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 4 May 2016 with a comparison to the same period over the previous 2 years.

3 months to
4 May 2016
Same period 2015 Same period 2014
Data Analysis
Rank 86 111 136
Rank change year-on-year
+25 +25
Permanent jobs citing Data Analysis 76 50 47
As % of all permanent IT jobs located in Scotland 2.66% 1.60% 1.18%
As % of the Processes & Methodologies category 2.97% 1.82% 1.39%
Number of salaries quoted 38 32 12
Median salary £52,500 £36,750 £35,000
Median salary % change year-on-year
+42.85% +5.00%
90% offered a salary of more than £37,500 £30,600 £27,050
10% offered a salary of more than £70,000 £54,250 £44,750
UK excluding London median salary £40,000 £37,500 £38,500
% change year-on-year
+6.66% -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
2556 2747 3384
As % of all permanent IT jobs located in Scotland 89.53% 87.68% 84.71%
Number of salaries quoted 1568 1716 2232
Median salary £45,000 £45,000 £42,500
Median salary % change year-on-year
- +5.88%
90% offered a salary of more than £31,500 £32,500 £30,000
10% offered a salary of more than £65,000 £59,000 £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 4 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 4 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 +39 44 £55,000 +116.01% 8
Glasgow -7 30 £52,500 +40.00%
Data Analysis
UK

Data Analysis
Top 30 Related IT Skills in Scotland

For the 6 months to 4 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 89 (59.33%) SQL
2 85 (56.67%) Oracle
3 61 (40.67%) Data Warehouse
4 58 (38.67%) Finance
5 52 (34.67%) Asset Management
6 51 (34.00%) Business Intelligence
7 50 (33.33%) SQL Server
8 48 (32.00%) Agile Software Development
9 45 (30.00%) Analytical Skills
10 39 (26.00%) Data Modelling
10 39 (26.00%) Stakeholder Management
11 33 (22.00%) Scrum
11 33 (22.00%) ETL
11 33 (22.00%) Degree
12 32 (21.33%) Microsoft
12 32 (21.33%) Banking
13 30 (20.00%) Management Information System
14 29 (19.33%) Cognos
15 26 (17.33%) Dimensional Modelling
16 24 (16.00%) Mentoring
16 24 (16.00%) BusinessObjects
16 24 (16.00%) Unix
17 23 (15.33%) Java
17 23 (15.33%) Data Mining
17 23 (15.33%) Business Analysis
18 21 (14.00%) SQL Server Integration Services
19 18 (12.00%) QA
19 18 (12.00%) Markit EDM
20 17 (11.33%) Oracle ODI
20 17 (11.33%) Oracle Database

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 (10.00%) SAS
2 14 (9.33%) Tomcat
3 1 (0.67%) Apache Spark
3 1 (0.67%) ArcGIS
3 1 (0.67%) Confluence
Applications
1 13 (8.67%) MS Excel
2 10 (6.67%) MS PowerPoint
3 4 (2.67%) MS Office
4 1 (0.67%) SPSS
4 1 (0.67%) Stata
Business Applications
1 18 (12.00%) Markit EDM
Cloud Services
1 1 (0.67%) Google Analytics
Communications & Networking
1 4 (2.67%) Firewall
2 2 (1.33%) Intrusion Detection
3 1 (0.67%) Internet
Database & Business Intelligence
1 61 (40.67%) Data Warehouse
2 50 (33.33%) SQL Server
3 24 (16.00%) BusinessObjects
4 23 (15.33%) Data Mining
5 21 (14.00%) SQL Server Integration Services
6 17 (11.33%) Oracle Database
6 17 (11.33%) Oracle Database 10g
6 17 (11.33%) Oracle Database 11g
6 17 (11.33%) Oracle ODI
7 16 (10.67%) BODI
7 16 (10.67%) DataStage
7 16 (10.67%) Oracle BI EE
7 16 (10.67%) PowerCenter
8 14 (9.33%) QlikView
9 13 (8.67%) Star Schema
10 12 (8.00%) BusinessObjects XI
11 9 (6.00%) Hadoop
11 9 (6.00%) Oracle Reports
12 6 (4.00%) Qlik Sense
13 4 (2.67%) BusinessObjects Web Intelligence
Development Applications
1 1 (0.67%) JIRA
General
1 58 (38.67%) Finance
2 32 (21.33%) Banking
3 9 (6.00%) Spanish Language
4 7 (4.67%) Games
5 3 (2.00%) Manufacturing
6 2 (1.33%) Legal
6 2 (1.33%) Marketing
6 2 (1.33%) Publishing
7 1 (0.67%) Back Office
7 1 (0.67%) Retail
Job Titles
1 49 (32.67%) Analyst
2 40 (26.67%) Developer
3 39 (26.00%) Consultant
4 27 (18.00%) Business Intelligence Consultant
5 23 (15.33%) Business Consultant
6 14 (9.33%) Java Developer
6 14 (9.33%) Lead Developer
6 14 (9.33%) Lead Java Developer
7 11 (7.33%) Business Analyst
7 11 (7.33%) Data Analyst
7 11 (7.33%) Senior Developer
7 11 (7.33%) Technical Analyst
8 10 (6.67%) Oracle BI Consultant
8 10 (6.67%) Oracle Consultant
9 8 (5.33%) Oracle Developer
9 8 (5.33%) Report Developer
9 8 (5.33%) Senior Oracle Developer
10 6 (4.00%) QlikView Consultant
10 6 (4.00%) QlikView Developer
10 6 (4.00%) Risk Analyst
Libraries, Frameworks & Software Standards
1 15 (10.00%) XML
2 14 (9.33%) Hibernate
2 14 (9.33%) Spring
3 2 (1.33%) HTML
4 1 (0.67%) .NET
4 1 (0.67%) ArcObjects
4 1 (0.67%) ASP.NET
4 1 (0.67%) CSS
4 1 (0.67%) D3.js
4 1 (0.67%) REST
4 1 (0.67%) SOAP
4 1 (0.67%) Web Services
Miscellaneous
1 45 (30.00%) Analytical Skills
2 30 (20.00%) Management Information System
3 12 (8.00%) Computer Science
4 7 (4.67%) Data Integration
5 6 (4.00%) Derivative
5 6 (4.00%) Enterprise Software
5 6 (4.00%) User Experience
6 2 (1.33%) Cyber Attack
6 2 (1.33%) Distributed Denial-of-Service
6 2 (1.33%) Mathematics
7 1 (0.67%) Applied Mathematics
7 1 (0.67%) Biology
7 1 (0.67%) Informatics
7 1 (0.67%) Life Science
7 1 (0.67%) Remote Sensing
7 1 (0.67%) Statistics
7 1 (0.67%) Visualisation
Operating Systems
1 24 (16.00%) Unix
2 3 (2.00%) Windows
3 1 (0.67%) Linux
Processes & Methodologies
1 52 (34.67%) Asset Management
2 51 (34.00%) Business Intelligence
3 48 (32.00%) Agile Software Development
4 39 (26.00%) Data Modelling
4 39 (26.00%) Stakeholder Management
5 33 (22.00%) ETL
5 33 (22.00%) Scrum
6 26 (17.33%) Dimensional Modelling
7 24 (16.00%) Mentoring
8 23 (15.33%) Business Analysis
9 17 (11.33%) ETL Development
10 16 (10.67%) Analytics
11 15 (10.00%) Technical Analysis
11 15 (10.00%) User Acceptance Testing
11 15 (10.00%) Waterfall
12 14 (9.33%) Kanban
12 14 (9.33%) TDD
13 11 (7.33%) Data Governance
13 11 (7.33%) Translating Business Requirements
14 10 (6.67%) SDLC
Programming Languages
1 89 (59.33%) SQL
2 23 (15.33%) Java
3 12 (8.00%) PL/SQL
3 12 (8.00%) VBA
4 4 (2.67%) XPath
5 2 (1.33%) Python
5 2 (1.33%) R
6 1 (0.67%) JavaScript
6 1 (0.67%) Perl
6 1 (0.67%) Scala
6 1 (0.67%) T-SQL
6 1 (0.67%) VB.NET
Qualifications
1 33 (22.00%) Degree
2 4 (2.67%) CISSP
3 2 (1.33%) CEH
3 2 (1.33%) SANS
3 2 (1.33%) SSCP
4 1 (0.67%) EnCE
4 1 (0.67%) HND
4 1 (0.67%) PhD
Quality Assurance & Compliance
1 18 (12.00%) QA
2 2 (1.33%) ISO/IEC 27001
2 2 (1.33%) PCI DSS
Vendors
1 85 (56.67%) Oracle
2 32 (21.33%) Microsoft
3 29 (19.33%) Cognos
4 17 (11.33%) Informatica
4 17 (11.33%) Tableau
5 16 (10.67%) Teradata
6 15 (10.00%) Sybase
7 11 (7.33%) SAP
8 5 (3.33%) MicroStrategy
9 1 (0.67%) Google
9 1 (0.67%) Greenplum
9 1 (0.67%) Hyperion
9 1 (0.67%) IBM
9 1 (0.67%) Mapinfo
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