The table below looks at the statistics for Data Mining skills in IT jobs advertised across the UK. Included is a guide to the salaries offered in IT jobs that have cited Data Mining over the 3 months to 7 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
7 Dec 2016
Same period 2015 Same period 2014
Data Mining
Rank 561 479 510
Rank change year-on-year
-82 +31
Permanent jobs citing Data Mining 328 605 552
As % of all permanent IT jobs located in the UK 0.36% 0.56% 0.49%
As % of the Database & Business Intelligence category 1.22% 1.76% 1.59%
Number of salaries quoted 278 491 467
Median salary £50,000 £50,250 £47,500
Median salary % change year-on-year
-0.49% +5.78%
90% offered a salary of more than £32,500 £32,500 £32,500
10% offered a salary of more than £87,500 £75,000 £70,000
UK excluding London median salary £44,417 £45,000 £42,500
% change year-on-year
-1.29% +5.88%

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

Database & Business Intelligence Category
UK
Permanent IT job ads with a match in the
Database & Business Intelligence category
26981 34283 34689
As % of all permanent IT jobs located in the UK 29.95% 31.96% 30.66%
Number of salaries quoted 23113 28894 29615
Median salary £50,000 £47,500 £45,000
Median salary % change year-on-year
+5.26% +5.55%
90% offered a salary of more than £32,500 £32,500 £30,000
10% offered a salary of more than £75,000 £70,000 £70,000
UK excluding London median salary £45,000 £42,500 £40,000
% change year-on-year
+5.88% +6.25%

Data Mining
Jobs Demand Trend

The demand trend of job ads 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 the UK

Data Mining
Salary Trend

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

Data Mining Salary Trend in the UK

Data Mining
Salary Histogram

This chart provides a salary histogram for IT jobs citing Data Mining over the 3 months to 7 December 2016 within the UK.

Data Mining Salary Histogram 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 7 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
England -87 311 £50,000 - 46
London -40 172 £65,000 +8.33% 27
City of London +34 43 £71,250 +35.71% 4
North West +3 41 £33,000 -22.35% 7
South East -35 41 £50,000 - 4
Manchester +1 25 £30,000 -32.58% 5
South West +15 22 £50,000 +56.25%
East of England +4 17 £45,000 +20.00% 2
Gloucestershire -5 13 £55,000 +15.78%
Cheltenham -5 13 £55,000 +15.78%
East Midlands +6 11 £45,000 -10.00%
Surrey +1 11 £60,000 +50.00%
Lancashire - 10 £33,000 -
Hampshire -17 9 £42,500 -32.00% 2
Berkshire +37 8 £45,000 -
Cambridgeshire +11 8 £40,000 -36.00% 1
Chorley - 7 £33,000 -
Cambridge +17 6 £52,500 -2.32% 1
Hertfordshire +15 6 £42,500 +53.15% 1
Scotland +8 6 £46,250 -7.50% 2
Oxfordshire +6 6 £50,000 -13.04% 1
Oxford +23 5 £50,000 -0.99%
Cheshire +22 5 £40,000 +6.66% 2
Wiltshire +12 5 £28,500 -10.93%
West Yorkshire +3 5 £35,000 -15.66% 2
Wales -11 5 £42,500 -20.56%
Yorkshire -14 5 £35,000 -14.11% 2
Staines - 5 £60,000 -
Epsom - 5 £70,000 -
Chester - 5 £40,000 - 2

Data Mining
Top 30 Related IT Skills

For the 6 months to 7 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 with a requirement for Data Mining.

1 410 (50.43%) SQL
2 380 (46.74%) Analytics
3 280 (34.44%) Python
4 242 (29.77%) Machine Learning
5 238 (29.27%) Big Data
6 234 (28.78%) Business Intelligence
7 210 (25.83%) Analytical Skills
8 205 (25.22%) Degree
9 204 (25.09%) Statistics
10 190 (23.37%) Finance
11 179 (22.02%) SQL Server
12 178 (21.89%) Agile Software Development
13 171 (21.03%) R
14 158 (19.43%) Data Warehouse
15 157 (19.31%) Algorithms
16 154 (18.94%) Visualisation
16 154 (18.94%) Java
17 153 (18.82%) Mathematics
18 151 (18.57%) Data Analysis
19 150 (18.45%) Microsoft
20 143 (17.59%) Computer Science
21 140 (17.22%) Hadoop
22 131 (16.11%) ETL
23 130 (15.99%) SQL Server Reporting Services
24 128 (15.74%) Data Analytics
25 126 (15.50%) Relational Database
26 124 (15.25%) Marketing
27 115 (14.15%) SQL Server Integration Services
28 112 (13.78%) SAS
29 108 (13.28%) Data Modelling

Data Mining
Top Related 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
1 112 (13.78%) SAS
2 102 (12.55%) Apache Spark
3 39 (4.80%) Apache Pig
4 18 (2.21%) Apache
5 14 (1.72%) SharePoint
6 12 (1.48%) Elasticsearch
7 6 (0.74%) CICS
7 6 (0.74%) JBoss
7 6 (0.74%) Tomcat
7 6 (0.74%) WebSphere
8 5 (0.62%) GlassFish
8 5 (0.62%) WebLogic
9 3 (0.37%) ColdFusion
9 3 (0.37%) OpenStack
9 3 (0.37%) Oracle SOA Suite
10 2 (0.25%) Drupal
11 1 (0.12%) CMS
11 1 (0.12%) SharePoint Server
Applications
1 107 (13.16%) MS Excel
2 57 (7.01%) SPSS
3 35 (4.31%) MS Office
4 23 (2.83%) MS PowerPoint
5 19 (2.34%) Stata
6 7 (0.86%) Spreadsheet
7 3 (0.37%) MS Visio
8 2 (0.25%) CPLEX
8 2 (0.25%) S-PLUS
Business Applications
1 9 (1.11%) Sentinel
2 8 (0.98%) Relativity
3 5 (0.62%) Dynamics CRM
4 3 (0.37%) Oracle AML
4 3 (0.37%) WebTrends
5 2 (0.25%) Adobe Campaign
5 2 (0.25%) Eloqua
5 2 (0.25%) FastStats
5 2 (0.25%) Investran
5 2 (0.25%) Unica
6 1 (0.12%) Cognos Business Intelligence
6 1 (0.12%) Infor CRM
6 1 (0.12%) Markit EDM
6 1 (0.12%) Maximo
6 1 (0.12%) Oracle Assets
6 1 (0.12%) Oracle CRM
6 1 (0.12%) Oracle General Ledger
6 1 (0.12%) Oracle Subledger Accounting
6 1 (0.12%) Pivotal CRM
6 1 (0.12%) SAP CRM
Cloud Services
1 41 (5.04%) Microsoft Azure
2 31 (3.81%) Amazon AWS
3 17 (2.09%) Amazon EC2
4 14 (1.72%) GitHub
5 13 (1.60%) Amazon S3
5 13 (1.60%) Google Analytics
5 13 (1.60%) Office 365
6 11 (1.35%) Data Lake Analytics
7 10 (1.23%) Amazon EMR
8 8 (0.98%) PaaS
9 7 (0.86%) Adobe Analytics
10 5 (0.62%) Amazon ELB
10 5 (0.62%) AWS Elastic Beanstalk
11 4 (0.49%) AdWords
12 3 (0.37%) Google Cloud Platform
12 3 (0.37%) SaaS
13 2 (0.25%) Amazon Kinesis
13 2 (0.25%) AWS Lambda
13 2 (0.25%) Responsys
14 1 (0.12%) Google Tag Manager
Communications & Networking
1 10 (1.23%) Network Security
2 7 (0.86%) DNS
2 7 (0.86%) Firewall
2 7 (0.86%) SAN
3 6 (0.74%) iSCSI
3 6 (0.74%) Kerberos
3 6 (0.74%) NAS
3 6 (0.74%) OpenLDAP
4 5 (0.62%) Cisco Nexus
4 5 (0.62%) Internet
4 5 (0.62%) TCP/IP
5 4 (0.49%) Cisco ASA
6 2 (0.25%) Intranet
6 2 (0.25%) LAN
6 2 (0.25%) WAN
7 1 (0.12%) HTTPS
7 1 (0.12%) LDAP
7 1 (0.12%) SMS
7 1 (0.12%) TACACS
7 1 (0.12%) VoIP
Database & Business Intelligence
1 238 (29.27%) Big Data
2 179 (22.02%) SQL Server
3 158 (19.43%) Data Warehouse
4 140 (17.22%) Hadoop
5 130 (15.99%) SQL Server Reporting Services
6 126 (15.50%) Relational Database
7 115 (14.15%) SQL Server Integration Services
8 81 (9.96%) MySQL
9 75 (9.23%) SQL Server Analysis Services
10 74 (9.10%) Power BI
11 67 (8.24%) NoSQL
12 58 (7.13%) MongoDB
13 50 (6.15%) Apache Hive
14 43 (5.29%) QlikView
15 41 (5.04%) BusinessObjects
16 40 (4.92%) SQL Server 2014
17 36 (4.43%) PostgreSQL
18 34 (4.18%) RDBMS
19 31 (3.81%) Apache Cassandra
20 30 (3.69%) SQL Server 2012
Development Applications
1 38 (4.67%) Git (software)
2 22 (2.71%) Talend Open Studio
3 20 (2.46%) Jenkins
4 14 (1.72%) Vagrant
5 13 (1.60%) JIRA
6 8 (0.98%) Yeoman
7 6 (0.74%) Maven
7 6 (0.74%) Visual Studio
8 5 (0.62%) Ant
8 5 (0.62%) Gradle
9 3 (0.37%) Eclipse
9 3 (0.37%) SQL Server Management Studio (SSMS)
10 2 (0.25%) ProC
10 2 (0.25%) Subversion
11 1 (0.12%) JUnit
11 1 (0.12%) NetBeans
11 1 (0.12%) Sonatype Nexus
11 1 (0.12%) Team Foundation Server
General
1 190 (23.37%) Finance
2 124 (15.25%) Marketing
3 53 (6.52%) Legal
4 44 (5.41%) Banking
5 43 (5.29%) Retail
6 27 (3.32%) Advertising
7 22 (2.71%) Telecoms
8 15 (1.85%) Automotive
9 14 (1.72%) French Language
10 12 (1.48%) Publishing
11 11 (1.35%) Back Office
12 10 (1.23%) Games
12 10 (1.23%) Manufacturing
13 9 (1.11%) Financial Institution
14 8 (0.98%) Law
15 6 (0.74%) Investment Banking
16 5 (0.62%) Italian Language
16 5 (0.62%) Local Government
16 5 (0.62%) Spanish Language
17 4 (0.49%) Pharmaceutical
Job Titles
1 188 (23.12%) Analyst
1 188 (23.12%) Data Scientist
2 173 (21.28%) Developer
3 72 (8.86%) Data Analyst
4 66 (8.12%) Consultant
5 48 (5.90%) Senior Data Scientist
6 46 (5.66%) Business Analyst
7 41 (5.04%) Java Developer
8 36 (4.43%) Software Engineer
9 35 (4.31%) Python Developer
10 32 (3.94%) Machine Learning Scientist
11 30 (3.69%) Senior Developer
12 29 (3.57%) Business Intelligence Developer
13 26 (3.20%) Data Engineer
14 24 (2.95%) Analytics Manager
14 24 (2.95%) Business Intelligence Analyst
14 24 (2.95%) SQL Analyst
15 23 (2.83%) Architect
16 22 (2.71%) Business Intelligence Consultant
16 22 (2.71%) C++ Developer
Libraries, Frameworks & Software Standards
1 50 (6.15%) MDX
2 36 (4.43%) .NET
3 32 (3.94%) Spring
4 31 (3.81%) Natural Language Processing
4 31 (3.81%) Node.js
5 30 (3.69%) XML
6 28 (3.44%) scikit-learn
7 27 (3.32%) Pandas
8 25 (3.08%) HTML
9 21 (2.58%) RESTful
10 20 (2.46%) Web Services
11 18 (2.21%) NumPy
11 18 (2.21%) OpenGL
12 16 (1.97%) CSS
12 16 (1.97%) JMS
12 16 (1.97%) SOAP
13 15 (1.85%) Boost C++ Libraries
13 15 (1.85%) STL
14 13 (1.60%) Django
14 13 (1.60%) Samza
Miscellaneous
1 210 (25.83%) Analytical Skills
2 204 (25.09%) Statistics
3 157 (19.31%) Algorithms
4 154 (18.94%) Visualisation
5 153 (18.82%) Mathematics
6 143 (17.59%) Computer Science
7 56 (6.89%) Physics
8 38 (4.67%) Data Integration
9 37 (4.55%) Data Structures
10 36 (4.43%) Neural Network
11 28 (3.44%) Hedge funds
12 26 (3.20%) CUDA
12 26 (3.20%) User Experience
13 25 (3.08%) Economics
14 22 (2.71%) Artificial Intelligence
14 22 (2.71%) Fixed Income
14 22 (2.71%) Management Information System
15 18 (2.21%) Credit Risk
16 12 (1.48%) Field-Programmable Gate Array
17 11 (1.35%) Cloud Native
Operating Systems
1 67 (8.24%) Linux
2 11 (1.35%) Unix
3 7 (0.86%) Red Hat Enterprise Linux
3 7 (0.86%) Windows
4 6 (0.74%) CentOS
4 6 (0.74%) Windows Server
5 2 (0.25%) Android
5 2 (0.25%) Apple iOS
6 1 (0.12%) AIX
6 1 (0.12%) HPUX
6 1 (0.12%) Windows Server 2008
Processes & Methodologies
1 380 (46.74%) Analytics
2 242 (29.77%) Machine Learning
3 234 (28.78%) Business Intelligence
4 178 (21.89%) Agile Software Development
5 151 (18.57%) Data Analysis
6 131 (16.11%) ETL
7 128 (15.74%) Data Analytics
8 108 (13.28%) Data Modelling
9 93 (11.44%) Software Engineering
10 87 (10.70%) Predictive Modelling
11 84 (10.33%) Data Visualisation
12 77 (9.47%) Statistical Analysis
13 76 (9.35%) Statistical Modelling
14 63 (7.75%) Data Management
15 59 (7.26%) CRM
16 45 (5.54%) Scrum
17 43 (5.29%) Business Analysis
18 42 (5.17%) Project Management
19 41 (5.04%) E-Commerce
20 38 (4.67%) Asset Management
Programming Languages
1 410 (50.43%) SQL
2 280 (34.44%) Python
3 171 (21.03%) R
4 154 (18.94%) Java
5 102 (12.55%) T-SQL
6 89 (10.95%) C++
7 58 (7.13%) C#
8 55 (6.77%) JavaScript
9 54 (6.64%) Scala
10 40 (4.92%) VBA
11 38 (4.67%) MATLAB
12 30 (3.69%) Perl
13 28 (3.44%) Data Analysis Expressions (DAX)
14 22 (2.71%) PHP
15 19 (2.34%) PL/SQL
16 18 (2.21%) Bash Shell
17 17 (2.09%) Ruby
18 16 (1.97%) C
18 16 (1.97%) Clojure
19 14 (1.72%) VB
Qualifications
1 205 (25.22%) Degree
2 99 (12.18%) PhD
3 24 (2.95%) Security Cleared
4 22 (2.71%) DV Cleared
5 16 (1.97%) Microsoft Certification
6 5 (0.62%) CISM
6 5 (0.62%) CISSP
6 5 (0.62%) ISTQB
6 5 (0.62%) ISTQB Advanced Certification
6 5 (0.62%) ISTQB Foundation Certification
6 5 (0.62%) MCSA
7 4 (0.49%) MCSE
8 3 (0.37%) CISA
8 3 (0.37%) CRISC
8 3 (0.37%) PMI Certification
9 2 (0.25%) ISEB
9 2 (0.25%) SC Cleared
10 1 (0.12%) CCNA
10 1 (0.12%) CEH
10 1 (0.12%) Cisco Certification
Quality Assurance & Compliance
1 78 (9.59%) Data Quality
2 24 (2.95%) QA
3 4 (0.49%) Actionable Recommendations
4 3 (0.37%) SLA
5 1 (0.12%) COBIT
5 1 (0.12%) Dodd-Frank
5 1 (0.12%) EMIR
5 1 (0.12%) ISO/IEC 27001
System Software
1 21 (2.58%) Docker
2 10 (1.23%) Apache Flume
3 9 (1.11%) Active Directory
4 8 (0.98%) Virtual Machines
4 8 (0.98%) VirtualBox
5 6 (0.74%) NFS
5 6 (0.74%) Squid
6 3 (0.37%) Ceph
6 3 (0.37%) vSphere
7 2 (0.25%) Hyper-V
7 2 (0.25%) VMware Infrastructure
8 1 (0.12%) HDFS
8 1 (0.12%) KVM
Systems Management
1 10 (1.23%) Oozie
2 7 (0.86%) Puppet
3 6 (0.74%) Opscode Chef
4 5 (0.62%) Salt
4 5 (0.62%) SCCM
5 4 (0.49%) EnCase
6 3 (0.37%) Mesos
7 2 (0.25%) HP Quality Center
8 1 (0.12%) Host Intrusion Detection System
8 1 (0.12%) Oracle Enterprise Manager
8 1 (0.12%) Oracle RMAN
8 1 (0.12%) RSA Archer
8 1 (0.12%) WSUS
Vendors
1 150 (18.45%) Microsoft
2 68 (8.36%) Tableau
3 55 (6.77%) Oracle
4 22 (2.71%) Informatica
4 22 (2.71%) Talend
4 22 (2.71%) Vertica
5 21 (2.58%) Bloomberg
6 20 (2.46%) Cognos
6 20 (2.46%) Salesforce.com
7 16 (1.97%) IBM
8 15 (1.85%) Google
9 13 (1.60%) MicroStrategy
10 12 (1.48%) SAP
11 11 (1.35%) Netezza
11 11 (1.35%) Teradata
12 9 (1.11%) Cognizant
12 9 (1.11%) ServiceNow
13 7 (0.86%) Adobe
13 7 (0.86%) Red Hat
14 6 (0.74%) EMC
London
itv
Posted: 1 hour ago
City, London
Nice Systems Uk Ltd
Salary: Excellent Salary + Bonus & Benefits
Posted: 14 minutes ago
City, London
Quant Capital
Salary: Up to £70,000 per annum Bonus Medical Pension
Posted: Yesterday
Abingdon, Oxfordshire
AFerry
Salary: From £25,000 to £40,000 per annum
Posted: Yesterday
London
ISL
Posted: Yesterday
Southampton, Hampshire
Evolution Recruitment Solutions
Salary: 45,000 + Benefits
Posted: Yesterday
Peterborough, Cambridgeshire
FT Select
Salary: From £40,000 to £50,000 per annum + £6,600 car allowance + benefits
Posted: 20 minutes ago
Stoke-On-Trent, Staffordshire
FT Select
Salary: From £40,000 to £50,000 per annum + £6,600 car allowance + benefits
Posted: 21 minutes ago
City, London
Quant Capital
Salary: Up to £70,000 per annum + benefits and bonus
Posted: Yesterday
Cambridge, Cambridgeshire
Edgar Cowen
Salary: £30000 - £50000 per annum + Excellent Benefits & Prospects
Posted: Yesterday
Leeds, West Yorkshire
FT Select
Salary: From £50,000 to £60,000 per annum + £6,600 car allowance + benefits
Posted: 19 minutes ago
Oxford, Oxfordshire
FT Select
Salary: From £50,000 to £60,000 per annum + £6,600 car allowance + benefits
Posted: 19 minutes ago
Manchester, Lancashire
Michael Page International
Salary: £60000 - £70000 per annum + strong package
Posted: 23 hours ago
Coventry
Churchill Frank
Salary: £30000 - £40000 per annum + Bonus
Posted: 3 days ago
London
Churchill Frank
Salary: £50000 - £70000 per annum
Posted: 4 days ago
London
Proactive Appointments
Salary: £80000 per annum + Excellent Benefits
Posted: Yesterday
Northwood
Recruitment Genius Ltd
Salary: £35000 - £40000 per annum
Posted: 2 days ago
South West London
World First
Posted: 4 days ago
Leeds
Churchill Frank
Salary: £50000 - £60000 per annum + Benefits
Posted: 5 days ago
Chester, Cheshire
Searchability
Salary: £40000 - £50000 per annum + benefits
Posted: 4 days ago
South East London
Client Server
Salary: £75k to £90k + benefits
Posted: 5 days ago
Leeds, West Yorkshire
Searchability
Salary: £45000 - £55000 per annum + benefits
Posted: 4 days ago
City, London
ANSON MCCADE
Salary: £85,000 - £100,000 + Excellent Package
Posted: 5 days ago
Chester, Cheshire
Applause IT Innovation
Salary: £36000 - £43000 per annum + + Great Benefits
Posted: 5 days ago
London
Real Staffing
Salary: £75000 - £85000 per annum + competitive
Posted: 5 days ago
Central London / West End
Client Server
Salary: £80k to £100k + benefits
Posted: 5 days ago
City, London
Quant Capital
Salary: Up to £35,000 per annum Bonus Medical Pension
Posted: 5 days ago
South West London
Total Recruitment Specialists Limited / TRG / Total recruitment group
Salary: £65000 - £75000 Per Annum
Posted: 4 days ago
Southampton, Hampshire
Linking Humans Limited
Salary: From £30,000 to £40,000 per annum plus full benefits package
Posted: 6 days ago
Edinburgh
Sainsburys Bank
Salary: Excellent Salary +Benefits
Posted: 14 days ago