The table below looks at the statistics for Data Mining skills in IT jobs advertised for the Scotland region. Included is a guide to the salaries offered in IT jobs that have cited Data Mining over the 3 months to 25 June 2016 with a comparison to the same period over the previous 2 years.

3 months to
25 Jun 2016
Same period 2015 Same period 2014
Data Mining
Rank 129 150 167
Rank change year-on-year
+21 +17
Permanent jobs citing Data Mining 33 18 11
As % of all permanent IT jobs located in Scotland 1.16% 0.57% 0.29%
As % of the Database & Business Intelligence category 3.63% 1.69% 0.87%
Number of salaries quoted 7 11 11
Median salary £55,000 £31,500 £35,000
Median salary % change year-on-year
+74.60% -10.00%
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%
Data Mining
UK

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 Scotland region.

Database & Business Intelligence Category
Scotland
Permanent IT job ads with a match in the
Database & Business Intelligence category
908 1067 1266
As % of all permanent IT jobs located in Scotland 32.04% 33.93% 33.06%
Number of salaries quoted 427 675 878
Median salary £45,000 £42,500 £42,500
Median salary % change year-on-year
+5.88% -
90% offered a salary of more than £31,000 £30,700 £30,000
10% offered a salary of more than £60,000 £57,500 £60,000
UK excluding London median salary £42,500 £41,500 £40,000
% change year-on-year
+2.40% +3.75%

Data Mining
Jobs Demand Trend in Scotland

The demand trend of job ads across the Scotland 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 Scotland

Data Mining
Salary Trend in Scotland

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

Data Mining Salary Trend in Scotland

Data Mining
Salary Histogram in Scotland

This chart provides a salary histogram for IT jobs citing Data Mining across the Scotland region over the 3 months to 25 June 2016.

Data Mining Salary Histogram in Scotland

Data Mining
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Mining within the Scotland region over the 3 months to 25 June 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
Edinburgh +28 23 £55,000 +77.41% 5
Glasgow -7 10 £61,250 +36.44% 2
Data Mining
UK

Data Mining
Top 30 Related IT Skills in Scotland

For the 6 months to 25 June 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 Scotland region with a requirement for Data Mining.

1 38 (65.52%) Degree
1 38 (65.52%) Analytical Skills
2 35 (60.34%) Agile Software Development
3 32 (55.17%) SQL Server
3 32 (55.17%) Data Analysis
4 30 (51.72%) Business Analysis
5 29 (50.00%) Microsoft
5 29 (50.00%) Scrum
6 27 (46.55%) Data Warehouse
7 26 (44.83%) Stakeholder Management
7 26 (44.83%) Asset Management
8 24 (41.38%) SQL Server Integration Services
8 24 (41.38%) Mentoring
9 23 (39.66%) Markit EDM
9 23 (39.66%) Oracle
10 22 (37.93%) Management Information System
11 14 (24.14%) SQL
12 12 (20.69%) Banking
13 11 (18.97%) Finance
14 10 (17.24%) SAS
14 10 (17.24%) Computer Science
15 9 (15.52%) MS Excel
16 8 (13.79%) Business Intelligence
16 8 (13.79%) Virtual Team
17 7 (12.07%) Data Management
17 7 (12.07%) Analytics
18 6 (10.34%) Big Data
18 6 (10.34%) Scala
18 6 (10.34%) Visualisation
18 6 (10.34%) MongoDB

Data Mining
Top Related IT Skills in Scotland 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 10 (17.24%) SAS
2 5 (8.62%) Apache Spark
2 5 (8.62%) Confluence
3 1 (1.72%) Tomcat
Applications
1 9 (15.52%) MS Excel
2 5 (8.62%) Stata
3 1 (1.72%) SPSS
Business Applications
1 23 (39.66%) Markit EDM
Cloud Services
1 1 (1.72%) Microsoft Azure
Database & Business Intelligence
1 32 (55.17%) SQL Server
2 27 (46.55%) Data Warehouse
3 24 (41.38%) SQL Server Integration Services
4 6 (10.34%) Big Data
4 6 (10.34%) MongoDB
5 5 (8.62%) BusinessObjects
5 5 (8.62%) Hadoop
5 5 (8.62%) PostgreSQL
6 4 (6.90%) Oracle BI EE
7 3 (5.17%) QlikView
8 2 (3.45%) Base SAS
8 2 (3.45%) BusinessObjects XI
8 2 (3.45%) Crystal Reports
8 2 (3.45%) NoSQL
8 2 (3.45%) OLAP
8 2 (3.45%) SAS Data Integration Studio
8 2 (3.45%) SAS Enterprise Guide
8 2 (3.45%) SQL Server 2005
8 2 (3.45%) SQL Server 2008
9 1 (1.72%) MarkLogic
Development Applications
1 5 (8.62%) JIRA
2 1 (1.72%) Cucumber
2 1 (1.72%) FitNesse
2 1 (1.72%) Git (software)
2 1 (1.72%) Jenkins
2 1 (1.72%) Maven
2 1 (1.72%) TeamCity
General
1 12 (20.69%) Banking
2 11 (18.97%) Finance
3 6 (10.34%) Games
4 5 (8.62%) Retail
4 5 (8.62%) Retail Banking
5 4 (6.90%) Private Banking
6 2 (3.45%) Marketing
6 2 (3.45%) Publishing
7 1 (1.72%) Law
7 1 (1.72%) Legal
Job Titles
1 12 (20.69%) Consultant
2 10 (17.24%) Analyst
3 9 (15.52%) Senior Consultant
4 7 (12.07%) Business Analyst
4 7 (12.07%) Technical Analyst
4 7 (12.07%) Technical Business Analyst
5 6 (10.34%) Developer
6 5 (8.62%) Architect
6 5 (8.62%) Data Scientist
6 5 (8.62%) Solutions Architect
7 4 (6.90%) Product Manager
7 4 (6.90%) SQL Analyst
8 2 (3.45%) Analyst Developer
8 2 (3.45%) Business Intelligence Analyst
8 2 (3.45%) Business Intelligence Developer
8 2 (3.45%) Senior Data Scientist
9 1 (1.72%) Junior Software Developer
9 1 (1.72%) Marketing Analyst
9 1 (1.72%) Report Manager
9 1 (1.72%) Senior Technical Business Analyst
Libraries, Frameworks & Software Standards
1 5 (8.62%) D3.js
2 1 (1.72%) .NET
2 1 (1.72%) Entity Framework
2 1 (1.72%) Natural Language Processing
2 1 (1.72%) REST
2 1 (1.72%) SOAP
2 1 (1.72%) Spring
Miscellaneous
1 38 (65.52%) Analytical Skills
2 22 (37.93%) Management Information System
3 10 (17.24%) Computer Science
4 8 (13.79%) Virtual Team
5 6 (10.34%) Visualisation
6 5 (8.62%) Applied Mathematics
6 5 (8.62%) Informatics
6 5 (8.62%) Mathematics
6 5 (8.62%) Statistics
7 1 (1.72%) Algorithms
7 1 (1.72%) Enterprise Software
Operating Systems
1 2 (3.45%) Windows
2 1 (1.72%) Linux
Processes & Methodologies
1 35 (60.34%) Agile Software Development
2 32 (55.17%) Data Analysis
3 30 (51.72%) Business Analysis
4 29 (50.00%) Scrum
5 26 (44.83%) Asset Management
5 26 (44.83%) Stakeholder Management
6 24 (41.38%) Mentoring
7 8 (13.79%) Business Intelligence
8 7 (12.07%) Analytics
8 7 (12.07%) Data Management
9 6 (10.34%) Project Management
10 5 (8.62%) Budgeting and Forecasting
10 5 (8.62%) Data Governance
10 5 (8.62%) Data Visualisation
10 5 (8.62%) Enterprise Architecture
10 5 (8.62%) ITIL
10 5 (8.62%) Line Management
10 5 (8.62%) Statistical Modelling
10 5 (8.62%) TOGAF
11 4 (6.90%) Technical Analysis
Programming Languages
1 14 (24.14%) SQL
2 6 (10.34%) Scala
3 5 (8.62%) Python
3 5 (8.62%) R
4 2 (3.45%) C#
4 2 (3.45%) Java
4 2 (3.45%) SAS Macro
5 1 (1.72%) T-SQL
Qualifications
1 38 (65.52%) Degree
2 1 (1.72%) CISA
2 1 (1.72%) CISM
2 1 (1.72%) CISSP
2 1 (1.72%) CRISC
2 1 (1.72%) ISEB
Quality Assurance & Compliance
1 5 (8.62%) QA
2 1 (1.72%) Basel II
2 1 (1.72%) Solvency II
Vendors
1 29 (50.00%) Microsoft
2 23 (39.66%) Oracle
3 5 (8.62%) Greenplum
3 5 (8.62%) Tableau
4 3 (5.17%) Cognos
5 1 (1.72%) Bloomberg
5 1 (1.72%) Cognizant
5 1 (1.72%) IBM
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