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

Data Mining
UK / England
3 months to
24 Jun 2017
Same period 2016 Same period 2015
Rank 515 490 504
Rank change year-on-year -25 +14  
Permanent jobs citing Data Mining 387 470 509
As % of all permanent IT jobs advertised in England 0.47% 0.51% 0.49%
As % of the Database & Business Intelligence category 1.52% 1.69% 1.50%
Number of salaries quoted 328 412 363
Median salary £55,000 £55,000 £50,000
Median salary % change year-on-year - +10.00%  
90% offered a salary of more than £32,500 £35,000 £32,500
10% offered a salary of more than £72,500 £93,850 £75,000
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 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 25379 27738 33953
As % of all permanent IT job vacancies advertised in England 30.69% 29.99% 32.65%
Number of salaries quoted 21587 23979 28983
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 £32,000
10% offered a salary of more than £75,000 £70,000 £75,000
UK excluding London median salary £42,500 £42,500 £41,500
% change year-on-year - +2.40%  

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 24 June 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 24 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
London -79 166 £60,000 - 27
South East +35 72 £65,000 +48.57% 4
Yorkshire +32 36 £55,000 +37.50% 7
North West -27 34 £44,250 +10.62% 5
East Midlands +30 22 £35,250 +0.71%
East of England -11 22 £40,000 -11.11% 7
West Midlands +20 15 £29,000 -37.29% 6
South West +13 15 £55,000 +10.00% 3
North East - 4 £42,500 -
Data Mining
UK

For the 6 months to 24 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 across the England region with a requirement for Data Mining.

1 426 (56.35%) SQL
2 349 (46.16%) Analytics
3 269 (35.58%) Python
4 258 (34.13%) Machine Learning
5 257 (33.99%) Big Data
5 257 (33.99%) Analytical Skills
6 220 (29.10%) Degree
7 198 (26.19%) Business Intelligence
8 195 (25.79%) Statistics
9 177 (23.41%) Hadoop
10 176 (23.28%) R
11 169 (22.35%) SAS
11 169 (22.35%) Finance
12 167 (22.09%) Data Warehouse
13 166 (21.96%) Java
14 162 (21.43%) Computer Science
15 161 (21.30%) Agile Software Development
16 159 (21.03%) Data Modelling
16 159 (21.03%) Algorithms
17 152 (20.11%) Mathematics
18 147 (19.44%) Visualisation
19 145 (19.18%) Data Analysis
20 129 (17.06%) ETL
21 126 (16.67%) Apache Spark
22 123 (16.27%) Data Visualisation
23 117 (15.48%) SQL Server
24 114 (15.08%) Microsoft
25 113 (14.95%) Microsoft Excel
26 106 (14.02%) PhD
26 106 (14.02%) Marketing

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
1 169 (22.35%) SAS
2 126 (16.67%) Apache Spark
3 26 (3.44%) Apache Pig
4 21 (2.78%) Apache
5 18 (2.38%) JBoss
6 12 (1.59%) Elasticsearch
6 12 (1.59%) WebLogic
6 12 (1.59%) WebSphere
7 11 (1.46%) Confluence
7 11 (1.46%) SharePoint
7 11 (1.46%) Tomcat
8 9 (1.19%) Apache Solr
9 7 (0.93%) Tornado
10 5 (0.66%) CMS
11 3 (0.40%) OpenStack
12 2 (0.26%) ArcGIS
12 2 (0.26%) IIS
12 2 (0.26%) IPython
12 2 (0.26%) MQSeries
13 1 (0.13%) SharePoint Server
Applications
1 113 (14.95%) Microsoft Excel
2 75 (9.92%) SPSS
3 21 (2.78%) Microsoft PowerPoint
4 16 (2.12%) Microsoft Office
4 16 (2.12%) MS Visio
5 12 (1.59%) Microsoft Project
6 7 (0.93%) SPSS Modeler
7 6 (0.79%) Spreadsheet
8 4 (0.53%) Stata
9 3 (0.40%) S-PLUS
10 1 (0.13%) EViews
10 1 (0.13%) Gephi
10 1 (0.13%) Weka
Business Applications
1 10 (1.32%) SAP Oil and Gas
2 8 (1.06%) SAP CO
2 8 (1.06%) SAP FI
2 8 (1.06%) SAP FI/CO
2 8 (1.06%) SAP FSCM
2 8 (1.06%) SAP MM
2 8 (1.06%) SAP PS
2 8 (1.06%) SAP SD
3 6 (0.79%) Relativity
4 5 (0.66%) Adobe Campaign
4 5 (0.66%) Eloqua
5 4 (0.53%) Oracle Applications
5 4 (0.53%) Oracle EBS
5 4 (0.53%) Oracle Financials
5 4 (0.53%) WebTrends
6 3 (0.40%) Oracle iProcurement
6 3 (0.40%) Oracle Payables
6 3 (0.40%) Oracle Receivables
6 3 (0.40%) Sentinel
6 3 (0.40%) Unica
Cloud Services
1 33 (4.37%) Google Analytics
2 30 (3.97%) Microsoft Azure
3 29 (3.84%) Amazon AWS
4 12 (1.59%) GitHub
5 11 (1.46%) Amazon S3
6 8 (1.06%) Adobe Analytics
6 8 (1.06%) Amazon EC2
7 7 (0.93%) SaaS
8 6 (0.79%) Amazon EMR
9 5 (0.66%) PaaS
10 4 (0.53%) Cortana Intelligence Suite
11 3 (0.40%) Google Cloud Platform
12 2 (0.26%) Amazon Kinesis
13 1 (0.13%) AdWords
13 1 (0.13%) Amazon SQS
13 1 (0.13%) Azure Data Factory
13 1 (0.13%) Azure Machine Learning
13 1 (0.13%) Cloud Computing
13 1 (0.13%) Office 365
13 1 (0.13%) SurveyMonkey
Communications & Networking
1 8 (1.06%) Internet
2 4 (0.53%) Extranet
3 2 (0.26%) SMS
4 1 (0.13%) Broadband
Database & Business Intelligence
1 257 (33.99%) Big Data
2 177 (23.41%) Hadoop
3 167 (22.09%) Data Warehouse
4 117 (15.48%) SQL Server
5 97 (12.83%) NoSQL
6 96 (12.70%) Relational Database
7 88 (11.64%) SQL Server Reporting Services
8 68 (8.99%) Apache Hive
8 68 (8.99%) SQL Server Integration Services
9 66 (8.73%) SQL Server Analysis Services
10 54 (7.14%) BusinessObjects
11 53 (7.01%) Text Mining
12 48 (6.35%) Power BI
13 47 (6.22%) MongoDB
14 43 (5.69%) QlikView
15 41 (5.42%) MS Access
16 36 (4.76%) Apache Cassandra
17 32 (4.23%) MySQL
18 31 (4.10%) HBase
19 28 (3.70%) PostgreSQL
Development Applications
1 16 (2.12%) Git (software)
2 15 (1.98%) JIRA
3 12 (1.59%) Ant
3 12 (1.59%) Gradle
3 12 (1.59%) Jenkins
3 12 (1.59%) Maven
4 6 (0.79%) Atlassian Bamboo
4 6 (0.79%) Travis CI
5 4 (0.53%) JUnit
5 4 (0.53%) RStudio
5 4 (0.53%) Talend Open Studio
6 3 (0.40%) Eclipse
6 3 (0.40%) Vagrant
6 3 (0.40%) Yeoman
7 2 (0.26%) Balsamiq Mockups
8 1 (0.13%) JIRA Agile
8 1 (0.13%) Oracle Forms
8 1 (0.13%) TestNG
8 1 (0.13%) Visual Studio
General
1 169 (22.35%) Finance
2 106 (14.02%) Marketing
3 49 (6.48%) Retail
4 37 (4.89%) Legal
5 33 (4.37%) Telecoms
6 27 (3.57%) Banking
7 25 (3.31%) Advertising
8 20 (2.65%) Games
9 18 (2.38%) Manufacturing
10 11 (1.46%) Billing
11 10 (1.32%) Electronics
12 8 (1.06%) Investment Banking
13 7 (0.93%) Pharmaceutical
14 5 (0.66%) Automotive
14 5 (0.66%) Back Office
14 5 (0.66%) Law
15 3 (0.40%) Front Office
16 2 (0.26%) Aerospace
16 2 (0.26%) Financial Institution
17 1 (0.13%) Music Industry
Job Titles
1 207 (27.38%) Data Scientist
2 199 (26.32%) Analyst
3 141 (18.65%) Developer
4 80 (10.58%) Data Analyst
5 48 (6.35%) Consultant
6 41 (5.42%) Business Intelligence Analyst
6 41 (5.42%) Java Developer
7 40 (5.29%) Business Intelligence Developer
8 39 (5.16%) Senior Data Scientist
9 36 (4.76%) SQL Analyst
10 33 (4.37%) Data Engineer
11 31 (4.10%) Business Analyst
12 30 (3.97%) SQL Developer
13 27 (3.57%) SQL Data Analyst
14 24 (3.17%) Insight Analyst
14 24 (3.17%) Senior Analyst
15 21 (2.78%) Big Data Engineer
16 19 (2.51%) SQL BI Developer
17 18 (2.38%) Agile Developer
17 18 (2.38%) Lead Developer
Libraries, Frameworks & Software Standards
1 88 (11.64%) Natural Language Processing
2 42 (5.56%) .NET
2 42 (5.56%) HTML
2 42 (5.56%) Web Services
3 37 (4.89%) Spring
4 30 (3.97%) REST
5 29 (3.84%) JMS
6 28 (3.70%) Kafka
6 28 (3.70%) scikit-learn
7 26 (3.44%) SOAP
8 24 (3.17%) MDX
9 23 (3.04%) Hibernate
9 23 (3.04%) Node.js
10 22 (2.91%) J2EE
11 21 (2.78%) Pandas
11 21 (2.78%) XML
12 19 (2.51%) AngularJS
12 19 (2.51%) D3.js
13 17 (2.25%) CSS
14 16 (2.12%) RESTful
Miscellaneous
1 257 (33.99%) Analytical Skills
2 162 (21.43%) Computer Science
3 159 (21.03%) Algorithms
4 50 (6.61%) Data Structures
5 36 (4.76%) Management Information System
6 28 (3.70%) Mobile App
6 28 (3.70%) Virtual Team
7 22 (2.91%) User Experience
8 20 (2.65%) Fintech
9 16 (2.12%) Social Media
10 14 (1.85%) Cloud Native
10 14 (1.85%) Social Network
11 13 (1.72%) Credit Risk
12 10 (1.32%) Fixed Income
13 9 (1.19%) Greenfield Project
13 9 (1.19%) Life Science
14 8 (1.06%) Hedge funds
15 6 (0.79%) Client/Server
15 6 (0.79%) CUDA
15 6 (0.79%) Data Centre
Operating Systems
1 66 (8.73%) Linux
2 26 (3.44%) Unix
3 15 (1.98%) Android
3 15 (1.98%) Apple iOS
4 14 (1.85%) Windows
5 6 (0.79%) CentOS
6 5 (0.66%) Red Hat Enterprise Linux
6 5 (0.66%) Windows 7
7 1 (0.13%) Debian
7 1 (0.13%) Windows 10
Processes & Methodologies
1 349 (46.16%) Analytics
2 258 (34.13%) Machine Learning
3 198 (26.19%) Business Intelligence
4 195 (25.79%) Statistics
5 161 (21.30%) Agile Software Development
6 159 (21.03%) Data Modelling
7 152 (20.11%) Mathematics
8 147 (19.44%) Visualisation
9 145 (19.18%) Data Analysis
10 129 (17.06%) ETL
11 123 (16.27%) Data Visualisation
12 83 (10.98%) Statistical Modelling
13 81 (10.71%) Data Analytics
14 79 (10.45%) Predictive Modelling
15 76 (10.05%) Data Management
16 68 (8.99%) Statistical Analysis
17 64 (8.47%) Physics
18 60 (7.94%) Scrum
19 54 (7.14%) Actionable Insight
20 52 (6.88%) Software Engineering
Programming Languages
1 426 (56.35%) SQL
2 269 (35.58%) Python
3 176 (23.28%) R
4 166 (21.96%) Java
5 82 (10.85%) Scala
6 76 (10.05%) T-SQL
7 72 (9.52%) VBA
8 70 (9.26%) C++
9 52 (6.88%) JavaScript
10 47 (6.22%) MATLAB
11 37 (4.89%) C
12 35 (4.63%) Perl
13 31 (4.10%) C#
14 29 (3.84%) PHP
15 20 (2.65%) PL/SQL
15 20 (2.65%) VB
16 18 (2.38%) Data Analysis Expressions (DAX)
17 17 (2.25%) Groovy
18 14 (1.85%) Shell Script
19 13 (1.72%) Ruby
Qualifications
1 220 (29.10%) Degree
2 106 (14.02%) PhD
3 48 (6.35%) Computer Science Degree
4 36 (4.76%) Master's Degree
4 36 (4.76%) Numerate Degree
5 21 (2.78%) Microsoft Certification
6 13 (1.72%) Security Cleared
7 11 (1.46%) Postgraduate
8 10 (1.32%) Sun Certification
9 8 (1.06%) DV Cleared
10 6 (0.79%) RHCA
10 6 (0.79%) SC Cleared
11 2 (0.26%) CCA
11 2 (0.26%) ITIL Foundation Certificate
11 2 (0.26%) MBA
12 1 (0.13%) ACCA
12 1 (0.13%) CIMA
Quality Assurance & Compliance
1 43 (5.69%) Data Quality
2 33 (4.37%) QA
3 5 (0.66%) MiFID
3 5 (0.66%) SLA
4 2 (0.26%) PMO
5 1 (0.13%) Actionable Recommendations
5 1 (0.13%) IFRS
5 1 (0.13%) IFRS 9
System Software
1 14 (1.85%) Docker
2 10 (1.32%) HDFS
3 9 (1.19%) Virtual Machines
4 7 (0.93%) Apache Flume
4 7 (0.93%) Oracle RAC
5 6 (0.79%) VMware Infrastructure
6 5 (0.66%) KVM
7 3 (0.40%) Active Directory
7 3 (0.40%) VirtualBox
8 1 (0.13%) Apache ZooKeeper
8 1 (0.13%) Virtual Servers
Systems Management
1 6 (0.79%) EnCase
2 5 (0.66%) Oozie
3 4 (0.53%) Mesos
4 1 (0.13%) Cobbler
4 1 (0.13%) Hadoop YARN
4 1 (0.13%) Kibana
4 1 (0.13%) Puppet
Vendors
1 114 (15.08%) Microsoft
2 100 (13.23%) Oracle
3 94 (12.43%) Tableau
4 45 (5.95%) SAP
5 39 (5.16%) Google
6 16 (2.12%) IBM
7 15 (1.98%) MicroStrategy
8 14 (1.85%) Teradata
9 10 (1.32%) Adobe
9 10 (1.32%) Cloudera
10 9 (1.19%) Hortonworks
10 9 (1.19%) MapR
11 7 (0.93%) Cognos
11 7 (0.93%) Hyperion
11 7 (0.93%) Salesforce.com
12 6 (0.79%) Cisco
12 6 (0.79%) Informatica
12 6 (0.79%) Nuix
12 6 (0.79%) Red Hat
12 6 (0.79%) TIBCO
Sheffield, South Yorkshire
Engage PSG
Salary: £45000 - £65000 per annum
Posted: Yesterday
Leeds, West Yorkshire
4it Recruitment Ltd
Salary: From £50,000 to £60,000 per annum plus excellent additional benefits
Posted: Yesterday
London
Opus Recruitment Solutions Ltd
Salary: £90000 - £110000 per annum, Benefits Excellent Benefits and Bonus
Posted: Yesterday
London
Cheapside DT
Posted: 4 days ago
Sheffield, South Yorkshire
Explore Group
Salary: £40000 - £60000 per annum
Posted: 3 days ago
Cambridge, Cambridgeshire
Amazing Prospects Ltd
Salary: £30k - 45k per year + Awesome Benefits+Prospects!
Posted: 4 days ago
City, London
TEKsystems
Salary: £70000 - £90000 per annum
Posted: 2 days ago
Birmingham, West Midlands (County)
Redrock Consulting Ltd
Salary: £30000.00 per annum
Posted: 2 days ago
London
Churchill Frank
Salary: £50000 - £65000 per annum
Posted: 4 days ago
Lichfield, Staffordshire
Computer People
Salary: £30000.00 - £40000.00 per annum
Posted: 2 days ago
Liverpool, Merseyside
Adria Solutions Ltd
Salary: £28000 - £35000 per annum + Benefits
Posted: 4 days ago
Sheffield, South Yorkshire
Affecto Recruitment Ltd
Salary: £35000 - £50000 per annum
Posted: 5 days ago
Welwyn Garden City, Hertfordshire
Deerfoot IT Resources Ltd
Salary: £24000 - £27000 per annum + Benefits Package
Posted: 3 days ago
London
Harvey Nash plc
Salary: £75000 - £85000 per annum
Posted: Yesterday
City, London
Eligo Recruitment Ltd
Salary: £80000 - £90000 per annum + Pension, Healthcare, Bonus
Posted: 5 days ago
London
comparethemarket.com
Salary: Up to £68,000 per annum
Posted: 8 days ago
London
Harrington Starr
Salary: £65000 - £85000 per annum + Bonus + Benefits
Posted: 6 days ago
Welwyn Garden City, Hertfordshire
TLP Consultancy Ltd.
Salary: £25000 - £27000 per annum + + benefits
Posted: 4 days ago
London
C4 Commerce
Salary: From £40,000 to £50,000 per annum
Posted: 4 days ago
Cambridge, Cambridgeshire
Edgar Cowen
Salary: £35000 - £45000 per annum
Posted: 5 days ago
London
Harrington Starr
Salary: £65000 - £75000 per annum + Benefits + Bonus
Posted: 6 days ago
City, London
GTA
Posted: 11 days ago
City, London
GTA
Posted: 11 days ago
North London
360 Resourcing Solutions
Salary: £23,000-£27,000 per annum
Posted: 3 days ago
Bristol, Avon
People Source Consulting
Salary: £40000 - £70000 per annum + Benefits
Posted: 5 days ago
Cambridge, Cambridgeshire
Edgar Cowen
Salary: £48000 - £50000 per annum
Posted: 5 days ago
North London
Linkpoint Resources
Salary: From £70,000 to £80,000 per annum Depending on exp. + Bonus
Posted: 3 days ago
Oxford, Oxfordshire
Understanding Recruitment
Salary: £80000 - £90000 per annum + bonus, bens
Posted: 5 days ago
Bristol, Avon
Bristol DT
Salary: £40000.00 - £80000.00 per annum
Posted: 23 days ago
Coventry, West Midlands (County)
The Coventry Building Society
Salary: £51,220 - 76,830 per year + Benefits
Posted: 19 days ago