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

3 months to
28 Jul 2016
Same period 2015 Same period 2014
Data Analysis
Rank 68 90 95
Rank change year-on-year
+22 +5
Permanent jobs citing Data Analysis 31 16 15
As % of all permanent IT jobs located in Edinburgh 2.54% 1.10% 1.00%
As % of the Processes & Methodologies category 2.79% 1.22% 1.14%
Number of salaries quoted 11 11 9
Median salary £50,000 £37,000 £29,000
Median salary % change year-on-year
+35.13% +27.58%
90% offered a salary of more than £25,000 £21,000 £24,400
10% offered a salary of more than £60,000 £69,000 £39,000
UK excluding London median salary £40,000 £38,000 £38,625
% change year-on-year
+5.26% -1.61%
Data Analysis
Scotland

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the Edinburgh region.

Processes & Methodologies Category
Edinburgh
Permanent IT job ads with a match in the
Processes & Methodologies category
1111 1316 1312
As % of all permanent IT jobs located in Edinburgh 91.07% 90.82% 87.35%
Number of salaries quoted 652 844 868
Median salary £47,500 £44,500 £42,500
Median salary % change year-on-year
+6.74% +4.70%
90% offered a salary of more than £32,500 £32,000 £30,000
10% offered a salary of more than £67,500 £60,000 £65,000
UK excluding London median salary £45,000 £44,000 £42,500
% change year-on-year
+2.27% +3.52%

Data Analysis
Jobs Demand Trend in Edinburgh

The demand trend of job ads across the Edinburgh region citing Data Analysis as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Data Analysis Jobs Demand Trend in Edinburgh

Data Analysis
Salary Trend in Edinburgh

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

Data Analysis Salary Trend in Edinburgh

Data Analysis
Salary Histogram in Edinburgh

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

Data Analysis Salary Histogram in Edinburgh

Data Analysis
Top 30 Related IT Skills in Edinburgh

For the 6 months to 28 July 2016, IT jobs citing Data Analysis 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 Analysis.

1 46 (58.97%) Oracle
2 42 (53.85%) Data Warehouse
3 40 (51.28%) Finance
3 40 (51.28%) Asset Management
4 34 (43.59%) Stakeholder Management
5 33 (42.31%) Analytical Skills
6 30 (38.46%) Microsoft
6 30 (38.46%) SQL Server
7 29 (37.18%) Business Analysis
8 28 (35.90%) SQL Server Integration Services
8 28 (35.90%) Degree
8 28 (35.90%) SQL
8 28 (35.90%) Business Intelligence
9 27 (34.62%) Management Information System
10 26 (33.33%) Data Mining
11 25 (32.05%) Agile Software Development
12 24 (30.77%) Markit EDM
13 23 (29.49%) Mentoring
13 23 (29.49%) Scrum
14 18 (23.08%) Cognos
14 18 (23.08%) Banking
15 15 (19.23%) Oracle BI EE
16 13 (16.67%) BusinessObjects XI
17 12 (15.38%) VBA
17 12 (15.38%) SAP
18 11 (14.10%) SAS
18 11 (14.10%) Oracle Reports
19 8 (10.26%) Data Modelling
19 8 (10.26%) ETL
19 8 (10.26%) Data Management

Data Analysis
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 11 (14.10%) SAS
2 1 (1.28%) Apache Spark
Applications
1 7 (8.97%) MS Excel
2 3 (3.85%) MS PowerPoint
3 1 (1.28%) MS Office
Business Applications
1 24 (30.77%) Markit EDM
2 2 (2.56%) Dynamics CRM
Cloud Services
1 1 (1.28%) Google Analytics
Communications & Networking
1 5 (6.41%) Firewall
2 3 (3.85%) Intrusion Detection
3 1 (1.28%) Internet
Database & Business Intelligence
1 42 (53.85%) Data Warehouse
2 30 (38.46%) SQL Server
3 28 (35.90%) SQL Server Integration Services
4 26 (33.33%) Data Mining
5 15 (19.23%) Oracle BI EE
6 13 (16.67%) BusinessObjects XI
7 11 (14.10%) Oracle Reports
8 7 (8.97%) BusinessObjects
8 7 (8.97%) Oracle Database
8 7 (8.97%) Oracle Database 10g
8 7 (8.97%) Oracle Database 11g
8 7 (8.97%) Oracle ODI
9 6 (7.69%) BODI
9 6 (7.69%) DataStage
9 6 (7.69%) PowerCenter
10 5 (6.41%) Big Data
10 5 (6.41%) Hadoop
11 4 (5.13%) SQL Server Analysis Services
11 4 (5.13%) SQL Server Reporting Services
12 3 (3.85%) MS Access
Development Applications
1 1 (1.28%) Eclipse
1 1 (1.28%) Git (software)
1 1 (1.28%) RubyMine
1 1 (1.28%) Subversion
General
1 40 (51.28%) Finance
2 18 (23.08%) Banking
3 7 (8.97%) Retail
4 5 (6.41%) Retail Banking
5 2 (2.56%) Back Office
5 2 (2.56%) Marketing
5 2 (2.56%) Spanish Language
6 1 (1.28%) Financial Institution
6 1 (1.28%) Legal
Job Titles
1 20 (25.64%) Analyst
1 20 (25.64%) Consultant
2 16 (20.51%) Developer
3 11 (14.10%) Oracle Developer
3 11 (14.10%) Report Developer
3 11 (14.10%) Senior Developer
3 11 (14.10%) Senior Oracle Developer
4 10 (12.82%) Senior Consultant
5 8 (10.26%) Business Analyst
5 8 (10.26%) Business Consultant
5 8 (10.26%) Business Intelligence Consultant
5 8 (10.26%) Senior Analyst
6 5 (6.41%) Senior Business Analyst
6 5 (6.41%) Senior Technical Analyst
6 5 (6.41%) Senior Technical Business Analyst
6 5 (6.41%) Technical Analyst
6 5 (6.41%) Technical Business Analyst
7 4 (5.13%) PMO Analyst
8 3 (3.85%) Business Intelligence Developer
9 2 (2.56%) Graduate Business Analyst
Libraries, Frameworks & Software Standards
1 1 (1.28%) HTML
1 1 (1.28%) REST
1 1 (1.28%) Ruby on Rails
Miscellaneous
1 33 (42.31%) Analytical Skills
2 27 (34.62%) Management Information System
3 2 (2.56%) Computer Science
3 2 (2.56%) Cyber Attack
3 2 (2.56%) Distributed Denial-of-Service
3 2 (2.56%) Mathematics
3 2 (2.56%) Statistics
4 1 (1.28%) Biology
4 1 (1.28%) Credit Risk
4 1 (1.28%) Data Extraction
4 1 (1.28%) Data Integration
4 1 (1.28%) Virtual Team
Operating Systems
1 1 (1.28%) Linux
1 1 (1.28%) Unix
Processes & Methodologies
1 40 (51.28%) Asset Management
2 34 (43.59%) Stakeholder Management
3 29 (37.18%) Business Analysis
4 28 (35.90%) Business Intelligence
5 25 (32.05%) Agile Software Development
6 23 (29.49%) Mentoring
6 23 (29.49%) Scrum
7 8 (10.26%) Data Management
7 8 (10.26%) Data Modelling
7 8 (10.26%) ETL
8 7 (8.97%) Dimensional Modelling
8 7 (8.97%) ETL Development
9 6 (7.69%) Analytics
10 5 (6.41%) Attack Monitoring
10 5 (6.41%) Cybersecurity
10 5 (6.41%) Incident Management
10 5 (6.41%) Information Security
10 5 (6.41%) Infrastructure Management
10 5 (6.41%) SIEM
11 4 (5.13%) ITIL
Programming Languages
1 28 (35.90%) SQL
2 12 (15.38%) VBA
3 2 (2.56%) Python
4 1 (1.28%) JavaScript
4 1 (1.28%) PL/SQL
4 1 (1.28%) Ruby
4 1 (1.28%) Scala
Qualifications
1 28 (35.90%) Degree
2 3 (3.85%) CEH
2 3 (3.85%) CISSP
2 3 (3.85%) SANS
3 2 (2.56%) PhD
4 1 (1.28%) HND
Quality Assurance & Compliance
1 2 (2.56%) SLA
Vendors
1 46 (58.97%) Oracle
2 30 (38.46%) Microsoft
3 18 (23.08%) Cognos
4 12 (15.38%) SAP
5 7 (8.97%) Informatica
5 7 (8.97%) Tableau
6 6 (7.69%) Teradata
7 1 (1.28%) Google
7 1 (1.28%) IBM
7 1 (1.28%) MicroStrategy
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