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 21 February 2017 with a comparison to the same period over the previous 2 years.

3 months to
21 Feb 2017
Same period 2016 Same period 2015
Data Analysis
Scotland / Edinburgh
Rank 43 53 82
Rank change year-on-year
+10 +29
Permanent jobs citing Data Analysis 45 40 20
As % of all permanent IT jobs located in Edinburgh 4.05% 3.22% 1.48%
As % of the Processes & Methodologies category 4.38% 3.53% 1.69%
Number of salaries quoted 20 24 5
Median salary £45,000 £43,750 £42,500
Median salary % change year-on-year
+2.85% +2.94%
90% offered a salary of more than £32,250 £40,000 £35,500
10% offered a salary of more than £50,000 £55,000 £44,000
UK excluding London median salary £40,000 £40,000 £37,500
% change year-on-year
- +6.66%

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
1027 1132 1186
As % of all permanent IT jobs located in Edinburgh 92.44% 91.22% 88.05%
Number of salaries quoted 688 764 726
Median salary £47,500 £47,500 £44,000
Median salary % change year-on-year
- +7.95%
90% offered a salary of more than £35,000 £33,000 £32,500
10% offered a salary of more than £71,500 £60,000 £65,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

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 21 February 2017.

Data Analysis Salary Histogram in Edinburgh

Data Analysis
Top 30 Related IT Skills in Edinburgh

For the 6 months to 21 February 2017, 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 36 (65.45%) Analytics
2 34 (61.82%) SAS
3 33 (60.00%) Analytical Skills
4 32 (58.18%) SQL
5 28 (50.91%) Finance
6 24 (43.64%) Degree
7 21 (38.18%) Data Mining
8 18 (32.73%) Risk Management
8 18 (32.73%) Anti-Money Laundering
9 17 (30.91%) Legal
9 17 (30.91%) Project Management
10 15 (27.27%) Business Analysis
10 15 (27.27%) R
11 14 (25.45%) Hadoop
11 14 (25.45%) Functional Testing
12 13 (23.64%) Business Analytics
12 13 (23.64%) Change Control
12 13 (23.64%) KYC
12 13 (23.64%) Case Management
12 13 (23.64%) Decision Tree
12 13 (23.64%) Regression Analysis
12 13 (23.64%) Marketing
12 13 (23.64%) Workflow
12 13 (23.64%) Python
13 12 (21.82%) Business Intelligence
13 12 (21.82%) Apache Hive
13 12 (21.82%) Credit Risk
13 12 (21.82%) Machine Learning
13 12 (21.82%) Apache Pig
13 12 (21.82%) Factor Analysis

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 34 (61.82%) SAS
2 12 (21.82%) Apache Pig
3 4 (7.27%) ArcGIS
4 1 (1.82%) Apache Spark
4 1 (1.82%) Confluence
Applications
1 5 (9.09%) MS Excel
2 3 (5.45%) MS Office
3 2 (3.64%) MS PowerPoint
3 2 (3.64%) SPSS
Business Applications
1 1 (1.82%) Markit EDM
Cloud Services
1 1 (1.82%) Amazon AWS
Communications & Networking
1 1 (1.82%) Firewall
1 1 (1.82%) Intrusion Detection
1 1 (1.82%) SMS
Database & Business Intelligence
1 21 (38.18%) Data Mining
2 14 (25.45%) Hadoop
3 12 (21.82%) Apache Hive
4 8 (14.55%) Big Data
5 5 (9.09%) GIS
5 5 (9.09%) QGIS
5 5 (9.09%) SQL Server
6 4 (7.27%) Data Warehouse
6 4 (7.27%) DB2
6 4 (7.27%) MS Access
6 4 (7.27%) MySQL
6 4 (7.27%) PostgreSQL
6 4 (7.27%) QlikView
7 3 (5.45%) Oracle Reports
8 2 (3.64%) Oracle Exadata
9 1 (1.82%) Apache Cassandra
9 1 (1.82%) BusinessObjects
9 1 (1.82%) Power BI
9 1 (1.82%) SAS Enterprise Guide
9 1 (1.82%) Spotfire
Development Applications
1 2 (3.64%) JIRA
2 1 (1.82%) Atlassian Bamboo
2 1 (1.82%) Bitbucket
2 1 (1.82%) Git (software)
2 1 (1.82%) Jenkins
2 1 (1.82%) Subversion
General
1 28 (50.91%) Finance
2 17 (30.91%) Legal
3 13 (23.64%) Marketing
4 5 (9.09%) Banking
5 3 (5.45%) Financial Institution
5 3 (5.45%) Retail
6 2 (3.64%) Retail Banking
Job Titles
1 24 (43.64%) Analyst
2 17 (30.91%) Consultant
3 13 (23.64%) Data Analyst
4 8 (14.55%) Senior Consultant
5 7 (12.73%) Senior Analyst
6 5 (9.09%) Data Engineer
6 5 (9.09%) SAS Consultant
7 4 (7.27%) Business Analyst
7 4 (7.27%) Data Scientist
7 4 (7.27%) GIS Analyst
7 4 (7.27%) GIS Data Analyst
7 4 (7.27%) Hadoop Consultant
7 4 (7.27%) Senior SAS Consultant
8 3 (5.45%) Actuary
8 3 (5.45%) Data Insight Analyst
8 3 (5.45%) Insight Analyst
8 3 (5.45%) Insight Data Analyst
8 3 (5.45%) Marketing Analyst
8 3 (5.45%) Senior Data Analyst
8 3 (5.45%) Technical Analyst
Libraries, Frameworks & Software Standards
1 4 (7.27%) Google Maps API
2 1 (1.82%) Ajax
2 1 (1.82%) JSON
2 1 (1.82%) RSS
2 1 (1.82%) Web Services
2 1 (1.82%) XML
Miscellaneous
1 33 (60.00%) Analytical Skills
2 12 (21.82%) Credit Risk
3 5 (9.09%) Algorithms
4 2 (3.64%) Computer Science
4 2 (3.64%) Derivative
4 2 (3.64%) Management Information System
5 1 (1.82%) Client/Server
5 1 (1.82%) Mobile App
Operating Systems
1 2 (3.64%) Linux
2 1 (1.82%) Unix
Processes & Methodologies
1 36 (65.45%) Analytics
2 18 (32.73%) Anti-Money Laundering
2 18 (32.73%) Risk Management
3 17 (30.91%) Project Management
4 15 (27.27%) Business Analysis
5 14 (25.45%) Functional Testing
6 13 (23.64%) Business Analytics
6 13 (23.64%) Case Management
6 13 (23.64%) Change Control
6 13 (23.64%) Decision Tree
6 13 (23.64%) KYC
6 13 (23.64%) Regression Analysis
6 13 (23.64%) Workflow
7 12 (21.82%) Business Intelligence
7 12 (21.82%) Factor Analysis
7 12 (21.82%) Line Management
7 12 (21.82%) Machine Learning
8 9 (16.36%) Customer Insight
8 9 (16.36%) Statistics
9 8 (14.55%) Web Analytics
Programming Languages
1 32 (58.18%) SQL
2 15 (27.27%) R
3 13 (23.64%) Python
4 6 (10.91%) Java
5 5 (9.09%) MATLAB
5 5 (9.09%) PHP
6 4 (7.27%) C++
6 4 (7.27%) Perl
7 1 (1.82%) C
7 1 (1.82%) JavaScript
7 1 (1.82%) PL/SQL
7 1 (1.82%) SAS Macro
7 1 (1.82%) VBA
Qualifications
1 24 (43.64%) Degree
2 1 (1.82%) CEH
2 1 (1.82%) CISSP
2 1 (1.82%) SANS
Systems Management
1 12 (21.82%) Ambari
Vendors
1 11 (20.00%) Oracle
2 4 (7.27%) Google
2 4 (7.27%) MicroStrategy
2 4 (7.27%) Tableau
3 3 (5.45%) Cognos
3 3 (5.45%) Microsoft
Edinburgh
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Salary: £41000 - £61000 per annum + Benefits
Posted: 2 days ago
Edinburgh, Midlothian
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Salary: £33000 - £40000 per annum
Posted: 3 days ago
Edinburgh
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Salary: £50000 - £61000 per annum
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Edinburgh
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Salary: £40000 - £50000 per annum
Posted: 7 days ago
Edinburgh
TDA Group
Salary: £45000 - £55000 per annum + Bonus
Posted: 12 days ago
Edinburgh
Churchill Frank
Salary: £37000 - £45000 per annum + Large Benefits Package
Posted: 19 days ago