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

3 months to
28 Sep 2016
Same period 2015 Same period 2014
Data Mining
Rank 119 159 170
Rank change year-on-year
+40 +11
Permanent jobs citing Data Mining 26 18 10
As % of all permanent IT jobs located in Scotland 1.03% 0.54% 0.28%
As % of the Database & Business Intelligence category 3.19% 1.73% 0.88%
Number of salaries quoted 18 11 6
Median salary £46,250 £67,500 £40,000
Median salary % change year-on-year
-31.48% +68.75%
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
815 1038 1133
As % of all permanent IT jobs located in Scotland 32.38% 31.09% 31.75%
Number of salaries quoted 506 678 733
Median salary £42,500 £43,553 £40,000
Median salary % change year-on-year
-2.41% +8.88%
90% offered a salary of more than £30,000 £32,000 £30,000
10% offered a salary of more than £60,000 £55,000 £65,000
UK excluding London median salary £43,000 £42,500 £40,000
% change year-on-year
+1.17% +6.25%

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 28 September 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 28 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
Edinburgh +25 21 £45,000 -33.33% 3
Glasgow +13 4 £51,250 -4.20%
Data Mining
UK

Data Mining
Top 30 Related IT Skills in Scotland

For the 6 months to 28 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 Scotland region with a requirement for Data Mining.

1 31 (51.67%) Data Analysis
1 31 (51.67%) Analytical Skills
2 29 (48.33%) Degree
3 26 (43.33%) Agile Software Development
3 26 (43.33%) SQL Server
4 22 (36.67%) Oracle
5 21 (35.00%) Microsoft
6 20 (33.33%) Data Warehouse
6 20 (33.33%) Stakeholder Management
6 20 (33.33%) Scrum
7 19 (31.67%) SQL
7 19 (31.67%) Business Analysis
8 17 (28.33%) SQL Server Integration Services
9 16 (26.67%) Markit EDM
9 16 (26.67%) Mentoring
10 15 (25.00%) Asset Management
10 15 (25.00%) Management Information System
11 14 (23.33%) Finance
11 14 (23.33%) Analytics
12 12 (20.00%) SAS
13 10 (16.67%) Project Management
14 9 (15.00%) Python
15 8 (13.33%) Marketing
15 8 (13.33%) MongoDB
15 8 (13.33%) Scala
16 7 (11.67%) Hadoop
16 7 (11.67%) PostgreSQL
16 7 (11.67%) MS Excel
16 7 (11.67%) Apache Spark
16 7 (11.67%) Statistical Modelling

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 12 (20.00%) SAS
2 7 (11.67%) Apache Spark
3 5 (8.33%) Confluence
4 2 (3.33%) SharePoint
5 1 (1.67%) Tomcat
Applications
1 7 (11.67%) MS Excel
2 6 (10.00%) SPSS
3 3 (5.00%) Stata
Business Applications
1 16 (26.67%) Markit EDM
Cloud Services
1 2 (3.33%) GitHub
2 1 (1.67%) Microsoft Azure
Communications & Networking
1 1 (1.67%) SMS
Database & Business Intelligence
1 26 (43.33%) SQL Server
2 20 (33.33%) Data Warehouse
3 17 (28.33%) SQL Server Integration Services
4 8 (13.33%) MongoDB
5 7 (11.67%) Hadoop
5 7 (11.67%) PostgreSQL
6 5 (8.33%) Big Data
6 5 (8.33%) Oracle Database
6 5 (8.33%) Oracle Database 10g
6 5 (8.33%) Oracle9i Database
7 2 (3.33%) Base SAS
7 2 (3.33%) OLAP
7 2 (3.33%) SAP Data Services
7 2 (3.33%) SAS Data Integration Studio
7 2 (3.33%) SAS Enterprise Guide
8 1 (1.67%) MarkLogic
8 1 (1.67%) OrientDB
8 1 (1.67%) QlikView
8 1 (1.67%) SQL Server Analysis Services
8 1 (1.67%) SQL Server Reporting Services
Development Applications
1 5 (8.33%) JIRA
1 5 (8.33%) Oracle Forms
2 3 (5.00%) Git (software)
3 2 (3.33%) Visual Studio
4 1 (1.67%) Cucumber
4 1 (1.67%) FitNesse
4 1 (1.67%) Jenkins
4 1 (1.67%) Maven
4 1 (1.67%) TeamCity
General
1 14 (23.33%) Finance
2 8 (13.33%) Marketing
3 6 (10.00%) Banking
4 5 (8.33%) Retail
4 5 (8.33%) Retail Banking
5 3 (5.00%) Games
6 1 (1.67%) Financial Institution
6 1 (1.67%) Law
6 1 (1.67%) Legal
Job Titles
1 17 (28.33%) Analyst
2 9 (15.00%) Consultant
2 9 (15.00%) Data Scientist
2 9 (15.00%) Senior Consultant
2 9 (15.00%) Senior Data Scientist
3 7 (11.67%) Data Analyst
4 6 (10.00%) Architect
4 6 (10.00%) Marketing Analyst
4 6 (10.00%) Marketing Data Analyst
4 6 (10.00%) Solutions Architect
5 5 (8.33%) Support Analyst
6 4 (6.67%) Business Analyst
6 4 (6.67%) Production Support Analyst
6 4 (6.67%) SQL Analyst
6 4 (6.67%) Technical Analyst
6 4 (6.67%) Technical Business Analyst
7 2 (3.33%) Developer
8 1 (1.67%) Project Manager
8 1 (1.67%) Senior Developer
8 1 (1.67%) Senior Manager
Libraries, Frameworks & Software Standards
1 3 (5.00%) D3.js
2 1 (1.67%) .NET
2 1 (1.67%) Entity Framework
2 1 (1.67%) REST
2 1 (1.67%) SOAP
Miscellaneous
1 31 (51.67%) Analytical Skills
2 15 (25.00%) Management Information System
3 6 (10.00%) Computer Science
3 6 (10.00%) Visualisation
4 4 (6.67%) Statistics
4 4 (6.67%) Virtual Team
5 3 (5.00%) Applied Mathematics
5 3 (5.00%) Informatics
5 3 (5.00%) Mathematics
6 2 (3.33%) Data Integration
7 1 (1.67%) Enterprise Software
Operating Systems
1 6 (10.00%) Linux
2 5 (8.33%) Unix
Processes & Methodologies
1 31 (51.67%) Data Analysis
2 26 (43.33%) Agile Software Development
3 20 (33.33%) Scrum
3 20 (33.33%) Stakeholder Management
4 19 (31.67%) Business Analysis
5 16 (26.67%) Mentoring
6 15 (25.00%) Asset Management
7 14 (23.33%) Analytics
8 10 (16.67%) Project Management
9 7 (11.67%) Statistical Modelling
10 6 (10.00%) Customer Insight
10 6 (10.00%) Data Analytics
10 6 (10.00%) Data Modelling
10 6 (10.00%) ITIL
10 6 (10.00%) TOGAF
11 5 (8.33%) Budgeting and Forecasting
11 5 (8.33%) Business Intelligence
11 5 (8.33%) Enterprise Architecture
11 5 (8.33%) Incident Management
11 5 (8.33%) Infrastructure Management
Programming Languages
1 19 (31.67%) SQL
2 9 (15.00%) Python
3 8 (13.33%) Scala
4 5 (8.33%) PL/SQL
5 3 (5.00%) R
6 2 (3.33%) SAS Macro
7 1 (1.67%) C#
7 1 (1.67%) Java
7 1 (1.67%) T-SQL
7 1 (1.67%) VBA
Qualifications
1 29 (48.33%) Degree
2 3 (5.00%) CISA
2 3 (5.00%) CISM
2 3 (5.00%) CISSP
2 3 (5.00%) CRISC
Quality Assurance & Compliance
1 5 (8.33%) QA
2 1 (1.67%) COBIT
2 1 (1.67%) ISO/IEC 27001
Systems Management
1 1 (1.67%) RSA Archer
Vendors
1 22 (36.67%) Oracle
2 21 (35.00%) Microsoft
3 5 (8.33%) Cognos
4 4 (6.67%) Tableau
5 3 (5.00%) Greenplum
6 2 (3.33%) MicroStrategy
7 1 (1.67%) Bloomberg
7 1 (1.67%) Cognizant
7 1 (1.67%) IBM
7 1 (1.67%) SAP
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