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 8 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
8 Dec 2016
Same period 2015 Same period 2014
Data Analysis
Rank 75 71 88
Rank change year-on-year
-4 +17
Permanent jobs citing Data Analysis 15 30 23
As % of all permanent IT jobs located in Edinburgh 1.36% 2.11% 1.56%
As % of the Processes & Methodologies category 1.50% 2.33% 1.74%
Number of salaries quoted 13 18 17
Median salary £47,500 £37,500 £45,000
Median salary % change year-on-year
+26.66% -16.66%
UK excluding London median salary £41,000 £38,500 £39,375
% change year-on-year
+6.49% -2.22%
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
1000 1288 1321
As % of all permanent IT jobs located in Edinburgh 90.99% 90.70% 89.80%
Number of salaries quoted 640 806 887
Median salary £47,500 £45,000 £43,000
Median salary % change year-on-year
+5.55% +4.65%
90% offered a salary of more than £34,000 £32,500 £30,000
10% offered a salary of more than £71,500 £60,000 £62,500
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
Top 30 Related IT Skills in Edinburgh

For the 6 months to 8 December 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 24 (58.54%) SQL
1 24 (58.54%) Analytical Skills
2 20 (48.78%) Business Intelligence
3 17 (41.46%) SAS
4 16 (39.02%) Finance
5 15 (36.59%) Analytics
6 12 (29.27%) Banking
7 11 (26.83%) Big Data
7 11 (26.83%) Marketing
8 10 (24.39%) Retail
8 10 (24.39%) Data Management
9 9 (21.95%) SQL Server
9 9 (21.95%) Retail Banking
10 8 (19.51%) Customer Insight
10 8 (19.51%) Infrastructure Management
10 8 (19.51%) Data Mining
11 7 (17.07%) Oracle
11 7 (17.07%) MS Excel
11 7 (17.07%) Market Research
11 7 (17.07%) Predictive Analytics
11 7 (17.07%) Web Analytics
11 7 (17.07%) Credit Risk
12 6 (14.63%) Business Analysis
13 5 (12.20%) Degree
13 5 (12.20%) Hadoop
13 5 (12.20%) MS Access
13 5 (12.20%) Python
13 5 (12.20%) Microsoft
14 4 (9.76%) Data Warehouse
14 4 (9.76%) Tableau

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 17 (41.46%) SAS
2 3 (7.32%) Apache Spark
Applications
1 7 (17.07%) MS Excel
2 3 (7.32%) MS PowerPoint
3 2 (4.88%) MS Office
4 1 (2.44%) SPSS
Business Applications
1 2 (4.88%) Dynamics CRM
2 1 (2.44%) Markit EDM
Cloud Services
1 1 (2.44%) Amazon AWS
Communications & Networking
1 2 (4.88%) Firewall
1 2 (4.88%) Intrusion Detection
2 1 (2.44%) SMS
Database & Business Intelligence
1 11 (26.83%) Big Data
2 9 (21.95%) SQL Server
3 8 (19.51%) Data Mining
4 5 (12.20%) Hadoop
4 5 (12.20%) MS Access
5 4 (9.76%) Data Warehouse
5 4 (9.76%) SQL Server Integration Services
6 3 (7.32%) MongoDB
6 3 (7.32%) PostgreSQL
6 3 (7.32%) SQL Server Analysis Services
6 3 (7.32%) SQL Server Reporting Services
7 2 (4.88%) DB2
7 2 (4.88%) Oracle Reports
7 2 (4.88%) Power BI
7 2 (4.88%) QlikView
7 2 (4.88%) Sisense
8 1 (2.44%) Oracle Exadata
8 1 (2.44%) SAS Enterprise Guide
8 1 (2.44%) Spotfire
Development Applications
1 1 (2.44%) JIRA
General
1 16 (39.02%) Finance
2 12 (29.27%) Banking
3 11 (26.83%) Marketing
4 10 (24.39%) Retail
5 9 (21.95%) Retail Banking
6 1 (2.44%) Financial Institution
6 1 (2.44%) Legal
Job Titles
1 21 (51.22%) Analyst
2 13 (31.71%) Business Analyst
3 10 (24.39%) Senior Analyst
4 9 (21.95%) Technical Analyst
5 8 (19.51%) Consultant
5 8 (19.51%) Senior Business Analyst
5 8 (19.51%) Senior Technical Analyst
5 8 (19.51%) Senior Technical Business Analyst
5 8 (19.51%) Technical Business Analyst
6 5 (12.20%) Data Scientist
6 5 (12.20%) Senior Data Scientist
7 4 (9.76%) Graduate
7 4 (9.76%) Graduate Analyst
7 4 (9.76%) Graduate Business Analyst
8 3 (7.32%) Business Intelligence Developer
8 3 (7.32%) Developer
9 2 (4.88%) Analyst Developer
9 2 (4.88%) Business Developer
9 2 (4.88%) Business Intelligence Analyst
9 2 (4.88%) Risk Analyst
Libraries, Frameworks & Software Standards
1 1 (2.44%) Web Services
Miscellaneous
1 24 (58.54%) Analytical Skills
2 7 (17.07%) Credit Risk
3 3 (7.32%) Management Information System
3 3 (7.32%) Statistics
4 2 (4.88%) Derivative
4 2 (4.88%) Mathematics
4 2 (4.88%) Visualisation
5 1 (2.44%) Computer Science
5 1 (2.44%) Data Extraction
Operating Systems
1 1 (2.44%) Linux
Processes & Methodologies
1 20 (48.78%) Business Intelligence
2 15 (36.59%) Analytics
3 10 (24.39%) Data Management
4 8 (19.51%) Customer Insight
4 8 (19.51%) Infrastructure Management
5 7 (17.07%) Market Research
5 7 (17.07%) Predictive Analytics
5 7 (17.07%) Web Analytics
6 6 (14.63%) Business Analysis
7 4 (9.76%) Agile Software Development
8 3 (7.32%) Asset Management
8 3 (7.32%) Data Analytics
8 3 (7.32%) Machine Learning
8 3 (7.32%) Stakeholder Management
8 3 (7.32%) Statistical Modelling
9 2 (4.88%) Anti-Money Laundering
9 2 (4.88%) Attack Monitoring
9 2 (4.88%) Data Governance
9 2 (4.88%) Performance Optimisation
9 2 (4.88%) Risk Analytics
Programming Languages
1 24 (58.54%) SQL
2 5 (12.20%) Python
3 3 (7.32%) Scala
4 1 (2.44%) Java
4 1 (2.44%) MATLAB
4 1 (2.44%) SAS Macro
4 1 (2.44%) VBA
Qualifications
1 5 (12.20%) Degree
2 2 (4.88%) CEH
2 2 (4.88%) CISSP
2 2 (4.88%) PhD
2 2 (4.88%) SANS
Quality Assurance & Compliance
1 1 (2.44%) SLA
Vendors
1 7 (17.07%) Oracle
2 5 (12.20%) Microsoft
3 4 (9.76%) Tableau
4 2 (4.88%) MicroStrategy
5 1 (2.44%) Cognos
Edinburgh, Midlothian
Parallel Consulting
Salary: £40000 - £55000 per annum + bonus, benefits, pension
Posted: 2 days ago
Edinburgh, Midlothian
Churchill Frank
Salary: £30000 - £40000 per annum
Posted: 6 days ago
Edinburgh
Sainsbury's Bank
Salary: Excellent Salary +Benefits
Posted: 13 days ago
Edinburgh
Sainsburys Bank
Salary: Excellent Salary +Benefits
Posted: 23 days ago
Edinburgh
Hays Specialist Recruitment Ltd
Salary: £45000.00 - £50000.00 per annum
Posted: 17 days ago