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 9 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
9 Dec 2016
Same period 2015 Same period 2014
Data Mining
Rank 224 217 249
Rank change year-on-year
-7 +32
Permanent jobs citing Data Mining 41 22 27
As % of all permanent IT jobs located in the North West 0.66% 0.36% 0.36%
As % of the Database & Business Intelligence category 1.82% 1.10% 1.06%
Number of salaries quoted 36 20 27
Median salary £33,000 £40,000 £40,000
Median salary % change year-on-year
-17.50% -
90% offered a salary of more than £30,000 £30,850 £34,000
10% offered a salary of more than £52,500 £44,500 £49,000
UK excluding London median salary £43,835 £45,000 £42,500
% change year-on-year
-2.59% +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
2249 2006 2551
As % of all permanent IT jobs located in the North West 35.93% 33.22% 34.42%
Number of salaries quoted 1972 1738 2236
Median salary £40,000 £42,500 £40,000
Median salary % change year-on-year
-5.88% +6.25%
90% offered a salary of more than £30,000 £30,000 £29,000
10% offered a salary of more than £57,500 £54,000 £52,500
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 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 9 December 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 9 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
Manchester -5 26 £30,000 -29.41% 5
Lancashire - 9 £33,000 -
Cheshire +14 5 £40,000 +6.66% 3
Merseyside -18 1 £55,000 +69.23%
Data Mining
England

Data Mining
Top 30 Related IT Skills in the North West

For the 6 months to 9 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 North West region with a requirement for Data Mining.

1 46 (46.00%) SQL
2 42 (42.00%) Business Intelligence
3 41 (41.00%) Analytics
4 40 (40.00%) SQL Server
5 37 (37.00%) Machine Learning
6 36 (36.00%) Big Data
7 33 (33.00%) Python
8 31 (31.00%) R
9 29 (29.00%) Data Analysis
9 29 (29.00%) Statistics
10 27 (27.00%) Data Warehouse
11 26 (26.00%) SQL Server Reporting Services
12 24 (24.00%) SQL Server Integration Services
13 23 (23.00%) Data Modelling
13 23 (23.00%) Microsoft
13 23 (23.00%) T-SQL
13 23 (23.00%) Power BI
13 23 (23.00%) Data Quality
14 22 (22.00%) Relational Database
14 22 (22.00%) ETL
15 20 (20.00%) Data Management
15 20 (20.00%) Data Analytics
16 19 (19.00%) Agile Software Development
17 18 (18.00%) SAS
17 18 (18.00%) Mathematics
18 17 (17.00%) PhD
19 16 (16.00%) Statistical Analysis
20 15 (15.00%) ITIL
20 15 (15.00%) MS Excel
20 15 (15.00%) Tableau

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 18 (18.00%) SAS
2 6 (6.00%) CICS
3 4 (4.00%) Apache Spark
4 2 (2.00%) Apache Pig
4 2 (2.00%) SharePoint
Applications
1 15 (15.00%) MS Excel
2 13 (13.00%) Stata
3 5 (5.00%) SPSS
4 2 (2.00%) S-PLUS
5 1 (1.00%) Spreadsheet
Business Applications
1 1 (1.00%) Cognos Business Intelligence
Cloud Services
1 9 (9.00%) Microsoft Azure
2 2 (2.00%) Office 365
3 1 (1.00%) Google Analytics
Database & Business Intelligence
1 40 (40.00%) SQL Server
2 36 (36.00%) Big Data
3 27 (27.00%) Data Warehouse
4 26 (26.00%) SQL Server Reporting Services
5 24 (24.00%) SQL Server Integration Services
6 23 (23.00%) Power BI
7 22 (22.00%) Relational Database
8 11 (11.00%) MySQL
8 11 (11.00%) SQL Server Analysis Services
9 9 (9.00%) Hadoop
10 8 (8.00%) MS Access
10 8 (8.00%) SQL Server 2014
11 7 (7.00%) PowerPivot
11 7 (7.00%) Qlik Sense
11 7 (7.00%) QlikView
11 7 (7.00%) SQL Server 2012
12 6 (6.00%) DataStage
12 6 (6.00%) DB2
13 5 (5.00%) BusinessObjects
14 4 (4.00%) BusinessObjects Business Intelligence
Development Applications
1 3 (3.00%) Talend Open Studio
General
1 14 (14.00%) Finance
2 9 (9.00%) Legal
3 6 (6.00%) Banking
3 6 (6.00%) Law
4 5 (5.00%) Retail
5 3 (3.00%) Local Government
6 2 (2.00%) Advertising
6 2 (2.00%) Marketing
6 2 (2.00%) Pharmaceutical
7 1 (1.00%) Automotive
7 1 (1.00%) Games
Job Titles
1 29 (29.00%) Data Scientist
2 19 (19.00%) Developer
3 15 (15.00%) Analyst
4 12 (12.00%) Head of Data Management
5 10 (10.00%) SQL Analyst
6 9 (9.00%) Data Analyst
7 8 (8.00%) Business Intelligence Developer
7 8 (8.00%) SQL Data Analyst
8 7 (7.00%) Database Developer
8 7 (7.00%) Machine Learning Engineer
8 7 (7.00%) MATLAB Engineer
8 7 (7.00%) SQL Server Analyst
9 6 (6.00%) Data Manager
9 6 (6.00%) Senior Business Intelligence Developer
9 6 (6.00%) Senior Developer
9 6 (6.00%) SSIS Analyst
9 6 (6.00%) SSRS Analyst
9 6 (6.00%) Test Manager
10 4 (4.00%) Consultant
10 4 (4.00%) Data Warehouse Consultant
Libraries, Frameworks & Software Standards
1 14 (14.00%) MDX
2 3 (3.00%) HTML
2 3 (3.00%) Natural Language Processing
3 1 (1.00%) Web Services
Miscellaneous
1 29 (29.00%) Statistics
2 18 (18.00%) Mathematics
3 13 (13.00%) Algorithms
3 13 (13.00%) Computer Science
4 11 (11.00%) Physics
4 11 (11.00%) Visualisation
5 8 (8.00%) Neural Network
6 7 (7.00%) Analytical Skills
6 7 (7.00%) CUDA
7 6 (6.00%) Mainframe
7 6 (6.00%) VSAM
8 5 (5.00%) Data Integration
9 3 (3.00%) Social Media
10 2 (2.00%) Artificial Intelligence
10 2 (2.00%) Credit Risk
10 2 (2.00%) Data Extraction
10 2 (2.00%) Management Information System
11 1 (1.00%) Applied Mathematics
11 1 (1.00%) Economics
11 1 (1.00%) Smartphone
Operating Systems
1 5 (5.00%) Linux
2 2 (2.00%) Unix
Processes & Methodologies
1 42 (42.00%) Business Intelligence
2 41 (41.00%) Analytics
3 37 (37.00%) Machine Learning
4 29 (29.00%) Data Analysis
5 23 (23.00%) Data Modelling
6 22 (22.00%) ETL
7 20 (20.00%) Data Analytics
7 20 (20.00%) Data Management
8 19 (19.00%) Agile Software Development
9 16 (16.00%) Statistical Analysis
10 15 (15.00%) ITIL
10 15 (15.00%) Stochastic Modelling
11 14 (14.00%) Statistical Modelling
12 12 (12.00%) Change Management
12 12 (12.00%) Data Acquisition
12 12 (12.00%) Enterprise Data Management
12 12 (12.00%) Master Data Management
12 12 (12.00%) Predictive Modelling
13 10 (10.00%) Cluster Analysis
13 10 (10.00%) E-Commerce
Programming Languages
1 46 (46.00%) SQL
2 33 (33.00%) Python
3 31 (31.00%) R
4 23 (23.00%) T-SQL
5 11 (11.00%) VBA
6 10 (10.00%) MATLAB
7 9 (9.00%) C++
8 6 (6.00%) COBOL
8 6 (6.00%) JCL
9 5 (5.00%) C#
10 4 (4.00%) Java
11 1 (1.00%) Shell Script
11 1 (1.00%) VB
Qualifications
1 17 (17.00%) PhD
2 10 (10.00%) Degree
Quality Assurance & Compliance
1 23 (23.00%) Data Quality
2 1 (1.00%) QA
Vendors
1 23 (23.00%) Microsoft
2 15 (15.00%) Tableau
3 9 (9.00%) Informatica
3 9 (9.00%) Teradata
4 7 (7.00%) IBM
4 7 (7.00%) Oracle
5 6 (6.00%) Cognizant
5 6 (6.00%) SAP
6 3 (3.00%) Talend
6 3 (3.00%) Vertica
7 2 (2.00%) Alteryx
8 1 (1.00%) Cognos
8 1 (1.00%) Google
8 1 (1.00%) Splunk
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