Solr
12 2 (0.30%) CMS
12 2 (0.30%) MQSeries
12 2 (0.30%) OpenStack
13 1 (0.15%) Drupal
Applications
1 95 (14.22%) MS Excel
2 40 (5.99%) SPSS
3 14 (2.10%) Stata
4 12 (1.80%) MS Office
5 8 (1.20%) MS PowerPoint
5 8 (1.20%) MS Visio
6 4 (0.60%) S-PLUS
6 4 (0.60%) Spreadsheet
6 4 (0.60%) SPSS Modeler
7 3 (0.45%) MS Project
8 2 (0.30%) Weka
9 1 (0.15%) EViews
9 1 (0.15%) Gephi
Business Applications
1 8 (1.20%) Sentinel
2 7 (1.05%) Relativity
3 4 (0.60%) WebTrends
4 3 (0.45%) Eloqua
5 2 (0.30%) Adobe Campaign
5 2 (0.30%) Cognos Business Intelligence
5 2 (0.30%) Dynamics AX
5 2 (0.30%) SAP CO
5 2 (0.30%) SAP FI
5 2 (0.30%) SAP FI/CO
5 2 (0.30%) SAP FSCM
5 2 (0.30%) SAP MM
5 2 (0.30%) SAP PS
5 2 (0.30%) SAP SD
5 2 (0.30%) Unica
6 1 (0.15%) Dynamics CRM
6 1 (0.15%) Dynamics NAV
6 1 (0.15%) Oracle Applications
6 1 (0.15%) Oracle Assets
6 1 (0.15%) Oracle General Ledger
Cloud Services
1 33 (4.94%) Microsoft Azure
2 28 (4.19%) Amazon AWS
3 14 (2.10%) GitHub
4 13 (1.95%) Google Analytics
5 7 (1.05%) Amazon EC2
5 7 (1.05%) SaaS
6 6 (0.90%) Amazon S3
7 5 (0.75%) Amazon EMR
8 4 (0.60%) Data Lake Analytics
9 3 (0.45%) Google Cloud Platform
10 2 (0.30%) Amazon Kinesis
10 2 (0.30%) PaaS
10 2 (0.30%) Responsys
11 1 (0.15%) Amazon SQS
11 1 (0.15%) Cloud Computing
11 1 (0.15%) Office 365
Communications & Networking
1 5 (0.75%) Internet
2 2 (0.30%) Firewall
3 1 (0.15%) Extranet
Database & Business Intelligence
1 217 (32.49%) Big Data
2 154 (23.05%) Hadoop
3 125 (18.71%) Data Warehouse
4 112 (16.77%) SQL Server
5 110 (16.47%) Relational Database
6 106 (15.87%) SQL Server Reporting Services
7 87 (13.02%) NoSQL
8 70 (10.48%) SQL Server Integration Services
9 60 (8.98%) Power BI
10 57 (8.53%) Apache Hive
11 55 (8.23%) SQL Server Analysis Services
12 53 (7.93%) BusinessObjects
13 52 (7.78%) MongoDB
14 46 (6.89%) MySQL
15 38 (5.69%) QlikView
16 29 (4.34%) PostgreSQL
16 29 (4.34%) Text Mining
17 28 (4.19%) Apache Cassandra
17 28 (4.19%) SQL Server 2014
18 25 (3.74%) RDBMS
Development Applications
1 18 (2.69%) Git (software)
2 17 (2.54%) Talend Open Studio
3 11 (1.65%) Ant
3 11 (1.65%) Gradle
3 11 (1.65%) Maven
4 10 (1.50%) Jenkins
5 8 (1.20%) JIRA
6 5 (0.75%) JUnit
7 4 (0.60%) Eclipse
7 4 (0.60%) RStudio
8 3 (0.45%) Vagrant
8 3 (0.45%) Yeoman
9 2 (0.30%) Balsamiq Mockups
9 2 (0.30%) Visual Studio
10 1 (0.15%) Oracle Forms
10 1 (0.15%) Team Foundation Server
10 1 (0.15%) TestNG
General
1 160 (23.95%) Finance
2 70 (10.48%) Marketing
3 38 (5.69%) Legal
4 33 (4.94%) Retail
5 27 (4.04%) Banking
6 17 (2.54%) Telecoms
7 14 (2.10%) Advertising
7 14 (2.10%) Games
8 10 (1.50%) Billing
9 9 (1.35%) Back Office
10 6 (0.90%) Pharmaceutical
11 5 (0.75%) Law
12 4 (0.60%) Front Office
12 4 (0.60%) Manufacturing
12 4 (0.60%) Publishing
13 3 (0.45%) Automotive
13 3 (0.45%) Financial Institution
14 2 (0.30%) Aerospace
14 2 (0.30%) Investment Banking
14 2 (0.30%) Retail Banking
Job Titles
1 190 (28.44%) Data Scientist
2 165 (24.70%) Analyst
3 144 (21.56%) Developer
4 65 (9.73%) Data Analyst
5 49 (7.34%) Business Analyst
6 46 (6.89%) Consultant
7 45 (6.74%) Java Developer
8 37 (5.54%) Senior Data Scientist
9 30 (4.49%) SQL Analyst
10 29 (4.34%) Business Intelligence Developer
11 28 (4.19%) Software Engineer
12 27 (4.04%) Data Engineer
12 27 (4.04%) Technical Business Analyst
13 26 (3.89%) Python Developer
13 26 (3.89%) SQL Data Analyst
13 26 (3.89%) Technical Analyst
14 22 (3.29%) Business Intelligence Analyst
15 21 (3.14%) Junior
16 19 (2.84%) Oracle Developer
17 18 (2.69%) Business Intelligence Consultant
Libraries, Frameworks & Software Standards
1 50 (7.49%) Natural Language Processing
2 42 (6.29%) XML
3 41 (6.14%) MDX
4 34 (5.09%) .NET
4 34 (5.09%) scikit-learn
5 30 (4.49%) Pandas
6 27 (4.04%) Web Services
7 26 (3.89%) JMS
7 26 (3.89%) Spring
8 24 (3.59%) Node.js
8 24 (3.59%) NumPy
9 21 (3.14%) REST
9 21 (3.14%) RESTful
10 20 (2.99%) HTML
11 19 (2.84%) SOAP
12 16 (2.40%) J2EE
13 15 (2.25%) D3.js
13 15 (2.25%) Hibernate
14 14 (2.10%) Boost C++ Libraries
14 14 (2.10%) Flask
Miscellaneous
1 181 (27.10%) Analytical Skills
2 145 (21.71%) Algorithms
2 145 (21.71%) Computer Science
3 56 (8.38%) Data Structures
4 27 (4.04%) User Experience
5 24 (3.59%) Management Information System
6 19 (2.84%) Fintech
7 18 (2.69%) Virtual Team
8 17 (2.54%) Credit Risk
9 16 (2.40%) Hedge funds
10 14 (2.10%) CUDA
11 13 (1.95%) Social Media
12 11 (1.65%) Mobile App
12 11 (1.65%) Social Network
13 10 (1.50%) Field-Programmable Gate Array
13 10 (1.50%) Fixed Income
14 7 (1.05%) Client/Server
14 7 (1.05%) Cloud Native
14 7 (1.05%) Data Centre
15 6 (0.90%) Derivative
Operating Systems
1 58 (8.68%) Linux
2 24 (3.59%) Unix
3 13 (1.95%) Windows
4 8 (1.20%) Android
4 8 (1.20%) Apple iOS
5 5 (0.75%) Windows 7
6 4 (0.60%) CentOS
6 4 (0.60%) Red Hat Enterprise Linux
7 3 (0.45%) Windows Server
8 1 (0.15%) AIX
8 1 (0.15%) Debian
8 1 (0.15%) HPUX
8 1 (0.15%) Windows Server 2008
Processes & Methodologies
1 292 (43.71%) Analytics
2 242 (36.23%) Machine Learning
3 190 (28.44%) Statistics
4 164 (24.55%) Mathematics
5 163 (24.40%) Business Intelligence
6 151 (22.60%) Agile Software Development
7 124 (18.56%) Visualisation
8 113 (16.92%) Data Analysis
9 107 (16.02%) ETL
10 103 (15.42%) Data Modelling
11 91 (13.62%) Data Visualisation
12 83 (12.43%) Data Analytics
13 72 (10.78%) Software Engineering
14 70 (10.48%) Statistical Modelling
15 56 (8.38%) Predictive Modelling
16 55 (8.23%) Physics
17 51 (7.63%) Statistical Analysis
18 48 (7.19%) Mentoring
19 44 (6.59%) Actionable Insight
20 42 (6.29%) Scrum
Programming Languages
1 363 (54.34%) SQL
2 248 (37.13%) Python
3 150 (22.46%) R
4 149 (22.31%) Java
5 82 (12.28%) T-SQL
6 68 (10.18%) C++
7 59 (8.83%) Scala
8 56 (8.38%) JavaScript
9 49 (7.34%) VBA
10 38 (5.69%) C#
11 33 (4.94%) MATLAB
12 32 (4.79%) Perl
13 26 (3.89%) PL/SQL
14 25 (3.74%) Data Analysis Expressions (DAX)
15 23 (3.44%) PHP
16 21 (3.14%) C
17 15 (2.25%) Groovy
18 14 (2.10%) VB
19 11 (1.65%) Ruby
20 8 (1.20%) Lua
Qualifications
1 192 (28.74%) Degree
2 85 (12.72%) PhD
3 21 (3.14%) Microsoft Certification
4 19 (2.84%) Security Cleared
5 18 (2.69%) DV Cleared
6 4 (0.60%) RHCA
6 4 (0.60%) Sun Certification
7 2 (0.30%) CCA
7 2 (0.30%) CISM
7 2 (0.30%) CISSP
7 2 (0.30%) ITIL Foundation Certificate
7 2 (0.30%) PMI Certification
7 2 (0.30%) Postgraduate
8 1 (0.15%) ISEB
8 1 (0.15%) ISEB Practitioner
8 1 (0.15%) MBA
8 1 (0.15%) MCSA
8 1 (0.15%) SC Cleared
Quality Assurance & Compliance
1 36 (5.39%) Data Quality
2 18 (2.69%) QA
3 4 (0.60%) MiFID
4 2 (0.30%) SLA
5 1 (0.15%) Dodd-Frank
5 1 (0.15%) EMIR
5 1 (0.15%) IFRS
5 1 (0.15%) IFRS 9
5 1 (0.15%) PMO
System Software
1 10 (1.50%) Docker
2 8 (1.20%) Oracle RAC
3 7 (1.05%) Virtual Machines
4 5 (0.75%) Active Directory
5 4 (0.60%) HDFS
5 4 (0.60%) VMware Infrastructure
6 3 (0.45%) KVM
6 3 (0.45%) VirtualBox
7 2 (0.30%) Apache Flume
8 1 (0.15%) Apache ZooKeeper
8 1 (0.15%) Virtual Servers
Systems Management
1 6 (0.90%) EnCase
2 3 (0.45%) Oozie
3 2 (0.30%) HP Quality Center
4 1 (0.15%) Hadoop YARN
4 1 (0.15%) Oracle Enterprise Manager
4 1 (0.15%) Oracle RMAN
Vendors
1 88 (13.17%) Microsoft
2 84 (12.57%) Oracle
3 71 (10.63%) Tableau
4 18 (2.69%) Google
5 17 (2.54%) SAP
5 17 (2.54%) Talend
6 12 (1.80%) Salesforce.com
7 11 (1.65%) Teradata
8 10 (1.50%) Cognos
8 10 (1.50%) IBM
8 10 (1.50%) Vertica
9 8 (1.20%) Informatica
10 7 (1.05%) Hortonworks
11 6 (0.90%) MicroStrategy
11 6 (0.90%) Nuix
11 6 (0.90%) VMware
12 5 (0.75%) Cloudera
12 5 (0.75%) JD Edwards
12 5 (0.75%) Red Hat
12 5 (0.75%) Splunk
London
Parallel Consulting
Salary: £45000 - £55000 per annum
Posted: 4 hours ago
City, London
Codex
Salary: From £40,000 to £60,000 per annum
Posted: Yesterday
London
Venturi
Salary: £55000 - £80000 per annum + company benefits
Posted: 5 hours ago
London
BAE SYSTEMS
Salary: Competitive + Benefits
Posted: 1 hour ago
South East
Experis Ltd
Salary: £45000.00 per annum + Bonus & Benefits
Posted: 22 hours ago
Cambridge, Cambridgeshire
Amazing Prospects Ltd
Salary: From £30,000 to £50,000 per annum fantastic salary and prospects (Top
Posted: 22 hours ago
Leeds, West Yorkshire
4it Recruitment Ltd
Salary: From £50,000 to £60,000 per annum plus excellent additional benefits
Posted: 4 days ago
Hemel Hempstead, Hertfordshire
Churchill Frank
Salary: £75000 - £90000 per annum
Posted: 5 days ago
City of London
Michael Page Technology
Salary: £40000 - £65000 per annum + bonus
Posted: 5 days ago
London
Churchill Frank
Salary: £30000 - £40000 per annum
Posted: 6 days ago
Leeds, West Yorkshire
Oxbridge Answers
Salary: 45000
Posted: 3 days ago
Cambridge, Cambridgeshire
ECM Selection
Salary: to £60k DoE + options
Posted: 3 days ago
London
Churchill Frank
Salary: £50000 - £60000 per annum
Posted: 10 days ago
Manchester, Lancashire
Lorien Resourcing
Posted: 5 days ago
Oxfordshire
Churchill Frank
Salary: £60000 - £70000 per annum + benefits
Posted: 9 days ago
London
Big Wednesday Digital Ltd
Salary: Negotiable
Posted: 5 days ago
Cambridge, Cambridgeshire
IT Connections
Salary: 30,000 - 40,000
Posted: 3 days ago
London
Big Wednesday Digital Ltd
Salary: Negotiable
Posted: 5 days ago
Leeds, West Yorkshire
Ampersand Consulting
Salary: £35000 - £37000 per annum + Fantastic Benefits
Posted: 6 days ago
London
Big Wednesday Digital Ltd
Salary: Negotiable
Posted: 5 days ago
Nottinghamshire
Experian
Posted: 8 days ago
London
myBench Ltd
Salary: From £70,000 to £90,000 per annum
Posted: 8 days ago
London
myBench Ltd
Salary: From £35,000 to £50,000 per annum
Posted: 8 days ago
Reading, Oxfordshire
Oracle
Salary: Competitive
Posted: 10 days ago
City, London
Big Wednesday Digital Ltd
Salary: negotiable
Posted: 5 days ago
Leeds
Hays Specialist Recruitment
Salary: £40000.00 - £45000.00 per annum
Posted: 13 days ago
London
Energize Recruitment Solutions Ltd
Salary: £50000 - £75000 per annum + bonus +benefits
Posted: 15 days ago
Warwickshire
Verticality Ltd
Salary: £18000 - £21000 per annum, Benefits Benefits
Posted: 4 days ago
Wiltshire
Churchill Frank
Posted: 20 days ago
Staines
Centrica
Salary: £100,000 - including bonus
Posted: 21 days ago