The table below looks at the statistics for Data Mining skills in IT jobs advertised for the North West region. Included is a guide to the salaries offered in IT jobs that have cited Data Mining over the 3 months to 30 August 2016 with a comparison to the same period over the previous 2 years.

3 months to
30 Aug 2016
Same period 2015 Same period 2014
Data Mining
Rank 178 209 185
Rank change year-on-year
+31 -24
Permanent jobs citing Data Mining 65 51 74
As % of all permanent IT jobs located in the North West 1.06% 0.77% 1.01%
As % of the Database & Business Intelligence category 3.20% 2.24% 2.72%
Number of salaries quoted 39 24 51
Median salary £40,000 £39,250 £37,000
Median salary % change year-on-year
+1.91% +6.08%
90% offered a salary of more than £30,000 £24,000 £25,000
10% offered a salary of more than £62,000 £45,000 £55,000
UK excluding London median salary £45,000 £45,000 £40,000
% change year-on-year
- +12.50%
Data Mining
England

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 North West region.

Database & Business Intelligence Category
North West
Permanent IT job ads with a match in the
Database & Business Intelligence category
2033 2281 2724
As % of all permanent IT jobs located in the North West 33.09% 34.64% 37.17%
Number of salaries quoted 1756 1932 2246
Median salary £40,000 £40,000 £37,500
Median salary % change year-on-year
- +6.66%
90% offered a salary of more than £30,000 £30,000 £26,500
10% offered a salary of more than £55,000 £55,000 £52,500
UK excluding London median salary £42,500 £42,500 £40,000
% change year-on-year
- +6.25%

Data Mining
Jobs Demand Trend in the North West

The demand trend of job ads across the North West 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 the North West

Data Mining
Salary Trend in the North West

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

Data Mining Salary Trend in the North West

Data Mining
Salary Histogram in the North West

This chart provides a salary histogram for IT jobs citing Data Mining across the North West region over the 3 months to 30 August 2016.

Data Mining Salary Histogram in the North West

Data Mining
Job Locations in the North West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Mining within the North West region over the 3 months to 30 August 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
Manchester +17 37 £40,000 -3.61% 7
Cheshire +10 12 £32,500 -14.47% 5
Merseyside - 10 £35,000 -
Lancashire - 5 - - 1
Data Mining
England

Data Mining
Top 30 Related IT Skills in the North West

For the 6 months to 30 August 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 North West region with a requirement for Data Mining.

1 37 (42.53%) Business Intelligence
1 37 (42.53%) Big Data
2 31 (35.63%) SQL
3 30 (34.48%) SQL Server
4 27 (31.03%) Data Analysis
5 25 (28.74%) Data Warehouse
6 24 (27.59%) Microsoft
6 24 (27.59%) Analytics
7 23 (26.44%) Machine Learning
7 23 (26.44%) R
8 22 (25.29%) Python
9 20 (22.99%) SQL Server Reporting Services
10 19 (21.84%) Data Management
10 19 (21.84%) PhD
10 19 (21.84%) Data Quality
11 18 (20.69%) Statistical Analysis
11 18 (20.69%) SQL Server Integration Services
11 18 (20.69%) ITIL
12 17 (19.54%) Statistics
12 17 (19.54%) Algorithms
13 16 (18.39%) Finance
14 15 (17.24%) Change Management
14 15 (17.24%) ETL
14 15 (17.24%) MATLAB
14 15 (17.24%) Relational Database
14 15 (17.24%) Master Data Management
14 15 (17.24%) Enterprise Data Management
14 15 (17.24%) Data Acquisition
15 14 (16.09%) Service Design
15 14 (16.09%) CUDA

Data Mining
Top Related IT Skills in the North West 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 6 (6.90%) SAS
2 4 (4.60%) CICS
3 2 (2.30%) CMS
3 2 (2.30%) SharePoint
4 1 (1.15%) Elasticsearch
Applications
1 13 (14.94%) MS Excel
2 7 (8.05%) MS PowerPoint
3 5 (5.75%) MS Visio
4 4 (4.60%) SPSS
5 1 (1.15%) MS Office
5 1 (1.15%) S-PLUS
5 1 (1.15%) Spreadsheet
5 1 (1.15%) Stata
Business Applications
1 3 (3.45%) Oracle Financials
2 1 (1.15%) Oracle EBS
2 1 (1.15%) SAP Oil and Gas
Cloud Services
1 4 (4.60%) Microsoft Azure
2 2 (2.30%) Amazon AWS
2 2 (2.30%) Office 365
Communications & Networking
1 3 (3.45%) SMS
2 2 (2.30%) DNS
2 2 (2.30%) MPLS
2 2 (2.30%) TCP/IP
3 1 (1.15%) VPN
Database & Business Intelligence
1 37 (42.53%) Big Data
2 30 (34.48%) SQL Server
3 25 (28.74%) Data Warehouse
4 20 (22.99%) SQL Server Reporting Services
5 18 (20.69%) SQL Server Integration Services
6 15 (17.24%) Relational Database
7 10 (11.49%) SQL Server Analysis Services
8 9 (10.34%) Power BI
9 8 (9.20%) SQL Server 2008
10 7 (8.05%) MS Access
11 6 (6.90%) Qlik Sense
11 6 (6.90%) QlikView
11 6 (6.90%) SQL Server 2014
12 5 (5.75%) BusinessObjects
13 4 (4.60%) DataStage
13 4 (4.60%) DB2
13 4 (4.60%) MongoDB
13 4 (4.60%) Oracle BI EE
13 4 (4.60%) Oracle ODI
13 4 (4.60%) SQL Server 2012
Development Applications
1 5 (5.75%) SQL Server Management Studio (SSMS)
2 3 (3.45%) Talend Open Studio
3 1 (1.15%) GitLab
3 1 (1.15%) HP UFT
General
1 16 (18.39%) Finance
2 9 (10.34%) Legal
3 6 (6.90%) Law
4 5 (5.75%) Marketing
5 4 (4.60%) Banking
5 4 (4.60%) Local Government
6 2 (2.30%) Advertising
7 1 (1.15%) Electronics
7 1 (1.15%) Manufacturing
7 1 (1.15%) Pharmaceutical
7 1 (1.15%) Retail
7 1 (1.15%) Telecoms
Job Titles
1 15 (17.24%) Analyst
1 15 (17.24%) Head of Data Management
2 14 (16.09%) Machine Learning Engineer
2 14 (16.09%) MATLAB Engineer
3 13 (14.94%) Developer
4 10 (11.49%) Business Intelligence Analyst
5 8 (9.20%) Data Scientist
6 7 (8.05%) Business Intelligence Developer
6 7 (8.05%) Data Manager
7 5 (5.75%) Consultant
7 5 (5.75%) Data Warehouse Consultant
8 4 (4.60%) Business Intelligence Consultant
8 4 (4.60%) Business Objects Consultant
8 4 (4.60%) QlikView Consultant
8 4 (4.60%) Senior Business Intelligence Developer
8 4 (4.60%) Senior Developer
8 4 (4.60%) SSIS Analyst
8 4 (4.60%) Test Manager
9 3 (3.45%) SSAS Developer
9 3 (3.45%) SSRS Analyst
Libraries, Frameworks & Software Standards
1 5 (5.75%) MDX
2 2 (2.30%) .NET
2 2 (2.30%) Natural Language Processing
2 2 (2.30%) REST
2 2 (2.30%) SOAP
3 1 (1.15%) HTML
3 1 (1.15%) J2EE
3 1 (1.15%) NumPy
3 1 (1.15%) Web Services
Miscellaneous
1 17 (19.54%) Algorithms
1 17 (19.54%) Statistics
2 14 (16.09%) CUDA
3 10 (11.49%) Analytical Skills
4 4 (4.60%) Data Structures
4 4 (4.60%) Mainframe
4 4 (4.60%) Management Information System
4 4 (4.60%) Mathematics
4 4 (4.60%) Physics
4 4 (4.60%) VSAM
5 3 (3.45%) Private Cloud
5 3 (3.45%) Visualisation
6 2 (2.30%) Computer Science
6 2 (2.30%) Credit Risk
6 2 (2.30%) Data Extraction
6 2 (2.30%) Data Integration
7 1 (1.15%) Data Conversion
7 1 (1.15%) Fintech
7 1 (1.15%) Ontologies
7 1 (1.15%) Social Media
Operating Systems
1 4 (4.60%) Linux
2 2 (2.30%) Windows
3 1 (1.15%) Android
3 1 (1.15%) Apple iOS
3 1 (1.15%) Ubuntu
Processes & Methodologies
1 37 (42.53%) Business Intelligence
2 27 (31.03%) Data Analysis
3 24 (27.59%) Analytics
4 23 (26.44%) Machine Learning
5 19 (21.84%) Data Management
6 18 (20.69%) ITIL
6 18 (20.69%) Statistical Analysis
7 15 (17.24%) Change Management
7 15 (17.24%) Data Acquisition
7 15 (17.24%) Enterprise Data Management
7 15 (17.24%) ETL
7 15 (17.24%) Master Data Management
8 14 (16.09%) Service Design
8 14 (16.09%) Stochastic Modelling
9 12 (13.79%) Agile Software Development
10 10 (11.49%) Data Modelling
11 7 (8.05%) Predictive Modelling
12 6 (6.90%) Programme Management
13 5 (5.75%) Open Source
13 5 (5.75%) PRINCE
Programming Languages
1 31 (35.63%) SQL
2 23 (26.44%) R
3 22 (25.29%) Python
4 15 (17.24%) MATLAB
5 14 (16.09%) C++
6 13 (14.94%) T-SQL
7 7 (8.05%) VBA
8 6 (6.90%) Java
9 4 (4.60%) C#
9 4 (4.60%) COBOL
9 4 (4.60%) JCL
10 2 (2.30%) VB
11 1 (1.15%) PHP
11 1 (1.15%) Scala
Qualifications
1 19 (21.84%) PhD
2 10 (11.49%) Degree
3 2 (2.30%) Microsoft Certification
4 1 (1.15%) ISEB
4 1 (1.15%) ISTQB
Quality Assurance & Compliance
1 19 (21.84%) Data Quality
System Software
1 2 (2.30%) VMware Infrastructure
2 1 (1.15%) HDFS
Systems Management
1 1 (1.15%) Rundeck
Vendors
1 24 (27.59%) Microsoft
2 11 (12.64%) Oracle
3 10 (11.49%) SAP
4 7 (8.05%) Tableau
5 6 (6.90%) Informatica
6 5 (5.75%) Teradata
7 4 (4.60%) Cognizant
7 4 (4.60%) Hyperion
7 4 (4.60%) IBM
8 3 (3.45%) Talend
8 3 (3.45%) Vertica
9 2 (2.30%) Alteryx
9 2 (2.30%) VMware
10 1 (1.15%) Hortonworks
10 1 (1.15%) HP
10 1 (1.15%) JD Edwards
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