The following table provides summary statistics for permanent job vacancies advertised in Edinburgh 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 26 June 2017 with a comparison to the same period in the previous 2 years.

Data Mining
Scotland / Edinburgh
3 months to
26 Jun 2017
Same period 2016 Same period 2015
Rank 88 77 101
Rank change year-on-year -11 +24  
Permanent jobs citing Data Mining 12 18 6
As % of all permanent IT jobs advertised in Edinburgh 0.97% 1.52% 0.43%
As % of the Database & Business Intelligence category 2.98% 5.54% 1.47%
Number of salaries quoted 3 4 5
Median salary £50,000 £55,000 £31,000
Median salary % change year-on-year -9.09% +77.41%  
90% offered a salary of more than £44,000 £46,250 £27,754
10% offered a salary of more than £54,000 £55,000 £51,400
UK excluding London median salary £53,750 £42,500 £45,000
% change year-on-year +26.47% -5.55%  

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 Edinburgh with a requirement for database and business intelligence skills.

Database & Business Intelligence Skills
Edinburgh
Permanent job vacancies with a requirement for database and business intelligence skills 403 325 409
As % of all permanent IT job vacancies advertised in Edinburgh 32.42% 27.40% 29.05%
Number of salaries quoted 265 166 255
Median salary £40,500 £45,000 £44,000
Median salary % change year-on-year -10.00% +2.27%  
90% offered a salary of more than £32,500 £30,000 £29,000
10% offered a salary of more than £65,000 £62,500 £67,500
UK excluding London median salary £42,500 £42,500 £41,500
% change year-on-year - +2.40%  

Data Mining
Job Vacancy Trend in Edinburgh

The job posting trend of jobs advertised in Edinburgh 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 Edinburgh

Data Mining
Salary Trend in Edinburgh

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Mining in Edinburgh.

Salary trend for Data Mining in Edinburgh

Data Mining
Salary Histogram in Edinburgh

The salary distribution of IT jobs citing Data Mining in Edinburgh over the 3 months to 26 June 2017.

Salary histogram for Data Mining in Edinburgh

For the 6 months to 26 June 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 Edinburgh region with a requirement for Data Mining.

1 23 (85.19%) Finance
2 22 (81.48%) SQL
3 17 (62.96%) SAS
4 16 (59.26%) Data Analysis
4 16 (59.26%) Analytics
5 13 (48.15%) Anti-Money Laundering
5 13 (48.15%) Degree
5 13 (48.15%) Project Management
5 13 (48.15%) Legal
5 13 (48.15%) Risk Management
6 11 (40.74%) Analytical Skills
7 10 (37.04%) KYC
7 10 (37.04%) Hadoop
7 10 (37.04%) Regression Analysis
7 10 (37.04%) R
7 10 (37.04%) Banking
7 10 (37.04%) Data Management
7 10 (37.04%) Python
8 9 (33.33%) Business Intelligence
8 9 (33.33%) Workflow
8 9 (33.33%) Stakeholder Management
8 9 (33.33%) Retail
8 9 (33.33%) Business Analysis
8 9 (33.33%) Retail Banking
8 9 (33.33%) Change Control
8 9 (33.33%) Machine Learning
8 9 (33.33%) Apache Hive
8 9 (33.33%) Apache Pig
8 9 (33.33%) Functional Testing
8 9 (33.33%) Business Analytics

Data Mining
Co-occurring IT Skills in Edinburgh 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 17 (62.96%) SAS
2 9 (33.33%) Apache Pig
3 1 (3.70%) Apache Spark
3 1 (3.70%) Confluence
Applications
1 4 (14.81%) Microsoft Excel
Cloud Services
1 1 (3.70%) Cloud Computing
Database & Business Intelligence
1 10 (37.04%) Hadoop
2 9 (33.33%) Apache Hive
3 1 (3.70%) Apache Cassandra
3 1 (3.70%) Base SAS
3 1 (3.70%) Big Data
3 1 (3.70%) Data Warehouse
3 1 (3.70%) HBase
3 1 (3.70%) MS Access
3 1 (3.70%) SAS Enterprise Guide
3 1 (3.70%) SQL Server
Development Applications
1 1 (3.70%) Atlassian Bamboo
1 1 (3.70%) Bitbucket
1 1 (3.70%) Git (software)
1 1 (3.70%) Jenkins
1 1 (3.70%) JIRA
1 1 (3.70%) Subversion
General
1 23 (85.19%) Finance
2 13 (48.15%) Legal
3 10 (37.04%) Banking
4 9 (33.33%) Retail
4 9 (33.33%) Retail Banking
5 3 (11.11%) Marketing
Job Titles
1 12 (44.44%) Analyst
2 11 (40.74%) Data Analyst
3 7 (25.93%) Business Analyst
3 7 (25.93%) Business Data Analyst
3 7 (25.93%) Consultant
3 7 (25.93%) Data Business Analyst
3 7 (25.93%) Technical Analyst
3 7 (25.93%) Technical Business Analyst
4 6 (22.22%) Senior Consultant
5 4 (14.81%) Data Scientist
5 4 (14.81%) SAS Consultant
6 3 (11.11%) Hadoop Consultant
6 3 (11.11%) Senior SAS Consultant
6 3 (11.11%) SQL Analyst
7 2 (7.41%) Data Insight Analyst
7 2 (7.41%) Insight Analyst
7 2 (7.41%) Insight Data Analyst
7 2 (7.41%) Marketing Analyst
7 2 (7.41%) Marketing Insight Analyst
7 2 (7.41%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 1 (3.70%) Ajax
1 1 (3.70%) JSON
1 1 (3.70%) RESTful
1 1 (3.70%) RSS
1 1 (3.70%) XML
Miscellaneous
1 11 (40.74%) Analytical Skills
2 3 (11.11%) Credit Risk
3 1 (3.70%) Algorithms
3 1 (3.70%) Computer Science
3 1 (3.70%) Data Structures
Operating Systems
1 1 (3.70%) Linux
1 1 (3.70%) Unix
Processes & Methodologies
1 16 (59.26%) Analytics
1 16 (59.26%) Data Analysis
2 13 (48.15%) Anti-Money Laundering
2 13 (48.15%) Project Management
2 13 (48.15%) Risk Management
3 10 (37.04%) Data Management
3 10 (37.04%) KYC
3 10 (37.04%) Regression Analysis
4 9 (33.33%) Business Analysis
4 9 (33.33%) Business Analytics
4 9 (33.33%) Case Management
4 9 (33.33%) Change Control
4 9 (33.33%) Decision Tree
4 9 (33.33%) Factor Analysis
4 9 (33.33%) Functional Testing
4 9 (33.33%) Infrastructure Management
4 9 (33.33%) Line Management
4 9 (33.33%) Machine Learning
4 9 (33.33%) Stakeholder Management
4 9 (33.33%) Workflow
Programming Languages
1 22 (81.48%) SQL
2 10 (37.04%) Python
2 10 (37.04%) R
3 3 (11.11%) MATLAB
4 1 (3.70%) C
4 1 (3.70%) Java
4 1 (3.70%) JavaScript
4 1 (3.70%) PHP
4 1 (3.70%) Shell Script
4 1 (3.70%) VB
Qualifications
1 13 (48.15%) Degree
2 9 (33.33%) Master's Degree
System Software
1 1 (3.70%) Apache Flume
1 1 (3.70%) HDFS
1 1 (3.70%) KVM
1 1 (3.70%) Virtual Machines
Systems Management
1 9 (33.33%) Ambari
Vendors
1 4 (14.81%) Oracle
2 2 (7.41%) Teradata
Edinburgh
Churchill Frank
Salary: £35000 - £40000 per annum + 10% BONUS
Posted: 13 days ago