The table below looks at the statistics for Data Mining skills in IT jobs advertised for the England region. Included is a guide to the salaries offered in IT jobs that have cited Data Mining over the 3 months to 3 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
3 Dec 2016
Same period 2015 Same period 2014
Data Mining
Rank 551 467 527
Rank change year-on-year
-84 +60
Permanent jobs citing Data Mining 321 569 497
As % of all permanent IT jobs located in England 0.38% 0.57% 0.46%
As % of the Database & Business Intelligence category 1.28% 1.77% 1.51%
Number of salaries quoted 271 453 419
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 £32,500
10% offered a salary of more than £87,500 £75,000 £72,500
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%
Data Mining
UK

The following table is for comparison with the above and provides statistics for the entire Database & Business Intelligence category in permanent jobs advertised in the England region.

Database & Business Intelligence Category
England
Permanent IT job ads with a match in the
Database & Business Intelligence category
24981 32192 32957
As % of all permanent IT jobs located in England 29.80% 32.03% 30.54%
Number of salaries quoted 21569 27378 28328
Median salary £50,000 £47,850 £45,000
Median salary % change year-on-year
+4.49% +6.33%
90% offered a salary of more than £32,500 £32,500 £30,000
10% offered a salary of more than £75,000 £70,000 £72,500
UK excluding London median salary £45,000 £42,500 £40,000
% change year-on-year
+5.88% +6.25%

Data Mining
Jobs Demand Trend in England

The demand trend of job ads across the England region 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 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 across the England region.

Data Mining Salary Trend in England

Data Mining
Salary Histogram in England

This chart provides a salary histogram for IT jobs citing Data Mining across the England region over the 3 months to 3 December 2016.

Data Mining Salary Histogram 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 3 December 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
London -35 178 £65,000 +8.33% 26
North West +2 44 £35,000 -17.64% 11
South East -29 43 £50,000 - 5
South West +10 22 £50,000 +56.25% 2
East of England +20 16 £47,500 +26.66% 5
East Midlands +15 12 £41,250 -17.50% 1
Yorkshire -12 5 £35,000 -12.50% 3
West Midlands -35 3 £50,000 +83.48% 4
North East +5 1 £30,000 +15.38% 1
Data Mining
UK

Data Mining
Top 30 Related IT Skills in England

For the 6 months to 3 December 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 across the England region with a requirement for Data Mining.

1 400 (51.02%) SQL
2 370 (47.19%) Analytics
3 280 (35.71%) Python
4 247 (31.51%) Machine Learning
5 239 (30.48%) Big Data
6 223 (28.44%) Business Intelligence
7 206 (26.28%) Statistics
8 205 (26.15%) Degree
9 204 (26.02%) Analytical Skills
10 181 (23.09%) Finance
11 172 (21.94%) R
12 165 (21.05%) SQL Server
13 163 (20.79%) Agile Software Development
13 163 (20.79%) Algorithms
14 156 (19.90%) Java
15 155 (19.77%) Mathematics
16 152 (19.39%) Visualisation
17 151 (19.26%) Data Warehouse
18 142 (18.11%) Computer Science
18 142 (18.11%) Data Analysis
19 137 (17.47%) Hadoop
20 135 (17.22%) Microsoft
21 128 (16.33%) Relational Database
22 123 (15.69%) ETL
23 122 (15.56%) Data Analytics
24 120 (15.31%) SQL Server Reporting Services
25 114 (14.54%) Marketing
26 107 (13.65%) SQL Server Integration Services
27 105 (13.39%) Data Modelling
28 103 (13.14%) PhD

Data Mining
Top Related 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
1 102 (13.01%) SAS
2 100 (12.76%) Apache Spark
3 39 (4.97%) Apache Pig
4 13 (1.66%) Apache
5 11 (1.40%) Elasticsearch
6 9 (1.15%) SharePoint
7 6 (0.77%) CICS
7 6 (0.77%) JBoss
7 6 (0.77%) Oracle SOA Suite
7 6 (0.77%) WebSphere
8 5 (0.64%) GlassFish
8 5 (0.64%) Tomcat
8 5 (0.64%) WebLogic
9 3 (0.38%) ColdFusion
9 3 (0.38%) OpenStack
10 2 (0.26%) Drupal
11 1 (0.13%) CMS
11 1 (0.13%) SharePoint Server
Applications
1 100 (12.76%) MS Excel
2 52 (6.63%) SPSS
3 32 (4.08%) MS Office
4 20 (2.55%) MS PowerPoint
5 16 (2.04%) Stata
6 7 (0.89%) Spreadsheet
7 3 (0.38%) MS Visio
8 2 (0.26%) CPLEX
8 2 (0.26%) S-PLUS
9 1 (0.13%) Weka
Business Applications
1 10 (1.28%) Sentinel
2 8 (1.02%) Relativity
3 4 (0.51%) Dynamics CRM
4 3 (0.38%) Oracle AML
4 3 (0.38%) WebTrends
5 2 (0.26%) Adobe Campaign
5 2 (0.26%) Eloqua
5 2 (0.26%) FastStats
5 2 (0.26%) Investran
5 2 (0.26%) Unica
6 1 (0.13%) Cognos Business Intelligence
6 1 (0.13%) Infor CRM
6 1 (0.13%) Maximo
6 1 (0.13%) Oracle Assets
6 1 (0.13%) Oracle CRM
6 1 (0.13%) Oracle General Ledger
6 1 (0.13%) Oracle Subledger Accounting
6 1 (0.13%) Pivotal CRM
6 1 (0.13%) SAP CRM
6 1 (0.13%) Scribe Insight
Cloud Services
1 40 (5.10%) Microsoft Azure
2 32 (4.08%) Amazon AWS
3 18 (2.30%) Amazon EC2
4 14 (1.79%) Amazon S3
5 13 (1.66%) Office 365
6 12 (1.53%) Google Analytics
7 11 (1.40%) Data Lake Analytics
8 10 (1.28%) Amazon EMR
8 10 (1.28%) GitHub
9 7 (0.89%) Adobe Analytics
10 5 (0.64%) Amazon ELB
10 5 (0.64%) AWS Elastic Beanstalk
11 4 (0.51%) AdWords
11 4 (0.51%) SaaS
12 3 (0.38%) Google Cloud Platform
13 2 (0.26%) Amazon Kinesis
13 2 (0.26%) AWS Lambda
13 2 (0.26%) PaaS
13 2 (0.26%) Responsys
14 1 (0.13%) Google Tag Manager
Communications & Networking
1 7 (0.89%) Firewall
2 5 (0.64%) Cisco Nexus
2 5 (0.64%) Internet
2 5 (0.64%) TCP/IP
3 4 (0.51%) Cisco ASA
3 4 (0.51%) Network Security
4 2 (0.26%) Intranet
4 2 (0.26%) LAN
4 2 (0.26%) WAN
5 1 (0.13%) DNS
5 1 (0.13%) Fibre Channel
5 1 (0.13%) HTTPS
5 1 (0.13%) LDAP
5 1 (0.13%) SAN
5 1 (0.13%) TACACS
5 1 (0.13%) VLAN
5 1 (0.13%) VoIP
Database & Business Intelligence
1 239 (30.48%) Big Data
2 165 (21.05%) SQL Server
3 151 (19.26%) Data Warehouse
4 137 (17.47%) Hadoop
5 128 (16.33%) Relational Database
6 120 (15.31%) SQL Server Reporting Services
7 107 (13.65%) SQL Server Integration Services
8 82 (10.46%) MySQL
9 72 (9.18%) Power BI
10 71 (9.06%) SQL Server Analysis Services
11 70 (8.93%) NoSQL
12 51 (6.51%) Apache Hive
13 50 (6.38%) MongoDB
14 43 (5.48%) BusinessObjects
15 41 (5.23%) QlikView
16 40 (5.10%) SQL Server 2014
17 35 (4.46%) RDBMS
18 31 (3.95%) Apache Cassandra
19 29 (3.70%) PostgreSQL
19 29 (3.70%) SQL Server 2012
Development Applications
1 34 (4.34%) Git (software)
2 21 (2.68%) Talend Open Studio
3 20 (2.55%) Jenkins
4 15 (1.91%) Vagrant
5 13 (1.66%) JIRA
6 9 (1.15%) Yeoman
7 6 (0.77%) Maven
8 5 (0.64%) Ant
8 5 (0.64%) Gradle
9 3 (0.38%) Eclipse
9 3 (0.38%) SQL Server Management Studio (SSMS)
10 2 (0.26%) ProC
10 2 (0.26%) Subversion
10 2 (0.26%) Visual Studio
11 1 (0.13%) JUnit
11 1 (0.13%) NetBeans
11 1 (0.13%) Sonatype Nexus
11 1 (0.13%) Team Foundation Server
General
1 181 (23.09%) Finance
2 114 (14.54%) Marketing
3 53 (6.76%) Legal
4 46 (5.87%) Retail
5 44 (5.61%) Banking
6 19 (2.42%) Advertising
7 17 (2.17%) Automotive
7 17 (2.17%) Telecoms
8 15 (1.91%) French Language
9 12 (1.53%) Publishing
10 11 (1.40%) Manufacturing
11 10 (1.28%) Back Office
12 8 (1.02%) Financial Institution
12 8 (1.02%) Law
13 7 (0.89%) Games
14 6 (0.77%) Investment Banking
15 5 (0.64%) Local Government
16 4 (0.51%) Italian Language
16 4 (0.51%) Pharmaceutical
16 4 (0.51%) Spanish Language
Job Titles
1 185 (23.60%) Data Scientist
2 174 (22.19%) Analyst
3 169 (21.56%) Developer
4 66 (8.42%) Consultant
5 60 (7.65%) Data Analyst
6 44 (5.61%) Business Analyst
7 43 (5.48%) Java Developer
8 41 (5.23%) Senior Data Scientist
9 36 (4.59%) Python Developer
9 36 (4.59%) Software Engineer
10 33 (4.21%) Senior Developer
11 32 (4.08%) Machine Learning Scientist
12 28 (3.57%) Business Intelligence Developer
13 26 (3.32%) Architect
13 26 (3.32%) Data Engineer
14 23 (2.93%) Data Consultant
15 22 (2.81%) Analytics Manager
15 22 (2.81%) Business Intelligence Consultant
15 22 (2.81%) C++ Developer
15 22 (2.81%) Junior
Libraries, Frameworks & Software Standards
1 49 (6.25%) MDX
2 34 (4.34%) .NET
3 33 (4.21%) Spring
4 32 (4.08%) Natural Language Processing
5 31 (3.95%) Node.js
6 30 (3.83%) scikit-learn
7 29 (3.70%) Pandas
8 28 (3.57%) XML
9 25 (3.19%) HTML
10 21 (2.68%) RESTful
10 21 (2.68%) Web Services
11 19 (2.42%) NumPy
12 18 (2.30%) OpenGL
13 17 (2.17%) JMS
13 17 (2.17%) SOAP
14 16 (2.04%) CSS
15 15 (1.91%) Boost C++ Libraries
15 15 (1.91%) STL
16 14 (1.79%) Samza
17 13 (1.66%) SciPy
Miscellaneous
1 206 (26.28%) Statistics
2 204 (26.02%) Analytical Skills
3 163 (20.79%) Algorithms
4 155 (19.77%) Mathematics
5 152 (19.39%) Visualisation
6 142 (18.11%) Computer Science
7 56 (7.14%) Physics
8 39 (4.97%) Neural Network
9 36 (4.59%) Data Integration
9 36 (4.59%) Data Structures
10 28 (3.57%) Hedge funds
11 27 (3.44%) CUDA
12 26 (3.32%) Economics
13 25 (3.19%) User Experience
14 23 (2.93%) Artificial Intelligence
15 22 (2.81%) Fixed Income
15 22 (2.81%) Management Information System
16 18 (2.30%) Credit Risk
17 12 (1.53%) Field-Programmable Gate Array
18 11 (1.40%) Data Extraction
Operating Systems
1 60 (7.65%) Linux
2 10 (1.28%) Unix
3 7 (0.89%) Windows
4 6 (0.77%) Windows Server
5 2 (0.26%) Android
5 2 (0.26%) Apple iOS
6 1 (0.13%) AIX
6 1 (0.13%) HPUX
6 1 (0.13%) Red Hat Enterprise Linux
6 1 (0.13%) Windows Server 2008
Processes & Methodologies
1 370 (47.19%) Analytics
2 247 (31.51%) Machine Learning
3 223 (28.44%) Business Intelligence
4 163 (20.79%) Agile Software Development
5 142 (18.11%) Data Analysis
6 123 (15.69%) ETL
7 122 (15.56%) Data Analytics
8 105 (13.39%) Data Modelling
9 92 (11.73%) Software Engineering
10 91 (11.61%) Predictive Modelling
11 85 (10.84%) Data Visualisation
12 80 (10.20%) Statistical Analysis
13 72 (9.18%) Statistical Modelling
14 67 (8.55%) Data Management
15 58 (7.40%) CRM
16 41 (5.23%) Scrum
17 39 (4.97%) Operations Research
18 38 (4.85%) Business Analysis
19 37 (4.72%) Asset Management
19 37 (4.72%) Project Management
Programming Languages
1 400 (51.02%) SQL
2 280 (35.71%) Python
3 172 (21.94%) R
4 156 (19.90%) Java
5 99 (12.63%) T-SQL
6 91 (11.61%) C++
7 54 (6.89%) C#
8 52 (6.63%) JavaScript
9 49 (6.25%) Scala
10 43 (5.48%) MATLAB
11 38 (4.85%) VBA
12 30 (3.83%) Perl
13 28 (3.57%) Data Analysis Expressions (DAX)
14 22 (2.81%) PHP
15 21 (2.68%) PL/SQL
16 19 (2.42%) Bash Shell
17 17 (2.17%) C
17 17 (2.17%) Clojure
17 17 (2.17%) Ruby
18 14 (1.79%) VB
Qualifications
1 205 (26.15%) Degree
2 103 (13.14%) PhD
3 23 (2.93%) Security Cleared
4 21 (2.68%) DV Cleared
5 16 (2.04%) Microsoft Certification
6 5 (0.64%) ISTQB
6 5 (0.64%) ISTQB Advanced Certification
6 5 (0.64%) ISTQB Foundation Certification
6 5 (0.64%) MCSA
7 4 (0.51%) MCSE
8 3 (0.38%) PMI Certification
9 2 (0.26%) CISM
9 2 (0.26%) CISSP
9 2 (0.26%) ISEB
9 2 (0.26%) SC Cleared
10 1 (0.13%) CCNA
10 1 (0.13%) CEH
10 1 (0.13%) Cisco Certification
10 1 (0.13%) ECSA
10 1 (0.13%) ISEB Practitioner
Quality Assurance & Compliance
1 83 (10.59%) Data Quality
2 17 (2.17%) QA
3 4 (0.51%) Actionable Recommendations
4 3 (0.38%) SLA
5 1 (0.13%) Dodd-Frank
5 1 (0.13%) EMIR
System Software
1 20 (2.55%) Docker
2 10 (1.28%) Apache Flume
3 9 (1.15%) Virtual Machines
3 9 (1.15%) VirtualBox
4 8 (1.02%) Active Directory
5 3 (0.38%) Ceph
5 3 (0.38%) vSphere
6 2 (0.26%) Hyper-V
6 2 (0.26%) VMware Infrastructure
7 1 (0.13%) HDFS
7 1 (0.13%) KVM
Systems Management
1 10 (1.28%) Oozie
2 7 (0.89%) Puppet
3 6 (0.77%) Opscode Chef
4 5 (0.64%) Salt
4 5 (0.64%) SCCM
5 4 (0.51%) EnCase
6 3 (0.38%) Mesos
7 2 (0.26%) HP Quality Center
8 1 (0.13%) Host Intrusion Detection System
8 1 (0.13%) Oracle Enterprise Manager
8 1 (0.13%) Oracle RMAN
8 1 (0.13%) WSUS
Vendors
1 135 (17.22%) Microsoft
2 65 (8.29%) Tableau
3 57 (7.27%) Oracle
4 22 (2.81%) Informatica
4 22 (2.81%) Vertica
5 21 (2.68%) Bloomberg
5 21 (2.68%) Talend
6 19 (2.42%) Salesforce.com
7 18 (2.30%) Cognos
8 14 (1.79%) Google
9 11 (1.40%) Netezza
10 10 (1.28%) IBM
10 10 (1.28%) SAP
10 10 (1.28%) Teradata
11 9 (1.15%) Cognizant
11 9 (1.15%) ServiceNow
12 8 (1.02%) MicroStrategy
13 7 (0.89%) Adobe
14 5 (0.64%) Cisco
14 5 (0.64%) Sophos
London
Churchill Frank
Salary: £50000 - £70000 per annum
Posted: 21 hours ago
South West London
World First
Posted: Yesterday
Chester, Cheshire
Searchability
Salary: £40000 - £50000 per annum + benefits
Posted: Yesterday
South East London
Client Server
Salary: £75k to £90k + benefits
Posted: Yesterday
Leeds, West Yorkshire
Searchability
Salary: £45000 - £55000 per annum + benefits
Posted: Yesterday
City, London
ANSON MCCADE
Salary: £85,000 - £100,000 + Excellent Package
Posted: Yesterday
Chester, Cheshire
Applause IT Innovation
Salary: £36000 - £43000 per annum + + Great Benefits
Posted: 2 days ago
Central London / West End
Client Server
Salary: £80k to £100k + benefits
Posted: 2 days ago
Chorley, Lancashire
Verticality Ltd
Salary: Salary to £33k + Benefits
Posted: 4 days ago
Southampton, Hampshire
Evolution Recruitment Solutions
Salary: 45,000 + Benefits
Posted: 5 days ago
City, London
Searchability
Salary: £40000 - £45000 per annum + benefits
Posted: 4 days ago
London
Harrington Starr
Salary: £70000 - £85000 per annum + Benefits + Bonus
Posted: 4 days ago
South West London
Total Recruitment Specialists Limited / TRG / Total recruitment group
Salary: £65000 - £75000 Per Annum
Posted: Yesterday
City, London
Quant Capital
Salary: Up to £35,000 per annum Bonus Medical Pension
Posted: 2 days ago
Cheltenham, Gloucestershire
Sanderson
Salary: £45000.00 - £65000.00 per annum
Posted: 4 days ago
Greater Manchester
ANSON MCCADE
Salary: £40,000-£60,000
Posted: 4 days ago
Newcastle Upon Tyne, Tyne and Wear
ANSON MCCADE
Salary: £40,000-£60,000
Posted: 4 days ago
City, London
ANSON MCCADE
Salary: £40,000-£60,000
Posted: 4 days ago
Southampton, Hampshire
Linking Humans Limited
Salary: From £30,000 to £40,000 per annum plus full benefits package
Posted: 2 days ago
Tring, Hertfordshire
Understanding Recruitment
Salary: £40000 - £45000 per annum + benefits
Posted: 6 days ago
Cambridge, Cambridgeshire
Edgar Cowen
Salary: £35000 - £50000 per annum + Excellent Benefits & Prospects
Posted: 4 days ago
Cambridge, Cambridgeshire
Edgar Cowen
Salary: £25000 - £30000 per annum + Awesome + Top Prospects
Posted: 3 days ago
City, London
Hiring People
Salary: £50k - 60k per year + benefits
Posted: 5 days ago
Wolverhampton, West Midlands (County)
FT Select
Salary: From £40,000 to £50,000 per annum + £6,600 car allowance + benefits
Posted: 3 days ago
Bristol, Avon
FT Select
Salary: From £40,000 to £50,000 per annum + £6,600 car allowance + benefits
Posted: 3 days ago
Coventry, West Midlands (County)
First Utility
Salary: Competitive
Posted: 5 days ago
Manchester, Lancashire
PwC
Salary: Market related
Posted: 11 days ago
Reading, Berkshire
FT Select
Salary: From £50,000 to £60,000 per annum + £6,600 car allowance + benefits
Posted: 3 days ago
Crewe, Cheshire
FT Select
Salary: From £50,000 to £60,000 per annum + £6,600 car allowance + benefits
Posted: 3 days ago
Coventry, West Midlands (County)
The Coventry Building Society
Salary: £51,220 - 78,320 per year + Benefits
Posted: 11 days ago