The table below looks at the statistics for Data Analysis skills in IT jobs advertised for the Scotland region. Included is a guide to the salaries offered in IT jobs that have cited Data Analysis over the 3 months to 25 May 2016 with a comparison to the same period over the previous 2 years.

3 months to
25 May 2016
Same period 2015 Same period 2014
Data Analysis
Rank 92 101 133
Rank change year-on-year
+9 +32
Permanent jobs citing Data Analysis 73 56 47
As % of all permanent IT jobs located in Scotland 2.60% 1.90% 1.23%
As % of the Processes & Methodologies category 2.88% 2.13% 1.45%
Number of salaries quoted 29 38 11
Median salary £55,000 £36,750 £30,000
Median salary % change year-on-year
+49.65% +22.50%
90% offered a salary of more than £31,500 £25,000 £26,500
10% offered a salary of more than £87,500 £51,500 £50,000
UK excluding London median salary £41,000 £37,500 £38,500
% change year-on-year
+9.33% -2.59%
Data Analysis
UK

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

Processes & Methodologies Category
Scotland
Permanent IT job ads with a match in the
Processes & Methodologies category
2535 2627 3249
As % of all permanent IT jobs located in Scotland 90.15% 88.96% 84.79%
Number of salaries quoted 1502 1640 2157
Median salary £45,000 £44,500 £42,500
Median salary % change year-on-year
+1.12% +4.70%
90% offered a salary of more than £30,500 £32,500 £30,000
10% offered a salary of more than £65,000 £60,000 £60,000
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 Scotland

The demand trend of job ads across the Scotland 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 Scotland

Data Analysis
Salary Trend in Scotland

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

Data Analysis Salary Trend in Scotland

Data Analysis
Salary Histogram in Scotland

This chart provides a salary histogram for IT jobs citing Data Analysis across the Scotland region over the 3 months to 25 May 2016.

Data Analysis Salary Histogram in Scotland

Data Analysis
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Analysis within the Scotland region over the 3 months to 25 May 2016. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location
(Click see detailed
statistics and trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Edinburgh +38 45 £55,000 +129.16% 9
Glasgow -26 24 £52,500 +40.00% 1
Data Analysis
UK

Data Analysis
Top 30 Related IT Skills in Scotland

For the 6 months to 25 May 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 Scotland region with a requirement for Data Analysis.

1 95 (60.51%) SQL
2 91 (57.96%) Oracle
3 65 (41.40%) Data Warehouse
4 63 (40.13%) Finance
5 57 (36.31%) Asset Management
6 56 (35.67%) Agile Software Development
7 55 (35.03%) Business Intelligence
8 52 (33.12%) SQL Server
9 47 (29.94%) Analytical Skills
10 42 (26.75%) Stakeholder Management
11 41 (26.11%) Scrum
12 39 (24.84%) Data Modelling
13 35 (22.29%) Microsoft
13 35 (22.29%) Degree
14 33 (21.02%) ETL
14 33 (21.02%) Management Information System
15 31 (19.75%) Banking
15 31 (19.75%) Cognos
16 28 (17.83%) Data Mining
17 27 (17.20%) Mentoring
18 26 (16.56%) Business Analysis
18 26 (16.56%) Dimensional Modelling
19 24 (15.29%) SQL Server Integration Services
19 24 (15.29%) Unix
19 24 (15.29%) Java
20 22 (14.01%) BusinessObjects
21 21 (13.38%) Markit EDM
22 19 (12.10%) Tableau
22 19 (12.10%) QA
23 18 (11.46%) Oracle BI EE

Data Analysis
Top Related IT Skills in Scotland 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 15 (9.55%) SAS
2 14 (8.92%) Tomcat
3 4 (2.55%) Confluence
4 3 (1.91%) Apache Spark
Applications
1 12 (7.64%) MS Excel
2 9 (5.73%) MS PowerPoint
3 3 (1.91%) MS Office
4 1 (0.64%) Stata
Business Applications
1 21 (13.38%) Markit EDM
Cloud Services
1 1 (0.64%) Google Analytics
Communications & Networking
1 4 (2.55%) Firewall
2 2 (1.27%) Intrusion Detection
3 1 (0.64%) Internet
Database & Business Intelligence
1 65 (41.40%) Data Warehouse
2 52 (33.12%) SQL Server
3 28 (17.83%) Data Mining
4 24 (15.29%) SQL Server Integration Services
5 22 (14.01%) BusinessObjects
6 18 (11.46%) Oracle BI EE
7 17 (10.83%) Oracle Database
7 17 (10.83%) Oracle Database 10g
7 17 (10.83%) Oracle Database 11g
7 17 (10.83%) Oracle ODI
8 16 (10.19%) BODI
8 16 (10.19%) DataStage
8 16 (10.19%) PowerCenter
9 14 (8.92%) BusinessObjects XI
9 14 (8.92%) QlikView
10 13 (8.28%) Star Schema
11 12 (7.64%) Hadoop
12 11 (7.01%) Oracle Reports
13 6 (3.82%) Qlik Sense
14 4 (2.55%) Big Data
Development Applications
1 6 (3.82%) JIRA
2 2 (1.27%) Git (software)
2 2 (1.27%) Jenkins
2 2 (1.27%) Subversion
General
1 63 (40.13%) Finance
2 31 (19.75%) Banking
3 7 (4.46%) Games
3 7 (4.46%) Spanish Language
4 2 (1.27%) Legal
4 2 (1.27%) Manufacturing
4 2 (1.27%) Marketing
4 2 (1.27%) Publishing
5 1 (0.64%) Back Office
5 1 (0.64%) Retail
Job Titles
1 52 (33.12%) Analyst
2 42 (26.75%) Consultant
3 41 (26.11%) Developer
4 27 (17.20%) Business Intelligence Consultant
5 23 (14.65%) Business Consultant
6 14 (8.92%) Java Developer
6 14 (8.92%) Lead Developer
6 14 (8.92%) Lead Java Developer
7 13 (8.28%) Business Analyst
7 13 (8.28%) Senior Developer
7 13 (8.28%) Technical Analyst
8 11 (7.01%) Data Analyst
9 10 (6.37%) Oracle BI Consultant
9 10 (6.37%) Oracle Consultant
9 10 (6.37%) Oracle Developer
9 10 (6.37%) Report Developer
9 10 (6.37%) Senior Oracle Developer
10 8 (5.10%) SQL Analyst
11 7 (4.46%) Senior Consultant
11 7 (4.46%) Technical Business Analyst
Libraries, Frameworks & Software Standards
1 15 (9.55%) XML
2 14 (8.92%) Hibernate
2 14 (8.92%) Spring
3 4 (2.55%) HTML
4 3 (1.91%) D3.js
5 2 (1.27%) HTML5
6 1 (0.64%) .NET
6 1 (0.64%) ASP.NET
6 1 (0.64%) CSS
6 1 (0.64%) REST
6 1 (0.64%) SOAP
6 1 (0.64%) Web Services
Miscellaneous
1 47 (29.94%) Analytical Skills
2 33 (21.02%) Management Information System
3 11 (7.01%) Computer Science
4 8 (5.10%) Data Integration
5 6 (3.82%) Derivative
5 6 (3.82%) Enterprise Software
5 6 (3.82%) User Experience
6 3 (1.91%) Visualisation
7 2 (1.27%) Cyber Attack
7 2 (1.27%) Distributed Denial-of-Service
7 2 (1.27%) Market Risk
8 1 (0.64%) Applied Mathematics
8 1 (0.64%) Biology
8 1 (0.64%) Credit Risk
8 1 (0.64%) Data Extraction
8 1 (0.64%) Informatics
8 1 (0.64%) Mathematics
8 1 (0.64%) Statistics
Operating Systems
1 24 (15.29%) Unix
2 3 (1.91%) Windows
3 1 (0.64%) Linux
Processes & Methodologies
1 57 (36.31%) Asset Management
2 56 (35.67%) Agile Software Development
3 55 (35.03%) Business Intelligence
4 42 (26.75%) Stakeholder Management
5 41 (26.11%) Scrum
6 39 (24.84%) Data Modelling
7 33 (21.02%) ETL
8 27 (17.20%) Mentoring
9 26 (16.56%) Business Analysis
9 26 (16.56%) Dimensional Modelling
10 18 (11.46%) Technical Analysis
11 17 (10.83%) ETL Development
12 14 (8.92%) Analytics
12 14 (8.92%) Kanban
12 14 (8.92%) TDD
12 14 (8.92%) Waterfall
13 13 (8.28%) User Acceptance Testing
14 12 (7.64%) Data Management
14 12 (7.64%) SDLC
15 11 (7.01%) Data Governance
Programming Languages
1 95 (60.51%) SQL
2 24 (15.29%) Java
3 13 (8.28%) VBA
4 10 (6.37%) PL/SQL
5 4 (2.55%) XPath
6 3 (1.91%) Python
6 3 (1.91%) Scala
7 1 (0.64%) R
7 1 (0.64%) T-SQL
7 1 (0.64%) VB.NET
Qualifications
1 35 (22.29%) Degree
2 4 (2.55%) CISSP
3 2 (1.27%) CEH
3 2 (1.27%) SANS
3 2 (1.27%) SSCP
4 1 (0.64%) EnCE
4 1 (0.64%) HND
Quality Assurance & Compliance
1 19 (12.10%) QA
2 2 (1.27%) ISO/IEC 27001
2 2 (1.27%) PCI DSS
Systems Management
1 2 (1.27%) Oozie
1 2 (1.27%) Rundeck
Vendors
1 91 (57.96%) Oracle
2 35 (22.29%) Microsoft
3 31 (19.75%) Cognos
4 19 (12.10%) Tableau
5 17 (10.83%) Informatica
6 16 (10.19%) Teradata
7 15 (9.55%) Sybase
8 13 (8.28%) SAP
9 5 (3.18%) MicroStrategy
10 1 (0.64%) Google
10 1 (0.64%) Greenplum
10 1 (0.64%) IBM
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