The table below looks at the statistics for Data Mining skills in IT contracts advertised for the England region. Included is a guide to the contractor rates offered in IT contracts that have cited Data Mining over the 3 months to 18 January 2017 with a comparison to the same period over the previous 2 years.

Note that daily contractor rates and hourly contractor rates are treated separately. When calculating average contractor rates, daily rates are not derived from quoted hourly rates or vice versa.

3 months to
18 Jan 2017
Same period 2016 Same period 2015
Data Mining
UK / England
Rank 453 424 466
Rank change year-on-year
-29 +42
Contract jobs citing Data Mining 117 174 115
As % of all contract IT jobs located in England 0.28% 0.37% 0.25%
As % of the Database & Business Intelligence category 1.27% 1.62% 1.15%
Number of daily rates quoted 78 107 77
Median daily rate £450 £425 £400
Median daily rate % change year-on-year
+5.88% +6.25%
90% offered a daily rate of more than £230 £284 £250
10% offered a daily rate of more than £600 £608 £550
UK excluding London median daily rate £363 £375 £300
% change year-on-year
-3.33% +25.00%
Number of hourly rates quoted 2 12 2
Median hourly rate £21.88 £17.75 £36.50
Median hourly rate % change year-on-year
+23.28% -51.36%
90% offered a hourly rate of more than £19.08 £15.00 £35.70
10% offered a hourly rate of more than £24.69 £19.50 £37.30
UK excluding London median hourly rate £21.88 £17.75 £36.50
% change year-on-year
+23.28% -51.36%

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

Database & Business Intelligence Category
England
Contract IT job ads with a match in the
Database & Business Intelligence category
9249 10712 9957
As % of all contract IT jobs located in England 22.27% 23.02% 21.85%
Number of daily rates quoted 6240 7261 6607
Median daily rate £450 £425 £400
Median daily rate % change year-on-year
+5.88% +6.25%
90% offered a daily rate of more than £313 £300 £275
10% offered a daily rate of more than £600 £575 £550
UK excluding London median daily rate £400 £375 £363
% change year-on-year
+6.66% +3.44%
Number of hourly rates quoted 111 199 149
Median hourly rate £35.00 £26.50 £31.00
Median hourly rate % change year-on-year
+32.07% -14.51%
90% offered a hourly rate of more than £12.00 £14.00 £15.63
10% offered a hourly rate of more than £43.00 £55.70 £50.00
UK excluding London median hourly rate £38.00 £26.50 £32.50
% change year-on-year
+43.39% -18.46%

Data Mining
Jobs Demand Trend in England

The demand trend of contract jobs across the England region citing Data Mining as a proportion of all IT contracts with a match in the Database & Business Intelligence category.

Data Mining Jobs Demand Trend in England

Data Mining
Daily Rate Trend in England

This chart provides the 3-month moving average for daily rates quoted in IT contract jobs citing Data Mining across the England region.

Data Mining Daily Rate Trend in England

Data Mining
Daily Rate Histogram in England

This chart provides a histogram of daily rates quoted in contract IT jobs citing Data Mining across the England region over the 3 months to 18 January 2017.

Data Mining Daily Rate Histogram in England

Data Mining
Hourly Rate Trend in England

This chart provides the 3-month moving average for hourly rates quoted in IT contractor jobs citing Data Mining across the England region.

Data Mining Hourly Rate Trend in England

Data Mining
Contract Job Locations in England

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Data Mining within the England region over the 3 months to 18 January 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
Contract
IT Job Ads
Median
Daily Rate
Last 3 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
London -8 76 £450 -10.00% 31
North West +25 11 £400 -
East of England -1 8 £488 +25.80% 5
South East -8 6 £310 +3.33% 3
West Midlands -1 5 £413 +50.00% 5
Yorkshire +5 4 £313 -10.39% 7
North East -22 3 - -
South West +9 2 £325 -21.21%
East Midlands - 2 £350 - 1
Data Mining
UK

Data Mining
Top 30 Related IT Skills in England

For the 6 months to 18 January 2017, IT contractor 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 contract ads across the England region with a requirement for Data Mining.

1 155 (59.39%) SQL
2 80 (30.65%) Business Intelligence
3 70 (26.82%) Analytics
4 60 (22.99%) Finance
4 60 (22.99%) Analytical Skills
5 58 (22.22%) MS Excel
6 57 (21.84%) Data Warehouse
7 56 (21.46%) Data Modelling
7 56 (21.46%) Python
8 55 (21.07%) Tableau
9 54 (20.69%) R
9 54 (20.69%) SQL Server
9 54 (20.69%) Data Analysis
10 53 (20.31%) Microsoft
11 52 (19.92%) Agile Software Development
12 48 (18.39%) Visualisation
13 41 (15.71%) Oracle
13 41 (15.71%) ETL
14 40 (15.33%) Hadoop
14 40 (15.33%) Machine Learning
14 40 (15.33%) Statistics
15 39 (14.94%) Degree
15 39 (14.94%) Big Data
16 38 (14.56%) Java
17 37 (14.18%) Project Management
18 36 (13.79%) Marketing
19 33 (12.64%) Data Visualisation
20 30 (11.49%) Apache Hive
21 29 (11.11%) Algorithms
22 28 (10.73%) Computer Science

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 24 (9.20%) SAS
2 21 (8.05%) Apache Spark
3 19 (7.28%) Apache Pig
4 8 (3.07%) Oracle SOA Suite
5 6 (2.30%) Apache Solr
6 4 (1.53%) Apache
6 4 (1.53%) CMS
6 4 (1.53%) SharePoint
7 2 (0.77%) BizTalk Server
7 2 (0.77%) Confluence
7 2 (0.77%) Drupal
7 2 (0.77%) Tomcat
8 1 (0.38%) Elasticsearch
8 1 (0.38%) JBoss
8 1 (0.38%) OpenStack
8 1 (0.38%) SharePoint 2010
8 1 (0.38%) SharePoint 2013
Applications
1 58 (22.22%) MS Excel
2 26 (9.96%) SPSS
3 19 (7.28%) MS Office
4 13 (4.98%) MS Project
5 12 (4.60%) MS PowerPoint
6 8 (3.07%) MS Visio
7 6 (2.30%) Weka
8 4 (1.53%) Spreadsheet
9 1 (0.38%) Stata
Business Applications
1 8 (3.07%) SAP Oil and Gas
2 4 (1.53%) Dynamics CRM
2 4 (1.53%) FastStats
3 3 (1.15%) HFM
4 2 (0.77%) Eloqua
4 2 (0.77%) SAP BPC
4 2 (0.77%) SAP GRC
5 1 (0.38%) Dynamics AX
5 1 (0.38%) Investran
5 1 (0.38%) Loan IQ
5 1 (0.38%) SAP ERP
5 1 (0.38%) SAP MDM
5 1 (0.38%) SAP PM
Cloud Services
1 16 (6.13%) Amazon AWS
2 11 (4.21%) Microsoft Azure
3 10 (3.83%) PaaS
4 9 (3.45%) IaaS
5 6 (2.30%) IBM Cloud
5 6 (2.30%) SaaS
6 5 (1.92%) Google Cloud Platform
7 3 (1.15%) Amazon EC2
8 2 (0.77%) Amazon EMR
8 2 (0.77%) Azure Active Directory
8 2 (0.77%) Cloud Computing
8 2 (0.77%) GitHub
8 2 (0.77%) Google Analytics
9 1 (0.38%) Adobe Analytics
9 1 (0.38%) Amazon S3
9 1 (0.38%) Flurry Analytics
9 1 (0.38%) Force.com
9 1 (0.38%) SmartFocus
Communications & Networking
1 9 (3.45%) DKIM
1 9 (3.45%) DMARC
1 9 (3.45%) Internet
1 9 (3.45%) SMS
1 9 (3.45%) SMTP
2 6 (2.30%) LAN
2 6 (2.30%) WAN
3 2 (0.77%) IMAP
3 2 (0.77%) SSH
3 2 (0.77%) TCP/IP
4 1 (0.38%) FTP
4 1 (0.38%) Network Security
Database & Business Intelligence
1 57 (21.84%) Data Warehouse
2 54 (20.69%) SQL Server
3 40 (15.33%) Hadoop
4 39 (14.94%) Big Data
5 30 (11.49%) Apache Hive
6 24 (9.20%) SQL Server Reporting Services
7 23 (8.81%) BusinessObjects
7 23 (8.81%) SQL Server Integration Services
8 20 (7.66%) Relational Database
9 17 (6.51%) NoSQL
10 16 (6.13%) HBase
10 16 (6.13%) QlikView
11 15 (5.75%) Power BI
12 14 (5.36%) MongoDB
13 13 (4.98%) Apache Cassandra
13 13 (4.98%) SQL Server Analysis Services
14 12 (4.60%) MS Access
15 10 (3.83%) OLAP
16 9 (3.45%) Oracle Database
17 8 (3.07%) SAS Data Integration Studio
Development Applications
1 7 (2.68%) Visual Studio
2 4 (1.53%) ERwin
2 4 (1.53%) SQL Server Management Studio (SSMS)
2 4 (1.53%) Talend Open Studio
3 3 (1.15%) Eclipse
3 3 (1.15%) JIRA
4 2 (0.77%) JUnit
4 2 (0.77%) Team Foundation Server
5 1 (0.38%) Git (software)
5 1 (0.38%) Jenkins
General
1 60 (22.99%) Finance
2 36 (13.79%) Marketing
3 26 (9.96%) Banking
4 16 (6.13%) Retail
5 15 (5.75%) Telecoms
6 11 (4.21%) Advertising
7 8 (3.07%) Manufacturing
8 7 (2.68%) Electronics
9 5 (1.92%) Legal
10 4 (1.53%) Investment Banking
11 3 (1.15%) Front Office
12 2 (0.77%) French Language
12 2 (0.77%) Games
12 2 (0.77%) Local Government
12 2 (0.77%) Pharmaceutical
12 2 (0.77%) Retail Banking
12 2 (0.77%) Spanish Language
13 1 (0.38%) German Language
13 1 (0.38%) Swedish Language
13 1 (0.38%) Wholesale Banking
Job Titles
1 82 (31.42%) Analyst
2 45 (17.24%) Developer
3 41 (15.71%) Data Analyst
4 32 (12.26%) Data Scientist
5 31 (11.88%) Architect
6 16 (6.13%) Data Architect
7 13 (4.98%) Business Analyst
7 13 (4.98%) Business Intelligence Manager
7 13 (4.98%) Insight Analyst
7 13 (4.98%) SQL Analyst
8 12 (4.60%) Consultant
9 11 (4.21%) SQL Developer
10 10 (3.83%) Business Manager
10 10 (3.83%) Customer Analyst
10 10 (3.83%) Customer Insight Analyst
10 10 (3.83%) DBA
11 9 (3.45%) Project Manager
12 8 (3.07%) Applications Architect
13 7 (2.68%) Business Intelligence Project Manager
13 7 (2.68%) Technical Analyst
Libraries, Frameworks & Software Standards
1 26 (9.96%) XML
2 18 (6.90%) HTML
3 17 (6.51%) .NET
4 15 (5.75%) Natural Language Processing
5 14 (5.36%) Web Services
6 10 (3.83%) scikit-learn
7 8 (3.07%) CSS
7 8 (3.07%) XSLT
8 7 (2.68%) Kafka
9 6 (2.30%) D3.js
9 6 (2.30%) HTML5
9 6 (2.30%) NumPy
10 5 (1.92%) JSON
10 5 (1.92%) Keras
10 5 (1.92%) Lucene
10 5 (1.92%) Pandas
10 5 (1.92%) Spring
10 5 (1.92%) Theano
10 5 (1.92%) Torch
11 4 (1.53%) XGBoost
Miscellaneous
1 60 (22.99%) Analytical Skills
2 48 (18.39%) Visualisation
3 40 (15.33%) Statistics
4 29 (11.11%) Algorithms
5 28 (10.73%) Computer Science
6 22 (8.43%) Mathematics
7 20 (7.66%) Data Integration
8 11 (4.21%) Management Information System
9 9 (3.45%) Artificial Intelligence
9 9 (3.45%) Economics
9 9 (3.45%) Physics
10 8 (3.07%) Clustering
10 8 (3.07%) Neural Network
11 7 (2.68%) Data Extraction
12 6 (2.30%) Data Conversion
12 6 (2.30%) Data Structures
12 6 (2.30%) NHS
12 6 (2.30%) Replication
13 5 (1.92%) Social Network
14 4 (1.53%) Credit Risk
Operating Systems
1 9 (3.45%) Linux
2 6 (2.30%) Red Hat Enterprise Linux
3 4 (1.53%) Unix
3 4 (1.53%) Windows
4 3 (1.15%) CentOS
5 1 (0.38%) AIX
5 1 (0.38%) Android
5 1 (0.38%) Apple iOS
5 1 (0.38%) HPUX
5 1 (0.38%) Windows Server 2012
Processes & Methodologies
1 80 (30.65%) Business Intelligence
2 70 (26.82%) Analytics
3 56 (21.46%) Data Modelling
4 54 (20.69%) Data Analysis
5 52 (19.92%) Agile Software Development
6 41 (15.71%) ETL
7 40 (15.33%) Machine Learning
8 37 (14.18%) Project Management
9 33 (12.64%) Data Visualisation
10 25 (9.58%) Data Architecture
10 25 (9.58%) Migration
11 24 (9.20%) CRM
12 23 (8.81%) Data Management
12 23 (8.81%) Stakeholder Management
13 20 (7.66%) Statistical Analysis
14 19 (7.28%) E-Commerce
15 18 (6.90%) Scrum
16 16 (6.13%) Customer Insight
17 15 (5.75%) Open Source
18 14 (5.36%) SOA
Programming Languages
1 155 (59.39%) SQL
2 56 (21.46%) Python
3 54 (20.69%) R
4 38 (14.56%) Java
5 20 (7.66%) JavaScript
6 17 (6.51%) T-SQL
7 16 (6.13%) C++
7 16 (6.13%) VBA
8 15 (5.75%) MATLAB
9 14 (5.36%) Scala
10 13 (4.98%) PL/SQL
11 12 (4.60%) C#
12 9 (3.45%) PHP
13 5 (1.92%) Perl
13 5 (1.92%) VB
14 4 (1.53%) Bash Shell
14 4 (1.53%) C
15 3 (1.15%) Korn
15 3 (1.15%) Shell Script
16 2 (0.77%) SPARQL
Qualifications
1 39 (14.94%) Degree
2 21 (8.05%) Security Cleared
3 17 (6.51%) SC Cleared
4 9 (3.45%) PhD
4 9 (3.45%) PMP
5 3 (1.15%) CISA
5 3 (1.15%) PMI Certification
6 2 (0.77%) CCA
6 2 (0.77%) CEH
6 2 (0.77%) CISSP
6 2 (0.77%) DV Cleared
6 2 (0.77%) PRINCE2 Practitioner
6 2 (0.77%) SANS
7 1 (0.38%) BPSS Clearance
7 1 (0.38%) CBAP
7 1 (0.38%) CFA
7 1 (0.38%) Microsoft Certification
7 1 (0.38%) OCP
7 1 (0.38%) Oracle Certification
7 1 (0.38%) Six Sigma Black Belt
Quality Assurance & Compliance
1 19 (7.28%) Data Quality
2 8 (3.07%) HMG Security Policy Framework
2 8 (3.07%) QA
3 4 (1.53%) Solvency II
4 2 (0.77%) COBIT
4 2 (0.77%) Sarbanes-Oxley
5 1 (0.38%) Actionable Recommendations
5 1 (0.38%) ISO 9001
System Software
1 2 (0.77%) Active Directory
1 2 (0.77%) HDFS
1 2 (0.77%) Virtual Machines
2 1 (0.38%) Apache Flume
Systems Management
1 5 (1.92%) Kibana
2 3 (1.15%) Data Guard
2 3 (1.15%) Hadoop YARN
2 3 (1.15%) Oracle RMAN
3 2 (0.77%) EnCase
4 1 (0.38%) Ansible
4 1 (0.38%) HP Quality Center
4 1 (0.38%) Oozie
4 1 (0.38%) Opscode Chef
4 1 (0.38%) Oracle Enterprise Manager
4 1 (0.38%) Puppet
4 1 (0.38%) SCCM
Vendors
1 55 (21.07%) Tableau
2 53 (20.31%) Microsoft
3 41 (15.71%) Oracle
4 22 (8.43%) SAP
5 20 (7.66%) Salesforce.com
6 12 (4.60%) IBM
7 11 (4.21%) Teradata
8 9 (3.45%) Salesforce Marketing Cloud
9 8 (3.07%) Cognos
10 7 (2.68%) Google
10 7 (2.68%) Informatica
10 7 (2.68%) Mapinfo
11 4 (1.53%) Alterian
11 4 (1.53%) Alteryx
11 4 (1.53%) MicroStrategy
11 4 (1.53%) Talend
12 3 (1.15%) Atlassian
12 3 (1.15%) Hyperion
12 3 (1.15%) Netezza
12 3 (1.15%) Red Hat
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