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

3 months to
31 Jul 2016
Same period 2015 Same period 2014
Data Mining
Rank 124 147 169
Rank change year-on-year
+23 +22
Permanent jobs citing Data Mining 34 17 17
As % of all permanent IT jobs located in Scotland 1.18% 0.54% 0.46%
As % of the Database & Business Intelligence category 3.58% 1.58% 1.43%
Number of salaries quoted 11 8 15
Median salary £50,000 £51,000 £35,000
Median salary % change year-on-year
-1.96% +45.71%
90% offered a salary of more than £42,500 £30,400 £32,000
10% offered a salary of more than £65,000 £65,750 £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
950 1073 1190
As % of all permanent IT jobs located in Scotland 32.93% 33.89% 32.25%
Number of salaries quoted 481 696 797
Median salary £45,000 £43,500 £42,500
Median salary % change year-on-year
+3.44% +2.35%
90% offered a salary of more than £31,000 £30,000 £30,000
10% offered a salary of more than £60,000 £57,500 £65,000
UK excluding London median salary £42,500 £42,000 £40,000
% change year-on-year
+1.19% +5.00%

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 31 July 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 31 July 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 25 £48,750 +3.72% 2
Glasgow -3 9 £65,000 +18.18% 1
Data Mining
UK

Data Mining
Top 30 Related IT Skills in Scotland

For the 6 months to 31 July 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 40 (60.61%) Degree
1 40 (60.61%) Analytical Skills
2 38 (57.58%) Agile Software Development
3 36 (54.55%) Data Analysis
4 34 (51.52%) SQL Server
5 31 (46.97%) Microsoft
6 30 (45.45%) Business Analysis
7 29 (43.94%) Scrum
8 26 (39.39%) Asset Management
9 25 (37.88%) Stakeholder Management
10 24 (36.36%) Oracle
10 24 (36.36%) SQL Server Integration Services
10 24 (36.36%) Mentoring
11 23 (34.85%) Markit EDM
11 23 (34.85%) Data Warehouse
12 22 (33.33%) Management Information System
13 15 (22.73%) SAS
14 14 (21.21%) SQL
15 13 (19.70%) Analytics
16 12 (18.18%) MS Excel
16 12 (18.18%) Finance
17 11 (16.67%) Banking
17 11 (16.67%) Python
17 11 (16.67%) Scala
17 11 (16.67%) MongoDB
18 10 (15.15%) Apache Spark
18 10 (15.15%) Hadoop
18 10 (15.15%) Statistical Modelling
18 10 (15.15%) PostgreSQL
18 10 (15.15%) Computer Science

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 15 (22.73%) SAS
2 10 (15.15%) Apache Spark
3 5 (7.58%) Confluence
4 1 (1.52%) Tomcat
Applications
1 12 (18.18%) MS Excel
2 7 (10.61%) Stata
3 4 (6.06%) SPSS
Business Applications
1 23 (34.85%) Markit EDM
Cloud Services
1 1 (1.52%) Microsoft Azure
Database & Business Intelligence
1 34 (51.52%) SQL Server
2 24 (36.36%) SQL Server Integration Services
3 23 (34.85%) Data Warehouse
4 11 (16.67%) MongoDB
5 10 (15.15%) Hadoop
5 10 (15.15%) PostgreSQL
6 8 (12.12%) Big Data
7 3 (4.55%) Base SAS
7 3 (4.55%) OLAP
7 3 (4.55%) SAS Data Integration Studio
7 3 (4.55%) SAS Enterprise Guide
8 2 (3.03%) Oracle BI EE
9 1 (1.52%) MarkLogic
9 1 (1.52%) MS Access
9 1 (1.52%) NoSQL
9 1 (1.52%) OrientDB
9 1 (1.52%) QlikView
9 1 (1.52%) Relational Database
9 1 (1.52%) SQL Server Analysis Services
9 1 (1.52%) SQL Server Reporting Services
Development Applications
1 5 (7.58%) JIRA
2 1 (1.52%) Cucumber
2 1 (1.52%) FitNesse
2 1 (1.52%) Git (software)
2 1 (1.52%) Jenkins
2 1 (1.52%) Maven
2 1 (1.52%) TeamCity
General
1 12 (18.18%) Finance
2 11 (16.67%) Banking
3 7 (10.61%) Games
4 5 (7.58%) Marketing
4 5 (7.58%) Retail
4 5 (7.58%) Retail Banking
5 4 (6.06%) Private Banking
6 1 (1.52%) Financial Institution
6 1 (1.52%) Law
6 1 (1.52%) Legal
Job Titles
1 12 (18.18%) Consultant
2 11 (16.67%) Data Scientist
3 10 (15.15%) Analyst
4 9 (13.64%) Senior Consultant
4 9 (13.64%) Senior Data Scientist
5 6 (9.09%) Architect
5 6 (9.09%) Solutions Architect
6 5 (7.58%) Business Analyst
6 5 (7.58%) Technical Analyst
6 5 (7.58%) Technical Business Analyst
7 4 (6.06%) Data Analyst
7 4 (6.06%) Marketing Analyst
7 4 (6.06%) Marketing Data Analyst
7 4 (6.06%) Product Manager
7 4 (6.06%) SQL Analyst
8 3 (4.55%) Developer
9 2 (3.03%) Senior Analyst
10 1 (1.52%) Senior Developer
10 1 (1.52%) Senior Manager
10 1 (1.52%) Senior Project Manager
Libraries, Frameworks & Software Standards
1 7 (10.61%) D3.js
2 1 (1.52%) .NET
2 1 (1.52%) Entity Framework
2 1 (1.52%) REST
2 1 (1.52%) SOAP
Miscellaneous
1 40 (60.61%) Analytical Skills
2 22 (33.33%) Management Information System
3 10 (15.15%) Computer Science
4 8 (12.12%) Virtual Team
4 8 (12.12%) Visualisation
5 7 (10.61%) Applied Mathematics
5 7 (10.61%) Informatics
5 7 (10.61%) Mathematics
5 7 (10.61%) Statistics
6 1 (1.52%) Enterprise Software
Operating Systems
1 1 (1.52%) Linux
Processes & Methodologies
1 38 (57.58%) Agile Software Development
2 36 (54.55%) Data Analysis
3 30 (45.45%) Business Analysis
4 29 (43.94%) Scrum
5 26 (39.39%) Asset Management
6 25 (37.88%) Stakeholder Management
7 24 (36.36%) Mentoring
8 13 (19.70%) Analytics
9 10 (15.15%) Statistical Modelling
10 8 (12.12%) Data Governance
10 8 (12.12%) Project Management
11 7 (10.61%) Data Visualisation
12 6 (9.09%) Data Management
12 6 (9.09%) ITIL
12 6 (9.09%) TOGAF
13 5 (7.58%) Budgeting and Forecasting
13 5 (7.58%) Business Intelligence
13 5 (7.58%) Enterprise Architecture
13 5 (7.58%) Line Management
14 4 (6.06%) Customer Insight
Programming Languages
1 14 (21.21%) SQL
2 11 (16.67%) Python
2 11 (16.67%) Scala
3 7 (10.61%) R
4 3 (4.55%) SAS Macro
5 2 (3.03%) C#
6 1 (1.52%) Java
6 1 (1.52%) T-SQL
Qualifications
1 40 (60.61%) Degree
2 3 (4.55%) CISA
2 3 (4.55%) CISM
2 3 (4.55%) CISSP
2 3 (4.55%) CRISC
3 1 (1.52%) ISEB
Quality Assurance & Compliance
1 5 (7.58%) QA
2 1 (1.52%) Basel II
2 1 (1.52%) COBIT
2 1 (1.52%) ISO/IEC 27001
2 1 (1.52%) Solvency II
Systems Management
1 1 (1.52%) RSA Archer
Vendors
1 31 (46.97%) Microsoft
2 24 (36.36%) Oracle
3 7 (10.61%) Greenplum
3 7 (10.61%) Tableau
4 4 (6.06%) Cognos
5 1 (1.52%) Bloomberg
5 1 (1.52%) Cognizant
5 1 (1.52%) IBM
Edinburgh, Midlothian
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Posted: Yesterday
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Salary: Competitive + full benefits
Posted: 19 days ago