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 19 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
19 Jan 2017
Same period 2016 Same period 2015
Data Mining
UK / Scotland
Rank 110 131 143
Rank change year-on-year
+21 +12
Permanent jobs citing Data Mining 21 24 14
As % of all permanent IT jobs located in Scotland 0.93% 0.81% 0.47%
As % of the Database & Business Intelligence category 2.75% 2.51% 1.43%
Number of salaries quoted 3 18 11
Median salary £60,000 £50,000 £45,000
Median salary % change year-on-year
+20.00% +11.11%
90% offered a salary of more than £48,000 £9,980 £40,000
10% offered a salary of more than £72,000 £52,500 £65,000
UK excluding London median salary £45,000 £45,000 £40,000
% change year-on-year
- +12.50%

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
763 957 978
As % of all permanent IT jobs located in Scotland 33.87% 32.27% 32.75%
Number of salaries quoted 476 616 682
Median salary £45,000 £45,000 £40,000
Median salary % change year-on-year
- +12.50%
90% offered a salary of more than £32,500 £32,500 £32,500
10% offered a salary of more than £60,000 £60,000 £55,000
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 19 January 2017.

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 19 January 2017. 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 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 +7 18 £45,000 +5.88%
Glasgow +16 3 £67,500 +35.00% 1
Data Mining
UK

Data Mining
Top 30 Related IT Skills in Scotland

For the 6 months to 19 January 2017, 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 27 (81.82%) Analytics
2 23 (69.70%) SAS
3 22 (66.67%) Finance
3 22 (66.67%) Data Analysis
4 21 (63.64%) Project Management
4 21 (63.64%) Analytical Skills
5 19 (57.58%) Python
5 19 (57.58%) Degree
6 18 (54.55%) SQL
6 18 (54.55%) Hadoop
7 17 (51.52%) Anti-Money Laundering
7 17 (51.52%) Legal
8 16 (48.48%) Risk Management
9 15 (45.45%) R
10 14 (42.42%) Machine Learning
10 14 (42.42%) Business Analytics
10 14 (42.42%) Business Analysis
11 13 (39.39%) Workflow
11 13 (39.39%) Apache Pig
11 13 (39.39%) Case Management
11 13 (39.39%) Change Control
11 13 (39.39%) Functional Testing
11 13 (39.39%) Regression Analysis
11 13 (39.39%) Apache Hive
12 12 (36.36%) KYC
12 12 (36.36%) Ambari
12 12 (36.36%) Factor Analysis
12 12 (36.36%) Line Management
13 9 (27.27%) SQL Server
14 7 (21.21%) Microsoft

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 23 (69.70%) SAS
2 13 (39.39%) Apache Pig
3 5 (15.15%) SharePoint
4 4 (12.12%) Apache Spark
Applications
1 4 (12.12%) MS Excel
2 2 (6.06%) SPSS
2 2 (6.06%) Stata
Business Applications
1 1 (3.03%) Dynamics CRM
Cloud Services
1 4 (12.12%) GitHub
2 1 (3.03%) Amazon AWS
2 1 (3.03%) Amazon EMR
2 1 (3.03%) Cloud Computing
Communications & Networking
1 1 (3.03%) SMS
Database & Business Intelligence
1 18 (54.55%) Hadoop
2 13 (39.39%) Apache Hive
3 9 (27.27%) SQL Server
4 6 (18.18%) Data Warehouse
5 5 (15.15%) Big Data
5 5 (15.15%) MongoDB
6 4 (12.12%) PostgreSQL
6 4 (12.12%) SAP Data Services
7 2 (6.06%) NoSQL
7 2 (6.06%) SAP BW
8 1 (3.03%) SQL Server 2012
8 1 (3.03%) SQL Server Analysis Services
8 1 (3.03%) SQL Server Integration Services
8 1 (3.03%) SQL Server Reporting Services
Development Applications
1 4 (12.12%) Git (software)
1 4 (12.12%) Visual Studio
General
1 22 (66.67%) Finance
2 17 (51.52%) Legal
3 4 (12.12%) Marketing
4 2 (6.06%) Games
5 1 (3.03%) Banking
5 1 (3.03%) Law
Job Titles
1 11 (33.33%) Data Scientist
2 8 (24.24%) Consultant
2 8 (24.24%) Senior Consultant
3 6 (18.18%) Senior Data Scientist
4 4 (12.12%) Analyst
4 4 (12.12%) Hadoop Consultant
4 4 (12.12%) SAS Consultant
4 4 (12.12%) Senior SAS Consultant
5 3 (9.09%) Analytics Manager
5 3 (9.09%) Business Intelligence Manager
5 3 (9.09%) Data Analyst
5 3 (9.09%) Release Manager
6 2 (6.06%) Marketing Analyst
6 2 (6.06%) Marketing Data Analyst
7 1 (3.03%) Architect
7 1 (3.03%) Business Manager
7 1 (3.03%) Data Architect
7 1 (3.03%) Developer
7 1 (3.03%) Financial Analyst
7 1 (3.03%) SAS Analyst
Libraries, Frameworks & Software Standards
1 2 (6.06%) D3.js
2 1 (3.03%) Natural Language Processing
2 1 (3.03%) Web Services
Miscellaneous
1 21 (63.64%) Analytical Skills
2 7 (21.21%) Statistics
2 7 (21.21%) Visualisation
3 4 (12.12%) Credit Risk
3 4 (12.12%) Data Integration
4 3 (9.09%) Computer Science
5 2 (6.06%) Applied Mathematics
5 2 (6.06%) Informatics
5 2 (6.06%) Mathematics
6 1 (3.03%) Data Extraction
Processes & Methodologies
1 27 (81.82%) Analytics
2 22 (66.67%) Data Analysis
3 21 (63.64%) Project Management
4 17 (51.52%) Anti-Money Laundering
5 16 (48.48%) Risk Management
6 14 (42.42%) Business Analysis
6 14 (42.42%) Business Analytics
6 14 (42.42%) Machine Learning
7 13 (39.39%) Case Management
7 13 (39.39%) Change Control
7 13 (39.39%) Functional Testing
7 13 (39.39%) Regression Analysis
7 13 (39.39%) Workflow
8 12 (36.36%) Factor Analysis
8 12 (36.36%) KYC
8 12 (36.36%) Line Management
9 5 (15.15%) Business Intelligence
9 5 (15.15%) Risk Analytics
10 4 (12.12%) Benchmarking
10 4 (12.12%) ETL
Programming Languages
1 19 (57.58%) Python
2 18 (54.55%) SQL
3 15 (45.45%) R
4 4 (12.12%) MATLAB
4 4 (12.12%) Scala
5 1 (3.03%) C#
5 1 (3.03%) VBA
Qualifications
1 19 (57.58%) Degree
Systems Management
1 12 (36.36%) Ambari
Vendors
1 7 (21.21%) Microsoft
2 4 (12.12%) MicroStrategy
2 4 (12.12%) Oracle
3 3 (9.09%) Tableau
4 2 (6.06%) Greenplum
4 2 (6.06%) SAP
5 1 (3.03%) Cognos
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