The table below looks at the statistics for Data Mining skills in IT jobs advertised for the Edinburgh region. Included is a guide to the salaries offered in IT jobs that have cited Data Mining over the 3 months to 28 August 2016 with a comparison to the same period over the previous 2 years.

3 months to
28 Aug 2016
Same period 2015 Same period 2014
Data Mining
Rank 69 93 -
Rank change year-on-year
+24 -
Permanent jobs citing Data Mining 27 11 0
As % of all permanent IT jobs located in Edinburgh 2.20% 0.71% -
As % of the Database & Business Intelligence category 7.71% 2.37% -
Number of salaries quoted 14 8 0
Median salary £46,250 £51,250 -
Median salary % change year-on-year
-9.75% -
UK excluding London median salary £45,000 £45,000 £40,000
% change year-on-year
- +12.50%
Data Mining
Scotland

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 Edinburgh region.

Database & Business Intelligence Category
Edinburgh
Permanent IT job ads with a match in the
Database & Business Intelligence category
350 464 430
As % of all permanent IT jobs located in Edinburgh 28.52% 29.82% 29.00%
Number of salaries quoted 259 314 324
Median salary £45,000 £43,500 £40,000
Median salary % change year-on-year
+3.44% +8.75%
90% offered a salary of more than £35,000 £28,500 £29,000
10% offered a salary of more than £62,500 £57,500 £75,000
UK excluding London median salary £42,500 £42,500 £40,000
% change year-on-year
- +6.25%

Data Mining
Jobs Demand Trend in Edinburgh

The demand trend of job ads across the Edinburgh 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 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 across the Edinburgh region.

Data Mining Salary Trend in Edinburgh

Data Mining
Salary Histogram in Edinburgh

This chart provides a salary histogram for IT jobs citing Data Mining across the Edinburgh region over the 3 months to 28 August 2016.

Data Mining Salary Histogram in Edinburgh

Data Mining
Top 30 Related IT Skills in Edinburgh

For the 6 months to 28 August 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 Edinburgh region with a requirement for Data Mining.

1 35 (68.63%) Analytical Skills
2 34 (66.67%) Degree
3 30 (58.82%) SQL Server
4 28 (54.90%) Data Analysis
4 28 (54.90%) Business Analysis
5 27 (52.94%) Agile Software Development
5 27 (52.94%) Oracle
6 26 (50.98%) Microsoft
7 24 (47.06%) Stakeholder Management
8 22 (43.14%) SQL Server Integration Services
8 22 (43.14%) Mentoring
8 22 (43.14%) Markit EDM
9 21 (41.18%) Management Information System
9 21 (41.18%) Asset Management
9 21 (41.18%) Data Warehouse
10 20 (39.22%) Scrum
11 12 (23.53%) SAS
12 11 (21.57%) Analytics
13 10 (19.61%) Python
14 9 (17.65%) SQL
15 8 (15.69%) Apache Spark
15 8 (15.69%) Statistical Modelling
15 8 (15.69%) MongoDB
15 8 (15.69%) Scala
15 8 (15.69%) Hadoop
15 8 (15.69%) MS Excel
15 8 (15.69%) PostgreSQL
15 8 (15.69%) Finance
16 7 (13.73%) Project Management
16 7 (13.73%) Data Governance

Data Mining
Top Related 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 12 (23.53%) SAS
2 8 (15.69%) Apache Spark
Applications
1 8 (15.69%) MS Excel
2 5 (9.80%) SPSS
2 5 (9.80%) Stata
Business Applications
1 22 (43.14%) Markit EDM
Database & Business Intelligence
1 30 (58.82%) SQL Server
2 22 (43.14%) SQL Server Integration Services
3 21 (41.18%) Data Warehouse
4 8 (15.69%) Hadoop
4 8 (15.69%) MongoDB
4 8 (15.69%) PostgreSQL
5 7 (13.73%) Big Data
6 4 (7.84%) Oracle Database
6 4 (7.84%) Oracle Database 10g
6 4 (7.84%) Oracle9i Database
7 2 (3.92%) Base SAS
7 2 (3.92%) OLAP
7 2 (3.92%) Oracle BI EE
7 2 (3.92%) SAS Data Integration Studio
7 2 (3.92%) SAS Enterprise Guide
8 1 (1.96%) BusinessObjects
8 1 (1.96%) MS Access
Development Applications
1 4 (7.84%) Oracle Forms
General
1 8 (15.69%) Finance
2 6 (11.76%) Banking
3 5 (9.80%) Games
3 5 (9.80%) Marketing
3 5 (9.80%) Retail
3 5 (9.80%) Retail Banking
Job Titles
1 11 (21.57%) Analyst
1 11 (21.57%) Consultant
2 10 (19.61%) Data Scientist
3 9 (17.65%) Senior Consultant
3 9 (17.65%) Senior Data Scientist
4 6 (11.76%) Architect
4 6 (11.76%) Solutions Architect
5 5 (9.80%) Data Analyst
5 5 (9.80%) Marketing Analyst
5 5 (9.80%) Marketing Data Analyst
6 4 (7.84%) Support Analyst
7 3 (5.88%) Production Support Analyst
8 2 (3.92%) Senior Analyst
9 1 (1.96%) Applications Support
9 1 (1.96%) Applications Support Analyst
9 1 (1.96%) Business Analyst
9 1 (1.96%) Senior Business Analyst
9 1 (1.96%) Senior Technical Analyst
9 1 (1.96%) Technical Analyst
9 1 (1.96%) Technical Business Analyst
Libraries, Frameworks & Software Standards
1 5 (9.80%) D3.js
Miscellaneous
1 35 (68.63%) Analytical Skills
2 21 (41.18%) Management Information System
3 6 (11.76%) Computer Science
4 5 (9.80%) Applied Mathematics
4 5 (9.80%) Informatics
4 5 (9.80%) Mathematics
4 5 (9.80%) Statistics
4 5 (9.80%) Visualisation
Operating Systems
1 4 (7.84%) Linux
1 4 (7.84%) Unix
Processes & Methodologies
1 28 (54.90%) Business Analysis
1 28 (54.90%) Data Analysis
2 27 (52.94%) Agile Software Development
3 24 (47.06%) Stakeholder Management
4 22 (43.14%) Mentoring
5 21 (41.18%) Asset Management
6 20 (39.22%) Scrum
7 11 (21.57%) Analytics
8 8 (15.69%) Statistical Modelling
9 7 (13.73%) Data Governance
9 7 (13.73%) Project Management
10 6 (11.76%) TOGAF
11 5 (9.80%) Budgeting and Forecasting
11 5 (9.80%) Customer Insight
11 5 (9.80%) Data Analytics
11 5 (9.80%) Data Modelling
11 5 (9.80%) Data Visualisation
11 5 (9.80%) Enterprise Architecture
11 5 (9.80%) ITIL
12 4 (7.84%) Infrastructure Management
Programming Languages
1 10 (19.61%) Python
2 9 (17.65%) SQL
3 8 (15.69%) Scala
4 5 (9.80%) R
5 4 (7.84%) PL/SQL
6 2 (3.92%) SAS Macro
Qualifications
1 34 (66.67%) Degree
2 1 (1.96%) ISEB
Quality Assurance & Compliance
1 1 (1.96%) Basel II
1 1 (1.96%) Solvency II
Vendors
1 27 (52.94%) Oracle
2 26 (50.98%) Microsoft
3 5 (9.80%) Cognos
3 5 (9.80%) Greenplum
3 5 (9.80%) Tableau
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