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

3 months to
25 Aug 2016
Same period 2015 Same period 2014
Data Mining
Rank 117 149 162
Rank change year-on-year
+32 +13
Permanent jobs citing Data Mining 34 17 17
As % of all permanent IT jobs located in Scotland 1.22% 0.52% 0.46%
As % of the Database & Business Intelligence category 3.86% 1.59% 1.45%
Number of salaries quoted 17 9 15
Median salary £47,500 £55,000 £35,000
Median salary % change year-on-year
-13.63% +57.14%
90% offered a salary of more than £37,500 £31,000 £32,000
10% offered a salary of more than £59,000 £67,500 £40,000
UK excluding London median salary £45,000 £45,000 £40,000
% change year-on-year
- +12.50%
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
881 1070 1176
As % of all permanent IT jobs located in Scotland 31.50% 32.76% 31.49%
Number of salaries quoted 500 691 768
Median salary £45,000 £45,000 £41,000
Median salary % change year-on-year
- +9.75%
90% offered a salary of more than £30,000 £30,000 £30,000
10% offered a salary of more than £60,000 £57,500 £65,000
UK excluding London median salary £42,500 £42,500 £40,000
% change year-on-year
- +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 25 August 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 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
Edinburgh +25 28 £46,250 -9.75% 1
Glasgow +6 6 £65,000 +18.18%
Data Mining
UK

Data Mining
Top 30 Related IT Skills in Scotland

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

1 38 (56.72%) Analytical Skills
2 37 (55.22%) Data Analysis
2 37 (55.22%) Degree
3 35 (52.24%) Agile Software Development
4 33 (49.25%) SQL Server
5 28 (41.79%) Microsoft
5 28 (41.79%) Business Analysis
6 27 (40.30%) Oracle
7 26 (38.81%) Scrum
8 25 (37.31%) Stakeholder Management
9 23 (34.33%) SQL Server Integration Services
9 23 (34.33%) Asset Management
9 23 (34.33%) Mentoring
10 22 (32.84%) Markit EDM
10 22 (32.84%) Data Warehouse
11 21 (31.34%) Management Information System
12 17 (25.37%) SQL
13 14 (20.90%) SAS
14 13 (19.40%) Analytics
15 12 (17.91%) Python
15 12 (17.91%) Finance
16 11 (16.42%) MS Excel
16 11 (16.42%) Scala
16 11 (16.42%) MongoDB
17 10 (14.93%) Hadoop
17 10 (14.93%) PostgreSQL
17 10 (14.93%) Apache Spark
17 10 (14.93%) Statistical Modelling
18 9 (13.43%) Banking
19 8 (11.94%) Project Management

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 14 (20.90%) SAS
2 10 (14.93%) Apache Spark
3 5 (7.46%) Confluence
4 1 (1.49%) Tomcat
Applications
1 11 (16.42%) MS Excel
2 6 (8.96%) Stata
3 5 (7.46%) SPSS
Business Applications
1 22 (32.84%) Markit EDM
Cloud Services
1 1 (1.49%) Microsoft Azure
Database & Business Intelligence
1 33 (49.25%) SQL Server
2 23 (34.33%) SQL Server Integration Services
3 22 (32.84%) Data Warehouse
4 11 (16.42%) MongoDB
5 10 (14.93%) Hadoop
5 10 (14.93%) PostgreSQL
6 8 (11.94%) Big Data
7 4 (5.97%) Oracle Database
7 4 (5.97%) Oracle Database 10g
7 4 (5.97%) Oracle9i Database
8 2 (2.99%) Base SAS
8 2 (2.99%) OLAP
8 2 (2.99%) Oracle BI EE
8 2 (2.99%) SAS Data Integration Studio
8 2 (2.99%) SAS Enterprise Guide
9 1 (1.49%) BusinessObjects
9 1 (1.49%) NoSQL
9 1 (1.49%) QlikView
9 1 (1.49%) SQL Server Analysis Services
9 1 (1.49%) SQL Server Reporting Services
Development Applications
1 5 (7.46%) JIRA
2 4 (5.97%) Oracle Forms
3 1 (1.49%) Cucumber
3 1 (1.49%) FitNesse
3 1 (1.49%) Git (software)
3 1 (1.49%) Jenkins
3 1 (1.49%) Maven
3 1 (1.49%) TeamCity
General
1 12 (17.91%) Finance
2 9 (13.43%) Banking
3 6 (8.96%) Games
3 6 (8.96%) Marketing
4 5 (7.46%) Retail
4 5 (7.46%) Retail Banking
5 2 (2.99%) Private Banking
6 1 (1.49%) Financial Institution
6 1 (1.49%) Law
6 1 (1.49%) Legal
Job Titles
1 15 (22.39%) Analyst
2 12 (17.91%) Data Scientist
3 11 (16.42%) Consultant
3 11 (16.42%) Senior Data Scientist
4 9 (13.43%) Senior Consultant
5 6 (8.96%) Architect
5 6 (8.96%) Solutions Architect
6 5 (7.46%) Business Analyst
6 5 (7.46%) Data Analyst
6 5 (7.46%) Marketing Analyst
6 5 (7.46%) Marketing Data Analyst
6 5 (7.46%) Technical Analyst
6 5 (7.46%) Technical Business Analyst
7 4 (5.97%) SQL Analyst
7 4 (5.97%) Support Analyst
8 3 (4.48%) Production Support Analyst
9 2 (2.99%) Developer
9 2 (2.99%) Product Manager
9 2 (2.99%) Senior Analyst
10 1 (1.49%) Senior Manager
Libraries, Frameworks & Software Standards
1 6 (8.96%) D3.js
2 1 (1.49%) .NET
2 1 (1.49%) Entity Framework
2 1 (1.49%) REST
2 1 (1.49%) SOAP
Miscellaneous
1 38 (56.72%) Analytical Skills
2 21 (31.34%) Management Information System
3 8 (11.94%) Computer Science
4 6 (8.96%) Applied Mathematics
4 6 (8.96%) Informatics
4 6 (8.96%) Mathematics
4 6 (8.96%) Statistics
4 6 (8.96%) Virtual Team
4 6 (8.96%) Visualisation
5 1 (1.49%) Enterprise Software
Operating Systems
1 5 (7.46%) Linux
2 4 (5.97%) Unix
Processes & Methodologies
1 37 (55.22%) Data Analysis
2 35 (52.24%) Agile Software Development
3 28 (41.79%) Business Analysis
4 26 (38.81%) Scrum
5 25 (37.31%) Stakeholder Management
6 23 (34.33%) Asset Management
6 23 (34.33%) Mentoring
7 13 (19.40%) Analytics
8 10 (14.93%) Statistical Modelling
9 8 (11.94%) Data Governance
9 8 (11.94%) Project Management
10 6 (8.96%) Data Visualisation
10 6 (8.96%) ITIL
10 6 (8.96%) TOGAF
11 5 (7.46%) Budgeting and Forecasting
11 5 (7.46%) Customer Insight
11 5 (7.46%) Data Analytics
11 5 (7.46%) Data Modelling
11 5 (7.46%) Enterprise Architecture
12 4 (5.97%) Infrastructure Management
Programming Languages
1 17 (25.37%) SQL
2 12 (17.91%) Python
3 11 (16.42%) Scala
4 6 (8.96%) R
5 4 (5.97%) PL/SQL
6 2 (2.99%) SAS Macro
7 1 (1.49%) C#
7 1 (1.49%) Java
7 1 (1.49%) T-SQL
Qualifications
1 37 (55.22%) Degree
2 3 (4.48%) CISA
2 3 (4.48%) CISM
2 3 (4.48%) CISSP
2 3 (4.48%) CRISC
3 1 (1.49%) ISEB
Quality Assurance & Compliance
1 5 (7.46%) QA
2 1 (1.49%) Basel II
2 1 (1.49%) COBIT
2 1 (1.49%) ISO/IEC 27001
2 1 (1.49%) Solvency II
Systems Management
1 1 (1.49%) RSA Archer
Vendors
1 28 (41.79%) Microsoft
2 27 (40.30%) Oracle
3 6 (8.96%) Greenplum
3 6 (8.96%) Tableau
4 5 (7.46%) Cognos
5 1 (1.49%) Bloomberg
5 1 (1.49%) Cognizant
5 1 (1.49%) IBM
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