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 4 August 2015 with a comparison to the same period in the previous 2 years.

Location
3 months to
4 Aug 2015
Same period 2014 Same period 2013
Data Modeling
Rank 94 64 49
Rank change year-on-year
-30 -15
Permanent jobs citing Data Modelling 71 124 138
As % of all permanent IT jobs located in Scotland 2.25% 3.43% 4.26%
As % of the Processes & Methodologies category 2.54% 4.10% 5.17%
Number of salaries quoted 46 59 85
Average salary £47,500 £45,000 £45,000
Average salary % change year-on-year
+5.55% -
90% offered a salary of more than £35,200 £37,500 £35,000
10% offered a salary of more than £69,000 £70,000 £55,300
UK excluding London average salary £47,500 £45,000 £45,000
% change year-on-year
+5.55% -
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
2794 3022 2671
As % of all permanent IT jobs located in Scotland 88.64% 83.62% 82.49%
Number of salaries quoted 1770 1989 1736
Average salary £42,500 £42,500 £41,500
Average salary % change year-on-year
- +2.40%
90% offered a salary of more than £32,000 £30,000 £30,000
10% offered a salary of more than £62,500 £56,500 £60,000
UK excluding London average salary £45,000 £42,500 £41,000
% change year-on-year
+5.88% +3.65%

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 4 August 2015.

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 4 August 2015. 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 -26 35 £47,500 +11.76% 7
Edinburgh +4 34 £47,500 -10.79% 3
Aberdeen +12 3 £40,000 -20.00%
Stirling -6 3 - -
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in Scotland

For the 6 months to 4 August 2015, 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 80 (51.28%) SQL
2 70 (44.87%) Finance
3 68 (43.59%) Business Intelligence
4 55 (35.26%) Data Warehouse
5 49 (31.41%) Agile Software Development
6 47 (30.13%) ETL
7 41 (26.28%) BusinessObjects
8 38 (24.36%) Project Management
9 37 (23.72%) Oracle
10 36 (23.08%) Data Management
11 35 (22.44%) Logical Data Model
12 34 (21.79%) Data Analysis
13 31 (19.87%) Analytics
14 29 (18.59%) Analytical Skills
14 29 (18.59%) SAP
15 28 (17.95%) Degree
16 27 (17.31%) SAS
17 26 (16.67%) SQL Server
17 26 (16.67%) Data Architecture
18 25 (16.03%) Banking
18 25 (16.03%) Stakeholder Management
19 20 (12.82%) SAP BI
19 20 (12.82%) SAP BW
19 20 (12.82%) Master Data Management
20 19 (12.18%) Big Data
20 19 (12.18%) Microsoft
21 18 (11.54%) XML
21 18 (11.54%) Software Delivery
21 18 (11.54%) Data Mapping
21 18 (11.54%) Data Integration

Data Modelling
Top Related IT Skills in Scotland by Category

For the 6 months to 4 August 2015, 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 27 (17.31%) SAS
2 13 (8.33%) NetWeaver
3 4 (2.56%) Tomcat
4 3 (1.92%) AquaLogic
4 3 (1.92%) Apache
5 2 (1.28%) WebSphere
5 2 (1.28%) WebLogic
6 1 (0.64%) WebSphere Application Server
6 1 (0.64%) SharePoint
6 1 (0.64%) Mule
Applications
1 16 (10.26%) MS Excel
2 5 (3.21%) SPSS
3 3 (1.92%) MS PowerPoint
4 1 (0.64%) MS Office
Business Applications
1 3 (1.92%) PRMS
1 3 (1.92%) Oracle BPM
1 3 (1.92%) AquaLogic BPM
Cloud Services
1 1 (0.64%) Google Analytics
1 1 (0.64%) Amazon EC2
1 1 (0.64%) Microsoft Azure
1 1 (0.64%) Amazon AWS
Communications & Networking
1 8 (5.13%) Internet
Database & Business Intelligence
1 55 (35.26%) Data Warehouse
2 41 (26.28%) BusinessObjects
3 26 (16.67%) SQL Server
4 20 (12.82%) SAP BW
4 20 (12.82%) SAP BI
5 19 (12.18%) Big Data
6 11 (7.05%) Data Mining
7 10 (6.41%) SQL Server Integration Services
8 9 (5.77%) QlikView
9 8 (5.13%) SQL Server 2012
9 8 (5.13%) SQL Server Analysis Services
9 8 (5.13%) SQL Server Reporting Services
9 8 (5.13%) Enterprise Data Warehouse
10 7 (4.49%) Oracle BI EE
10 7 (4.49%) SQL Server 2008
11 6 (3.85%) Hadoop
11 6 (3.85%) Relational Database
11 6 (3.85%) NoSQL
12 5 (3.21%) Spotfire
12 5 (3.21%) DB2
Development Applications
1 4 (2.56%) Oracle Forms
1 4 (2.56%) Maven
2 3 (1.92%) FitNesse
2 3 (1.92%) Ant
2 3 (1.92%) JUnit
2 3 (1.92%) XMLUnit
2 3 (1.92%) Subversion
3 2 (1.28%) Team Foundation Server
4 1 (0.64%) JIRA
4 1 (0.64%) Selenium
4 1 (0.64%) Visual Studio
4 1 (0.64%) RequisitePro
4 1 (0.64%) Redmine
General
1 70 (44.87%) Finance
2 25 (16.03%) Banking
3 5 (3.21%) Retail
4 3 (1.92%) Investment Banking
4 3 (1.92%) Marketing
5 1 (0.64%) Retail Banking
5 1 (0.64%) Manufacturing
5 1 (0.64%) Advertising
5 1 (0.64%) Financial Institution
5 1 (0.64%) Front Office
Job Titles
1 59 (37.82%) Analyst
2 41 (26.28%) Business Analyst
3 39 (25.00%) Architect
4 31 (19.87%) Data Architect
5 21 (13.46%) Consultant
6 20 (12.82%) SAP Consultant
6 20 (12.82%) Developer
6 20 (12.82%) Senior Analyst
7 19 (12.18%) Business Intelligence Consultant
8 18 (11.54%) SAP BI Consultant
9 17 (10.90%) Senior Business Analyst
10 15 (9.62%) Business Consultant
10 15 (9.62%) SAP Business Consultant
11 12 (7.69%) Technical Analyst
11 12 (7.69%) Data Analyst
12 8 (5.13%) Technical Business Analyst
13 7 (4.49%) Business Intelligence Developer
14 6 (3.85%) DBA
14 6 (3.85%) Systems Analyst
15 5 (3.21%) Data Manager
Libraries, Frameworks & Software Standards
1 18 (11.54%) XML
2 9 (5.77%) HTML
2 9 (5.77%) XSLT
3 8 (5.13%) XML Schema
3 8 (5.13%) XForms
4 6 (3.85%) Middleware
5 4 (2.56%) CGI
5 4 (2.56%) Spring
5 4 (2.56%) Ajax
6 3 (1.92%) Apache Flex
6 3 (1.92%) .NET
6 3 (1.92%) J2EE
6 3 (1.92%) SOAP
6 3 (1.92%) Web Services
7 2 (1.28%) ASP.NET
7 2 (1.28%) JMS
7 2 (1.28%) MDX
8 1 (0.64%) NHibernate
8 1 (0.64%) .NET Framework
8 1 (0.64%) Java EE
Miscellaneous
1 29 (18.59%) Analytical Skills
2 18 (11.54%) Data Integration
3 12 (7.69%) Management Information System
4 6 (3.85%) Enterprise Software
5 5 (3.21%) Replication
5 5 (3.21%) Visualisation
6 4 (2.56%) Data Structures
6 4 (2.56%) Clustering
7 3 (1.92%) Mainframe
8 2 (1.28%) N-Tier
9 1 (0.64%) Social Media
9 1 (0.64%) Digital Media
9 1 (0.64%) Economics
9 1 (0.64%) Taxonomies
9 1 (0.64%) Mathematics
9 1 (0.64%) Computer Science
9 1 (0.64%) Blog
9 1 (0.64%) Reference Data
9 1 (0.64%) Data Conversion
Operating Systems
1 9 (5.77%) Linux
2 6 (3.85%) UNIX
3 5 (3.21%) Windows
4 4 (2.56%) Windows NT
4 4 (2.56%) Windows XP
5 2 (1.28%) Oracle Linux
6 1 (0.64%) Windows Server 2008
Processes & Methodologies
1 68 (43.59%) Business Intelligence
2 49 (31.41%) Agile Software Development
3 47 (30.13%) ETL
4 38 (24.36%) Project Management
5 36 (23.08%) Data Management
6 35 (22.44%) Logical Data Model
7 34 (21.79%) Data Analysis
8 31 (19.87%) Analytics
9 26 (16.67%) Data Architecture
10 25 (16.03%) Stakeholder Management
11 20 (12.82%) Master Data Management
12 18 (11.54%) Software Delivery
12 18 (11.54%) Data Mapping
13 17 (10.90%) Business Analysis
13 17 (10.90%) Metadata Management
14 16 (10.26%) Waterfall
14 16 (10.26%) Dimensional Modelling
15 15 (9.62%) Use Case
16 13 (8.33%) Integration Testing
16 13 (8.33%) Data Analytics
Programming Languages
1 80 (51.28%) SQL
2 15 (9.62%) T-SQL
3 13 (8.33%) ABAP
4 10 (6.41%) Java
5 9 (5.77%) JavaScript
6 8 (5.13%) XPath
7 7 (4.49%) PL/SQL
8 5 (3.21%) C#
9 4 (2.56%) PowerShell
9 4 (2.56%) Perl
9 4 (2.56%) VBScript
10 2 (1.28%) PHP
11 1 (0.64%) VB.NET
Qualifications
1 28 (17.95%) Degree
2 7 (4.49%) Security Cleared
3 3 (1.92%) IIBA
Quality Assurance & Compliance
1 13 (8.33%) SLA
2 7 (4.49%) QA
3 6 (3.85%) ISO 9001
4 5 (3.21%) Data Quality
System Software
1 2 (1.28%) Oracle RAC
Vendors
1 37 (23.72%) Oracle
2 29 (18.59%) SAP
3 19 (12.18%) Microsoft
4 7 (4.49%) Informatica
4 7 (4.49%) Sybase
5 5 (3.21%) Cognos
5 5 (3.21%) Tableau
6 4 (2.56%) IBM
7 3 (1.92%) Teradata
8 2 (1.28%) Reuters
8 2 (1.28%) Bloomberg
8 2 (1.28%) MicroStrategy
9 1 (0.64%) TIBCO
9 1 (0.64%) Hyperion
9 1 (0.64%) Ab Initio
9 1 (0.64%) Anaplan
9 1 (0.64%) Google
9 1 (0.64%) Netezza
9 1 (0.64%) DataFlux
9 1 (0.64%) Pega
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