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 27 September 2016 with a comparison to the same period over the previous 2 years.

3 months to
27 Sep 2016
Same period 2015 Same period 2014
Data Mining
Rank 188 226 180
Rank change year-on-year
+38 -46
Permanent jobs citing Data Mining 67 37 83
As % of all permanent IT jobs located in the North West 1.05% 0.55% 1.14%
As % of the Database & Business Intelligence category 3.07% 1.59% 2.97%
Number of salaries quoted 47 19 61
Median salary £40,000 £40,000 £38,500
Median salary % change year-on-year
- +3.89%
90% offered a salary of more than £30,000 £31,200 £27,500
10% offered a salary of more than £62,500 £44,600 £55,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%
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
2185 2327 2794
As % of all permanent IT jobs located in the North West 34.32% 34.85% 38.22%
Number of salaries quoted 1874 1980 2341
Median salary £40,000 £40,000 £38,000
Median salary % change year-on-year
- +5.26%
90% offered a salary of more than £30,000 £30,000 £27,500
10% offered a salary of more than £57,500 £54,000 £50,313
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 27 September 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 27 September 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 +19 38 £40,000 -10.11% 7
Cheshire +25 18 £36,250 -4.60% 1
Merseyside - 6 £35,000 - 2
Lancashire - 4 £130,000 -
Data Mining
England

Data Mining
Top 30 Related IT Skills in the North West

For the 6 months to 27 September 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 47 (45.19%) Big Data
2 45 (43.27%) Business Intelligence
3 39 (37.50%) SQL
4 37 (35.58%) SQL Server
5 35 (33.65%) Analytics
6 31 (29.81%) Machine Learning
7 30 (28.85%) Data Analysis
8 28 (26.92%) Data Warehouse
9 27 (25.96%) Microsoft
10 26 (25.00%) Python
10 26 (25.00%) R
11 25 (24.04%) Statistics
12 24 (23.08%) Data Quality
12 24 (23.08%) Finance
13 23 (22.12%) Data Management
14 20 (19.23%) Agile Software Development
14 20 (19.23%) SQL Server Reporting Services
14 20 (19.23%) ETL
14 20 (19.23%) Statistical Analysis
15 19 (18.27%) Relational Database
15 19 (18.27%) PhD
16 18 (17.31%) ITIL
16 18 (17.31%) Algorithms
16 18 (17.31%) SQL Server Integration Services
17 17 (16.35%) MS Excel
18 16 (15.38%) Data Modelling
18 16 (15.38%) T-SQL
19 15 (14.42%) MATLAB
19 15 (14.42%) Change Management
19 15 (14.42%) Enterprise Data Management

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 9 (8.65%) SAS
2 6 (5.77%) CICS
3 2 (1.92%) CMS
3 2 (1.92%) SharePoint
4 1 (0.96%) Apache Spark
4 1 (0.96%) Elasticsearch
Applications
1 17 (16.35%) MS Excel
2 7 (6.73%) SPSS
3 6 (5.77%) MS PowerPoint
4 4 (3.85%) MS Visio
4 4 (3.85%) Stata
5 1 (0.96%) MS Office
5 1 (0.96%) S-PLUS
5 1 (0.96%) Spreadsheet
Business Applications
1 3 (2.88%) Oracle Financials
2 1 (0.96%) Oracle EBS
2 1 (0.96%) SAP Oil and Gas
Cloud Services
1 7 (6.73%) Microsoft Azure
2 2 (1.92%) Office 365
3 1 (0.96%) Amazon AWS
3 1 (0.96%) Google Analytics
Communications & Networking
1 3 (2.88%) SMS
2 2 (1.92%) DNS
2 2 (1.92%) MPLS
2 2 (1.92%) TCP/IP
Database & Business Intelligence
1 47 (45.19%) Big Data
2 37 (35.58%) SQL Server
3 28 (26.92%) Data Warehouse
4 20 (19.23%) SQL Server Reporting Services
5 19 (18.27%) Relational Database
6 18 (17.31%) SQL Server Integration Services
7 13 (12.50%) Power BI
8 10 (9.62%) MS Access
8 10 (9.62%) SQL Server Analysis Services
9 8 (7.69%) MySQL
9 8 (7.69%) Qlik Sense
9 8 (7.69%) QlikView
9 8 (7.69%) SQL Server 2014
10 7 (6.73%) Hadoop
11 6 (5.77%) BusinessObjects
11 6 (5.77%) DataStage
11 6 (5.77%) DB2
11 6 (5.77%) PowerPivot
11 6 (5.77%) SQL Server 2008
11 6 (5.77%) SQL Server 2012
Development Applications
1 4 (3.85%) SQL Server Management Studio (SSMS)
2 3 (2.88%) Talend Open Studio
3 1 (0.96%) HP UFT
General
1 24 (23.08%) Finance
2 10 (9.62%) Legal
3 6 (5.77%) Banking
3 6 (5.77%) Law
4 5 (4.81%) Marketing
5 4 (3.85%) Local Government
5 4 (3.85%) Retail
6 2 (1.92%) Advertising
6 2 (1.92%) Pharmaceutical
7 1 (0.96%) Electronics
7 1 (0.96%) Games
7 1 (0.96%) Manufacturing
7 1 (0.96%) Telecoms
Job Titles
1 17 (16.35%) Developer
2 15 (14.42%) Head of Data Management
3 14 (13.46%) Analyst
3 14 (13.46%) Machine Learning Engineer
3 14 (13.46%) MATLAB Engineer
4 13 (12.50%) Data Scientist
5 8 (7.69%) Business Intelligence Developer
5 8 (7.69%) Data Manager
6 6 (5.77%) Business Intelligence Analyst
6 6 (5.77%) Test Manager
7 5 (4.81%) Consultant
7 5 (4.81%) Data Warehouse Consultant
7 5 (4.81%) Database Developer
7 5 (4.81%) Senior Business Intelligence Developer
7 5 (4.81%) Senior Developer
8 4 (3.85%) Business Intelligence Consultant
8 4 (3.85%) Business Objects Consultant
8 4 (3.85%) Junior
8 4 (3.85%) QlikView Consultant
8 4 (3.85%) SQL Developer
Libraries, Frameworks & Software Standards
1 6 (5.77%) MDX
2 3 (2.88%) HTML
3 2 (1.92%) .NET
3 2 (1.92%) Natural Language Processing
3 2 (1.92%) REST
3 2 (1.92%) SOAP
4 1 (0.96%) NumPy
Miscellaneous
1 25 (24.04%) Statistics
2 18 (17.31%) Algorithms
3 14 (13.46%) CUDA
4 11 (10.58%) Analytical Skills
5 10 (9.62%) Visualisation
6 6 (5.77%) Data Integration
6 6 (5.77%) Mainframe
6 6 (5.77%) Mathematics
6 6 (5.77%) VSAM
7 5 (4.81%) Physics
8 4 (3.85%) Data Structures
8 4 (3.85%) Management Information System
8 4 (3.85%) Social Media
9 3 (2.88%) Private Cloud
10 2 (1.92%) Computer Science
10 2 (1.92%) Credit Risk
10 2 (1.92%) Data Extraction
11 1 (0.96%) Data Conversion
11 1 (0.96%) Ontologies
11 1 (0.96%) Smartphone
Operating Systems
1 4 (3.85%) Linux
2 2 (1.92%) Windows
Processes & Methodologies
1 45 (43.27%) Business Intelligence
2 35 (33.65%) Analytics
3 31 (29.81%) Machine Learning
4 30 (28.85%) Data Analysis
5 23 (22.12%) Data Management
6 20 (19.23%) Agile Software Development
6 20 (19.23%) ETL
6 20 (19.23%) Statistical Analysis
7 18 (17.31%) ITIL
8 16 (15.38%) Data Modelling
9 15 (14.42%) Change Management
9 15 (14.42%) Data Acquisition
9 15 (14.42%) Enterprise Data Management
9 15 (14.42%) Master Data Management
10 14 (13.46%) Service Design
10 14 (13.46%) Stochastic Modelling
11 10 (9.62%) Predictive Modelling
12 9 (8.65%) E-Commerce
13 8 (7.69%) Programme Management
14 6 (5.77%) Workflow
Programming Languages
1 39 (37.50%) SQL
2 26 (25.00%) Python
2 26 (25.00%) R
3 16 (15.38%) T-SQL
4 15 (14.42%) MATLAB
5 14 (13.46%) C++
6 7 (6.73%) VBA
7 6 (5.77%) COBOL
7 6 (5.77%) JCL
8 5 (4.81%) Java
9 4 (3.85%) C#
10 2 (1.92%) VB
11 1 (0.96%) Scala
Qualifications
1 19 (18.27%) PhD
2 11 (10.58%) Degree
3 2 (1.92%) Microsoft Certification
4 1 (0.96%) ISEB
4 1 (0.96%) ISTQB
Quality Assurance & Compliance
1 24 (23.08%) Data Quality
2 1 (0.96%) QA
System Software
1 2 (1.92%) VMware Infrastructure
2 1 (0.96%) HDFS
Vendors
1 27 (25.96%) Microsoft
2 13 (12.50%) Oracle
3 11 (10.58%) SAP
4 9 (8.65%) Informatica
5 8 (7.69%) Teradata
6 7 (6.73%) Tableau
7 6 (5.77%) Cognizant
7 6 (5.77%) IBM
8 4 (3.85%) Hyperion
9 3 (2.88%) Talend
9 3 (2.88%) Vertica
10 2 (1.92%) Alteryx
10 2 (1.92%) VMware
11 1 (0.96%) Google
11 1 (0.96%) Hortonworks
11 1 (0.96%) HP
11 1 (0.96%) JD Edwards
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