The table below looks at the statistics for Data Modelling skills in IT jobs advertised for the Scotland region. Included is a guide to the average salaries offered in IT jobs that have cited Data Modelling over the 3 months to 29 August 2014 with a comparison to the same period in the previous 2 years.

Location
3 months to
29 Aug 2014
Same period 2013 Same period 2012
Data Modeling
Rank 58 40 91
Rank change year-on-year
-18 +51
Permanent jobs citing Data Modelling 127 146 70
As % of all permanent IT jobs located in Scotland 3.40% 4.79% 2.23%
As % of the Processes & Methodologies category 4.22% 5.89% 2.96%
Number of salaries quoted 59 85 45
Average salary £42,500 £48,000 £45,000
Average salary % change year-on-year
-11.45% +6.66%
90% offered a salary of more than £37,500 £40,500 £27,500
10% offered a salary of more than £58,500 £57,500 £60,000
UK excluding London average salary £45,000 £45,000 £47,500
% change year-on-year
- -5.26%
Data Modelling
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
3009 2477 2367
As % of all permanent IT jobs located in Scotland 80.56% 81.29% 75.50%
Number of salaries quoted 1963 1608 1587
Average salary £42,000 £42,500 £40,000
Average salary % change year-on-year
-1.17% +6.25%
90% offered a salary of more than £30,000 £30,000 £28,500
10% offered a salary of more than £60,000 £60,000 £56,500
UK excluding London average salary £42,500 £41,000 £40,000
% change year-on-year
+3.65% +2.50%

Data Modelling
Jobs Demand Trend in Scotland

This chart provides a 3-month moving total of permanent IT jobs citing Data Modelling across the Scotland region as a proportion of the total demand within the Processes & Methodologies category.

Data Modelling Jobs Demand Trend in Scotland

Data Modelling
Salary Trend in Scotland

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

Data Modelling Salary Trend in Scotland

Data Modelling
Salary Histogram in Scotland

This chart provides a salary histogram for IT jobs citing Data Modelling across the Scotland region over the 3 months to 29 August 2014.

Data Modelling Salary Histogram in Scotland

Data Modelling
Job Locations in Scotland

The table below looks at the demand and provides a guide to the average salaries quoted in IT jobs citing Data Modelling within the Scotland region over the 3 months to 29 August 2014. 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
(Use links below to see detailed
statistics and historical trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Average Salary
Last 3 Months
Average Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Glasgow +10 88 £42,500 -10.52% 8
Edinburgh -33 28 £40,000 -27.92% 5
Stirling -19 5 £56,250 +17.18%
Aberdeen +15 4 £52,500 +10.52%
West Lothian +4 1 - -
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in Scotland

For the 6 months to 29 August 2014, IT jobs across the Scotland region citing Data Modelling also mentioned the following IT skills in order of popularity. The figures indicate the number of jobs and their proportion against the total number of IT job ads sampled that cited Data Modelling.

1 105 (46.67%) SQL
2 87 (38.67%) Relational Database
3 81 (36.00%) Java
3 81 (36.00%) XML
4 72 (32.00%) Agile Software Development
5 65 (28.89%) RDBMS
6 62 (27.56%) SQL Server
6 62 (27.56%) Finance
7 58 (25.78%) OO
8 56 (24.89%) Oracle
8 56 (24.89%) Scrum
8 56 (24.89%) Derivative
9 54 (24.00%) Multithreading
10 50 (22.22%) OOP
11 48 (21.33%) Continuous Improvement
12 47 (20.89%) Back Office
12 47 (20.89%) Foreign Exchange (FX)
12 47 (20.89%) XML Messaging
13 46 (20.44%) Microsoft
14 43 (19.11%) Business Intelligence
15 34 (15.11%) Data Warehouse
15 34 (15.11%) Data Analysis
16 33 (14.67%) Change Management
17 31 (13.78%) ETL
18 27 (12.00%) UML
18 27 (12.00%) SAP
18 27 (12.00%) Software Engineering
19 25 (11.11%) Data Management
19 25 (11.11%) Data Architecture
20 24 (10.67%) Banking

Data Modelling
Top Related IT Skills in Scotland by Category

For the 6 months to 29 August 2014, IT jobs across the Scotland region citing Data Modelling also mentioned the following IT skills grouped by category. The figures indicate the number of jobs and their proportion against the total number of IT job ads sampled that cited Data Modelling. Up to 20 skills are shown per category.

Application Platforms
1 9 (4.00%) WebSphere
2 7 (3.11%) IIS
2 7 (3.11%) SAS
2 7 (3.11%) BizTalk Server
3 2 (0.89%) Tomcat
3 2 (0.89%) WebSphere Application Server
4 1 (0.44%) WebLogic
4 1 (0.44%) Apache
4 1 (0.44%) Alfresco
4 1 (0.44%) Sitecore CMS
4 1 (0.44%) WebSphere Transformation Extender
4 1 (0.44%) CMS
Applications
1 12 (5.33%) MS Excel
2 8 (3.56%) Spreadsheet
3 2 (0.89%) MS Visio
4 1 (0.44%) MS Project
Business Applications
1 9 (4.00%) Markit EDM
2 8 (3.56%) Dynamics AX
2 8 (3.56%) Oracle EBS
3 2 (0.89%) SAP HR
4 1 (0.44%) Agresso
4 1 (0.44%) SAP Oil and Gas
4 1 (0.44%) Google Analytics
Communications & Networking
1 1 (0.44%) LDAP
1 1 (0.44%) HTTPS
1 1 (0.44%) SSL
Database & Business Intelligence
1 87 (38.67%) Relational Database
2 65 (28.89%) RDBMS
3 62 (27.56%) SQL Server
4 34 (15.11%) Data Warehouse
5 20 (8.89%) SQL Server Integration Services
6 14 (6.22%) Oracle Database
7 13 (5.78%) SQL Server Reporting Services
8 9 (4.00%) BusinessObjects
8 9 (4.00%) QlikView
8 9 (4.00%) Pentaho
9 8 (3.56%) Big Data
9 8 (3.56%) OLAP
10 6 (2.67%) Oracle Database 11g
11 5 (2.22%) DataStage
11 5 (2.22%) Oracle OLAP
12 4 (1.78%) PowerCenter
12 4 (1.78%) SQL Server 2008
12 4 (1.78%) SQL Server 2012
12 4 (1.78%) SAP Data Services
13 3 (1.33%) SAP BW
Development Applications
1 14 (6.22%) ERwin
2 8 (3.56%) PowerDesigner
2 8 (3.56%) Talend Open Studio
3 4 (1.78%) Selenium
4 3 (1.33%) JUnit
4 3 (1.33%) Subversion
4 3 (1.33%) Maven
4 3 (1.33%) Mockito
5 2 (0.89%) TeamCity
5 2 (0.89%) Git (software)
5 2 (0.89%) JIRA
6 1 (0.44%) Visual Studio
6 1 (0.44%) Toad
6 1 (0.44%) Team Foundation Server
6 1 (0.44%) Mercurial
General
1 62 (27.56%) Finance
2 47 (20.89%) Back Office
3 24 (10.67%) Banking
4 10 (4.44%) Investment Banking
5 9 (4.00%) Billing
6 7 (3.11%) Games
6 7 (3.11%) Retail
7 4 (1.78%) Retail Banking
8 3 (1.33%) Private Banking
8 3 (1.33%) Front Office
8 3 (1.33%) Aerospace
9 2 (0.89%) Marketing
Job Titles
1 102 (45.33%) Developer
2 52 (23.11%) Analyst
3 39 (17.33%) Architect
4 31 (13.78%) Lead Developer
5 23 (10.22%) Business Analyst
6 17 (7.56%) Data Modeller
7 15 (6.67%) Java Developer
8 11 (4.89%) Support Analyst
8 11 (4.89%) SQL Developer
8 11 (4.89%) Designer
8 11 (4.89%) Senior Architect
9 10 (4.44%) Database Architect
9 10 (4.44%) Applications Support
10 9 (4.00%) Applications Support Analyst
10 9 (4.00%) Consultant
10 9 (4.00%) Data Architect
10 9 (4.00%) Business Intelligence Consultant
11 8 (3.56%) Software Engineer
12 7 (3.11%) Java Software Engineer
12 7 (3.11%) Senior Developer
Libraries, Frameworks & Software Standards
1 81 (36.00%) XML
2 47 (20.89%) XML Messaging
3 19 (8.44%) HTML
4 15 (6.67%) Web Services
5 12 (5.33%) .NET
6 11 (4.89%) J2EE
6 11 (4.89%) CSS
7 8 (3.56%) ASP.NET
7 8 (3.56%) jQuery
8 7 (3.11%) Middleware
8 7 (3.11%) JMS
9 6 (2.67%) XSLT
10 5 (2.22%) REST
11 4 (1.78%) Spring
11 4 (1.78%) Ajax
11 4 (1.78%) Java SE
11 4 (1.78%) Java EE
11 4 (1.78%) Dojo
11 4 (1.78%) SOAP
12 3 (1.33%) JDBC
Miscellaneous
1 56 (24.89%) Derivative
2 47 (20.89%) Foreign Exchange (FX)
3 16 (7.11%) Management Information System
4 11 (4.89%) Data Extraction
5 10 (4.44%) Data Integration
6 8 (3.56%) Artificial Intelligence
6 8 (3.56%) Fixed Income
7 7 (3.11%) Clustering
7 7 (3.11%) N-Tier
7 7 (3.11%) Open Source
7 7 (3.11%) Enterprise Software
8 3 (1.33%) Reference Data
8 3 (1.33%) Client/Server
9 2 (0.89%) Equities
9 2 (0.89%) Credit Derivative
10 1 (0.44%) Computer Science
10 1 (0.44%) Data Conversion
10 1 (0.44%) Visualisation
Operating Systems
1 19 (8.44%) UNIX
2 15 (6.67%) Linux
3 2 (0.89%) Windows
3 2 (0.89%) Solaris
4 1 (0.44%) Windows 7
Processes & Methodologies
1 72 (32.00%) Agile Software Development
2 58 (25.78%) OO
3 56 (24.89%) Scrum
4 54 (24.00%) Multithreading
5 50 (22.22%) OOP
6 48 (21.33%) Continuous Improvement
7 43 (19.11%) Business Intelligence
8 34 (15.11%) Data Analysis
9 33 (14.67%) Change Management
10 31 (13.78%) ETL
11 27 (12.00%) UML
11 27 (12.00%) Software Engineering
12 25 (11.11%) Data Management
12 25 (11.11%) Data Architecture
13 23 (10.22%) Performance Tuning
14 21 (9.33%) Master Data Management
15 20 (8.89%) Analytics
16 17 (7.56%) Business Analysis
17 15 (6.67%) Project Management
18 14 (6.22%) Stakeholder Management
Programming Languages
1 105 (46.67%) SQL
2 81 (36.00%) Java
3 23 (10.22%) JavaScript
4 21 (9.33%) PL/SQL
5 17 (7.56%) T-SQL
6 16 (7.11%) C#
7 8 (3.56%) Scala
8 7 (3.11%) VB
9 6 (2.67%) PHP
10 5 (2.22%) C
10 5 (2.22%) Perl
10 5 (2.22%) ABAP
11 4 (1.78%) Shell Script
11 4 (1.78%) C++
12 2 (0.89%) VBScript
13 1 (0.44%) Python
Qualifications
1 5 (2.22%) Degree
2 3 (1.33%) PMP
2 3 (1.33%) PMI Certification
3 1 (0.44%) MBA
3 1 (0.44%) OCPJP
3 1 (0.44%) MCITP
3 1 (0.44%) Microsoft Certification
3 1 (0.44%) Oracle Certification
3 1 (0.44%) Sun Certification
3 1 (0.44%) ITIL Certification
Quality Assurance & Compliance
1 13 (5.78%) Data Quality
2 10 (4.44%) QA
3 1 (0.44%) SLA
System Software
1 1 (0.44%) Active Directory
1 1 (0.44%) Tivoli Workload Scheduler
Systems Management
1 1 (0.44%) Tivoli
1 1 (0.44%) Control-M
1 1 (0.44%) HP Quality Center
Vendors
1 56 (24.89%) Oracle
2 46 (20.44%) Microsoft
3 27 (12.00%) SAP
4 19 (8.44%) Informatica
5 15 (6.67%) Business Objects
6 11 (4.89%) Sybase
7 9 (4.00%) Cognos
7 9 (4.00%) Fidessa
8 8 (3.56%) Talend
8 8 (3.56%) thinkFolio
9 7 (3.11%) MicroStrategy
9 7 (3.11%) Bloomberg
10 4 (1.78%) Ab Initio
11 3 (1.33%) Teradata
12 2 (0.89%) Perforce
12 2 (0.89%) IBM
13 1 (0.44%) HP
13 1 (0.44%) BEA
13 1 (0.44%) Hyperion
13 1 (0.44%) webMethods
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