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

3 months to
5 May 2016
Same period 2015 Same period 2014
Data Mining
Rank 125 136 177
Rank change year-on-year
+11 +41
Permanent jobs citing Data Mining 32 19 4
As % of all permanent IT jobs located in Scotland 1.12% 0.61% 0.100%
As % of the Database & Business Intelligence category 3.65% 1.92% 0.31%
Number of salaries quoted 16 15 2
Median salary £55,000 £42,500 £51,750
Median salary % change year-on-year
+29.41% -17.87%
UK excluding London median salary £45,000 £44,500 £40,000
% change year-on-year
+1.12% +11.25%
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
877 989 1288
As % of all permanent IT jobs located in Scotland 30.61% 31.53% 32.07%
Number of salaries quoted 499 626 889
Median salary £47,500 £42,500 £40,000
Median salary % change year-on-year
+11.76% +6.25%
90% offered a salary of more than £32,500 £32,500 £30,000
10% offered a salary of more than £60,000 £55,000 £56,000
UK excluding London median salary £42,500 £40,500 £40,000
% change year-on-year
+4.93% +1.25%

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 5 May 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 5 May 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 +4 22 £55,000 -15.38% 2
Glasgow -5 9 £39,500 +13.57% 1
Data Mining
UK

Data Mining
Top 30 Related IT Skills in Scotland

For the 6 months to 5 May 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 33 (62.26%) Degree
1 33 (62.26%) Analytical Skills
2 30 (56.60%) Business Analysis
3 28 (52.83%) Agile Software Development
4 26 (49.06%) Data Warehouse
4 26 (49.06%) Microsoft
4 26 (49.06%) Stakeholder Management
5 25 (47.17%) SQL Server
6 24 (45.28%) Data Analysis
7 21 (39.62%) Asset Management
7 21 (39.62%) Scrum
8 19 (35.85%) Mentoring
9 18 (33.96%) Oracle
9 18 (33.96%) SQL Server Integration Services
9 18 (33.96%) Markit EDM
10 17 (32.08%) Management Information System
11 16 (30.19%) SQL
11 16 (30.19%) SAS
12 13 (24.53%) Business Intelligence
13 12 (22.64%) Computer Science
13 12 (22.64%) Banking
14 10 (18.87%) Finance
14 10 (18.87%) BusinessObjects
14 10 (18.87%) Big Data
15 9 (16.98%) Oracle BI EE
15 9 (16.98%) Mathematics
16 8 (15.09%) Games
16 8 (15.09%) MS Excel
16 8 (15.09%) Analytics
17 7 (13.21%) Data 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 16 (30.19%) SAS
2 5 (9.43%) Apache Spark
3 2 (3.77%) Confluence
4 1 (1.89%) Tomcat
Applications
1 8 (15.09%) MS Excel
2 5 (9.43%) Stata
Business Applications
1 18 (33.96%) Markit EDM
Communications & Networking
1 1 (1.89%) DNS
1 1 (1.89%) TCP/IP
Database & Business Intelligence
1 26 (49.06%) Data Warehouse
2 25 (47.17%) SQL Server
3 18 (33.96%) SQL Server Integration Services
4 10 (18.87%) Big Data
4 10 (18.87%) BusinessObjects
5 9 (16.98%) Oracle BI EE
6 6 (11.32%) MongoDB
7 5 (9.43%) Hadoop
7 5 (9.43%) PostgreSQL
8 3 (5.66%) Base SAS
8 3 (5.66%) NoSQL
8 3 (5.66%) OLAP
8 3 (5.66%) SAS Data Integration Studio
8 3 (5.66%) SAS Enterprise Guide
9 2 (3.77%) BusinessObjects XI
9 2 (3.77%) Crystal Reports
9 2 (3.77%) QlikView
9 2 (3.77%) SQL Server 2005
9 2 (3.77%) SQL Server 2008
10 1 (1.89%) MarkLogic
Development Applications
1 3 (5.66%) Visual Studio
2 2 (3.77%) JIRA
3 1 (1.89%) Cucumber
3 1 (1.89%) FitNesse
3 1 (1.89%) Git (software)
3 1 (1.89%) Jenkins
3 1 (1.89%) Maven
3 1 (1.89%) TeamCity
General
1 12 (22.64%) Banking
2 10 (18.87%) Finance
3 8 (15.09%) Games
4 4 (7.55%) Private Banking
5 3 (5.66%) Military
5 3 (5.66%) Telecoms
6 2 (3.77%) Publishing
7 1 (1.89%) Law
7 1 (1.89%) Legal
7 1 (1.89%) Marketing
Job Titles
1 11 (20.75%) Analyst
2 9 (16.98%) Business Analyst
2 9 (16.98%) Technical Analyst
2 9 (16.98%) Technical Business Analyst
3 7 (13.21%) Consultant
4 6 (11.32%) Developer
5 5 (9.43%) Data Scientist
6 4 (7.55%) Product Manager
6 4 (7.55%) Senior Consultant
7 3 (5.66%) C Software Engineer
7 3 (5.66%) C/C++ Software Engineer
7 3 (5.66%) C++ Software Engineer
7 3 (5.66%) Software Engineer
8 2 (3.77%) Analyst Developer
8 2 (3.77%) Business Intelligence Analyst
8 2 (3.77%) Business Intelligence Developer
8 2 (3.77%) Java Developer
8 2 (3.77%) Project Manager
8 2 (3.77%) Senior Data Scientist
8 2 (3.77%) Senior Project Manager
Libraries, Frameworks & Software Standards
1 5 (9.43%) D3.js
2 2 (3.77%) Natural Language Processing
2 2 (3.77%) Spring
3 1 (1.89%) .NET
3 1 (1.89%) REST
3 1 (1.89%) SOAP
Miscellaneous
1 33 (62.26%) Analytical Skills
2 17 (32.08%) Management Information System
3 12 (22.64%) Computer Science
4 9 (16.98%) Mathematics
5 6 (11.32%) Visualisation
6 5 (9.43%) Applied Mathematics
6 5 (9.43%) Informatics
6 5 (9.43%) Statistics
7 3 (5.66%) Digital Media
8 2 (3.77%) Algorithms
9 1 (1.89%) Enterprise Software
Operating Systems
1 2 (3.77%) Linux
1 2 (3.77%) Windows
2 1 (1.89%) Ubuntu
Processes & Methodologies
1 30 (56.60%) Business Analysis
2 28 (52.83%) Agile Software Development
3 26 (49.06%) Stakeholder Management
4 24 (45.28%) Data Analysis
5 21 (39.62%) Asset Management
5 21 (39.62%) Scrum
6 19 (35.85%) Mentoring
7 13 (24.53%) Business Intelligence
8 8 (15.09%) Analytics
9 7 (13.21%) Data Management
10 6 (11.32%) UML
11 5 (9.43%) Data Governance
11 5 (9.43%) Data Visualisation
11 5 (9.43%) Line Management
11 5 (9.43%) Statistical Modelling
12 4 (7.55%) Wealth Management
13 3 (5.66%) Dashboard Development
13 3 (5.66%) Software Engineering
14 2 (3.77%) Multithreading
14 2 (3.77%) Project Management
Programming Languages
1 16 (30.19%) SQL
2 6 (11.32%) Scala
3 5 (9.43%) Python
3 5 (9.43%) R
4 4 (7.55%) Java
5 3 (5.66%) C
5 3 (5.66%) C++
5 3 (5.66%) MATLAB
5 3 (5.66%) SAS Macro
6 1 (1.89%) C#
Qualifications
1 33 (62.26%) Degree
2 5 (9.43%) ISEB
3 1 (1.89%) PhD
Quality Assurance & Compliance
1 5 (9.43%) Basel II
1 5 (9.43%) Solvency II
2 2 (3.77%) QA
Vendors
1 26 (49.06%) Microsoft
2 18 (33.96%) Oracle
3 5 (9.43%) Greenplum
3 5 (9.43%) Tableau
4 3 (5.66%) Minitab
5 2 (3.77%) Cognos
6 1 (1.89%) Bloomberg
6 1 (1.89%) Cognizant
6 1 (1.89%) Dell
6 1 (1.89%) IBM
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