The following table provides summary statistics for permanent job vacancies advertised in Scotland with a requirement for Data Mining skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Mining over the 3 months to 29 April 2017 with a comparison to the same period in the previous 2 years.

Data Mining
UK / Scotland
3 months to
29 Apr 2017
Same period 2016 Same period 2015
Rank 142 136 149
Rank change year-on-year -6 +13  
Permanent jobs citing Data Mining 7 25 10
As % of all permanent IT jobs advertised in Scotland 0.29% 0.87% 0.32%
As % of the Database & Business Intelligence category 0.72% 2.83% 1.02%
Number of salaries quoted 7 17 5
Median salary £40,000 £55,000 £26,923
Median salary % change year-on-year -27.27% +104.28%  
90% offered a salary of more than £31,500 £37,000 £22,000
10% offered a salary of more than £52,000 £55,000 £56,000
UK excluding London median salary £45,000 £42,500 £41,250
% change year-on-year +5.88% +3.03%  

Data Mining is in the database and business intelligence skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Scotland with a requirement for database and business intelligence skills.

Database & Business Intelligence Skills
Scotland
Permanent job vacancies with a requirement for database and business intelligence skills 976 883 979
As % of all permanent IT job vacancies advertised in Scotland 40.99% 30.72% 31.16%
Number of salaries quoted 600 510 610
Median salary £42,500 £47,500 £42,500
Median salary % change year-on-year -10.52% +11.76%  
90% offered a salary of more than £30,000 £32,500 £32,500
10% offered a salary of more than £70,000 £55,000 £58,000
UK excluding London median salary £42,500 £42,500 £40,000
% change year-on-year - +6.25%  

Data Mining
Job Vacancy Trend in Scotland

The job posting trend of jobs advertised in Scotland citing Data Mining as a proportion of all permanent or contract IT jobs with a match in the Database & Business Intelligence category.

Job vacancy trend for Data Mining 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 in Scotland.

Salary trend for Data Mining in Scotland

Data Mining
Salary Histogram in Scotland

The salary distribution of IT jobs citing Data Mining in Scotland over the 3 months to 29 April 2017.

Salary histogram for Data Mining 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 29 April 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 -15 5 £50,000 -9.09% 2
Glasgow +20 2 £40,000 +1.26%
Data Mining
UK

For the 6 months to 29 April 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 23 (79.31%) Finance
1 23 (79.31%) Analytics
2 22 (75.86%) Project Management
3 21 (72.41%) Data Analysis
4 19 (65.52%) Legal
4 19 (65.52%) SAS
5 18 (62.07%) Anti-Money Laundering
6 17 (58.62%) SQL
6 17 (58.62%) Risk Management
6 17 (58.62%) Degree
6 17 (58.62%) Analytical Skills
7 15 (51.72%) Hadoop
8 14 (48.28%) Business Analytics
9 13 (44.83%) Functional Testing
9 13 (44.83%) Regression Analysis
9 13 (44.83%) Change Control
9 13 (44.83%) Apache Pig
9 13 (44.83%) Apache Hive
9 13 (44.83%) R
9 13 (44.83%) Workflow
9 13 (44.83%) Python
9 13 (44.83%) Case Management
9 13 (44.83%) KYC
9 13 (44.83%) Decision Tree
10 12 (41.38%) Business Analysis
10 12 (41.38%) Ambari
10 12 (41.38%) Factor Analysis
10 12 (41.38%) Line Management
10 12 (41.38%) Machine Learning
11 6 (20.69%) Statistics

Data Mining
Co-occurring 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 19 (65.52%) SAS
2 13 (44.83%) Apache Pig
3 2 (6.90%) SharePoint
4 1 (3.45%) Apache Spark
4 1 (3.45%) Confluence
Applications
1 3 (10.34%) Microsoft Excel
Cloud Services
1 2 (6.90%) Cloud Computing
1 2 (6.90%) GitHub
2 1 (3.45%) Amazon AWS
2 1 (3.45%) Amazon EMR
Communications & Networking
1 2 (6.90%) Firewall
1 2 (6.90%) TCP/IP
Database & Business Intelligence
1 15 (51.72%) Hadoop
2 13 (44.83%) Apache Hive
3 4 (13.79%) Data Warehouse
4 3 (10.34%) NoSQL
4 3 (10.34%) SQL Server
5 2 (6.90%) Big Data
5 2 (6.90%) MongoDB
5 2 (6.90%) SAP Data Services
6 1 (3.45%) Apache Cassandra
6 1 (3.45%) Base SAS
6 1 (3.45%) HBase
6 1 (3.45%) MS Access
6 1 (3.45%) SAP BW
6 1 (3.45%) SAS Enterprise Guide
6 1 (3.45%) SQL Server 2012
Development Applications
1 3 (10.34%) Git (software)
2 2 (6.90%) Visual Studio
3 1 (3.45%) Atlassian Bamboo
3 1 (3.45%) Bitbucket
3 1 (3.45%) Jenkins
3 1 (3.45%) JIRA
3 1 (3.45%) Subversion
General
1 23 (79.31%) Finance
2 19 (65.52%) Legal
3 2 (6.90%) Banking
3 2 (6.90%) Law
3 2 (6.90%) Marketing
Job Titles
1 9 (31.03%) Consultant
2 8 (27.59%) Senior Consultant
3 6 (20.69%) Analyst
3 6 (20.69%) Data Scientist
4 5 (17.24%) SAS Consultant
5 4 (13.79%) Data Analyst
5 4 (13.79%) Hadoop Consultant
5 4 (13.79%) Senior SAS Consultant
6 2 (6.90%) Analytics Manager
6 2 (6.90%) Data Insight Analyst
6 2 (6.90%) Data Manager
6 2 (6.90%) Insight Data Analyst
6 2 (6.90%) Market Data Analyst
6 2 (6.90%) Market Data Project Manager
6 2 (6.90%) Marketing Analyst
6 2 (6.90%) Marketing Data Analyst
6 2 (6.90%) Marketing Insight Analyst
6 2 (6.90%) Project Analyst
6 2 (6.90%) Project Manager
6 2 (6.90%) Release Manager
Libraries, Frameworks & Software Standards
1 2 (6.90%) Natural Language Processing
2 1 (3.45%) Ajax
2 1 (3.45%) JSON
2 1 (3.45%) RESTful
2 1 (3.45%) RSS
2 1 (3.45%) Web Services
2 1 (3.45%) XML
Miscellaneous
1 17 (58.62%) Analytical Skills
2 4 (13.79%) Credit Risk
3 1 (3.45%) Algorithms
3 1 (3.45%) Computer Science
3 1 (3.45%) Data Structures
Operating Systems
1 1 (3.45%) Linux
1 1 (3.45%) Unix
Processes & Methodologies
1 23 (79.31%) Analytics
2 22 (75.86%) Project Management
3 21 (72.41%) Data Analysis
4 18 (62.07%) Anti-Money Laundering
5 17 (58.62%) Risk Management
6 14 (48.28%) Business Analytics
7 13 (44.83%) Case Management
7 13 (44.83%) Change Control
7 13 (44.83%) Decision Tree
7 13 (44.83%) Functional Testing
7 13 (44.83%) KYC
7 13 (44.83%) Regression Analysis
7 13 (44.83%) Workflow
8 12 (41.38%) Business Analysis
8 12 (41.38%) Factor Analysis
8 12 (41.38%) Line Management
8 12 (41.38%) Machine Learning
9 6 (20.69%) Statistics
10 5 (17.24%) Risk Analytics
11 4 (13.79%) Process Improvement
Programming Languages
1 17 (58.62%) SQL
2 13 (44.83%) Python
2 13 (44.83%) R
3 4 (13.79%) MATLAB
4 1 (3.45%) C
4 1 (3.45%) Java
4 1 (3.45%) JavaScript
4 1 (3.45%) PHP
4 1 (3.45%) Shell Script
Qualifications
1 17 (58.62%) Degree
2 2 (6.90%) CCNA
2 2 (6.90%) Cisco Certification
System Software
1 1 (3.45%) Apache Flume
1 1 (3.45%) HDFS
1 1 (3.45%) KVM
1 1 (3.45%) Virtual Machines
Systems Management
1 12 (41.38%) Ambari
Vendors
1 5 (17.24%) Oracle
2 2 (6.90%) Microsoft
2 2 (6.90%) MicroStrategy
3 1 (3.45%) SAP
Edinburgh
Churchill Frank
Salary: £40000 - £50000 per annum
Posted: 21 days ago
Edinburgh
Churchill Frank
Salary: £60000 per annum
Posted: 26 days ago