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 22 May 2015 with a comparison to the same period in the previous 2 years.

Location
3 months to
22 May 2015
Same period 2014 Same period 2013
Data Modeling
Rank 82 79 68
Rank change year-on-year
-3 -11
Permanent jobs citing Data Modelling 73 100 105
As % of all permanent IT jobs located in Scotland 2.47% 2.61% 3.29%
As % of the Processes & Methodologies category 2.87% 3.21% 4.22%
Number of salaries quoted 51 41 39
Average salary £44,000 £47,500 £45,000
Average salary % change year-on-year
-7.36% +5.55%
90% offered a salary of more than £36,000 £32,500 £35,000
10% offered a salary of more than £60,000 £80,000 £68,000
UK excluding London average salary £45,000 £45,000 £45,000
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
2543 3114 2490
As % of all permanent IT jobs located in Scotland 86.12% 81.28% 78.03%
Number of salaries quoted 1587 2068 1489
Average salary £45,000 £42,500 £41,500
Average salary % change year-on-year
+5.88% +2.40%
90% offered a salary of more than £32,500 £30,000 £30,000
10% offered a salary of more than £60,000 £60,000 £60,000
UK excluding London average salary £44,485 £42,500 £40,000
% change year-on-year
+4.66% +6.25%

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 22 May 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 22 May 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
Edinburgh +21 47 £44,000 -22.12% 3
Glasgow -9 27 £40,750 -13.29% 8
Aberdeen +14 2 £40,000 -20.00% 4
Stirling -8 1 - -
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in Scotland

For the 6 months to 22 May 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 75 (47.17%) Business Intelligence
2 71 (44.65%) SQL
2 71 (44.65%) Finance
3 62 (38.99%) Business Objects
4 61 (38.36%) ETL
5 53 (33.33%) Project Management
6 49 (30.82%) SAP
7 46 (28.93%) Data Warehouse
7 46 (28.93%) Degree
8 45 (28.30%) Agile Software Development
9 43 (27.04%) BusinessObjects
10 38 (23.90%) SAP BW
11 37 (23.27%) SAP BI
12 31 (19.50%) Oracle
12 31 (19.50%) Data Management
12 31 (19.50%) Logical Data Model
13 28 (17.61%) SQL Server
14 27 (16.98%) Banking
14 27 (16.98%) Data Analysis
15 26 (16.35%) Integration Testing
15 26 (16.35%) ABAP
15 26 (16.35%) XML
15 26 (16.35%) SLA
15 26 (16.35%) NetWeaver
16 25 (15.72%) SAS
16 25 (15.72%) Analytics
17 23 (14.47%) Data Architecture
17 23 (14.47%) MS Excel
18 21 (13.21%) Analytical Skills
19 19 (11.95%) Use Case

Data Modelling
Top Related IT Skills in Scotland by Category

For the 6 months to 22 May 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 26 (16.35%) NetWeaver
2 25 (15.72%) SAS
3 2 (1.26%) SharePoint
3 2 (1.26%) WebSphere
4 1 (0.63%) Mule
4 1 (0.63%) Tomcat
4 1 (0.63%) WebSphere Application Server
Applications
1 23 (14.47%) MS Excel
2 6 (3.77%) MS Office
3 5 (3.14%) SPSS
4 3 (1.89%) MS PowerPoint
Business Applications
1 1 (0.63%) Oracle EBS
Cloud Services
1 1 (0.63%) Google Analytics
Communications & Networking
1 16 (10.06%) Internet
Database & Business Intelligence
1 46 (28.93%) Data Warehouse
2 43 (27.04%) BusinessObjects
3 38 (23.90%) SAP BW
4 37 (23.27%) SAP BI
5 28 (17.61%) SQL Server
6 14 (8.81%) SQL Server Integration Services
6 14 (8.81%) SQL Server 2008
7 12 (7.55%) SQL Server Analysis Services
8 11 (6.92%) SQL Server 2012
8 11 (6.92%) SQL Server 2005
8 11 (6.92%) SQL Server Reporting Services
9 10 (6.29%) Big Data
9 10 (6.29%) Relational Database
10 9 (5.66%) Data Mining
11 8 (5.03%) QlikView
12 7 (4.40%) Crystal Reports
12 7 (4.40%) Oracle Reports
12 7 (4.40%) RDBMS
13 6 (3.77%) Sybase ASE
13 6 (3.77%) Oracle Database
Development Applications
1 2 (1.26%) Oracle APEX
2 1 (0.63%) Team Foundation Server
2 1 (0.63%) Maven
2 1 (0.63%) ERwin
General
1 71 (44.65%) Finance
2 27 (16.98%) Banking
3 11 (6.92%) Retail
4 3 (1.89%) Marketing
5 2 (1.26%) Manufacturing
5 2 (1.26%) Retail Banking
6 1 (0.63%) Advertising
6 1 (0.63%) Financial Institution
Job Titles
1 42 (26.42%) Architect
2 38 (23.90%) Analyst
3 37 (23.27%) Consultant
4 35 (22.01%) SAP Consultant
5 33 (20.75%) Business Intelligence Consultant
6 31 (19.50%) SAP BI Consultant
7 29 (18.24%) Business Consultant
7 29 (18.24%) Business Analyst
8 28 (17.61%) Data Architect
9 27 (16.98%) SAP Business Consultant
10 22 (13.84%) Developer
11 12 (7.55%) Senior Analyst
12 11 (6.92%) Senior Business Analyst
13 8 (5.03%) Business Developer
13 8 (5.03%) DBA
14 7 (4.40%) Business Intelligence Developer
15 6 (3.77%) Systems Analyst
15 6 (3.77%) Technical Business Analyst
15 6 (3.77%) Technical Analyst
15 6 (3.77%) Data Manager
Libraries, Frameworks & Software Standards
1 26 (16.35%) XML
2 16 (10.06%) XSLT
3 15 (9.43%) XForms
3 15 (9.43%) XML Schema
4 13 (8.18%) Middleware
5 7 (4.40%) HTML
6 6 (3.77%) CGI
7 4 (2.52%) XML Messaging
8 3 (1.89%) .NET
9 2 (1.26%) JMS
9 2 (1.26%) Spring
10 1 (0.63%) REST
10 1 (0.63%) WebSphere Message Broker
10 1 (0.63%) Java EE
10 1 (0.63%) MDX
10 1 (0.63%) Hibernate
10 1 (0.63%) XSD
10 1 (0.63%) ASP.NET
10 1 (0.63%) CSS
10 1 (0.63%) SOAP
Miscellaneous
1 21 (13.21%) Analytical Skills
2 18 (11.32%) Data Integration
3 7 (4.40%) Management Information System
3 7 (4.40%) Replication
4 6 (3.77%) Clustering
4 6 (3.77%) Visualisation
4 6 (3.77%) Enterprise Software
5 3 (1.89%) Computer Science
5 3 (1.89%) Taxonomies
6 2 (1.26%) Mainframe
6 2 (1.26%) Online Banking
6 2 (1.26%) Mathematics
6 2 (1.26%) Social Media
7 1 (0.63%) Data Structures
7 1 (0.63%) Digital Media
7 1 (0.63%) Hedge funds
7 1 (0.63%) Open Source
7 1 (0.63%) Blog
7 1 (0.63%) Reference Data
7 1 (0.63%) Economics
Operating Systems
1 7 (4.40%) Windows
2 6 (3.77%) Windows XP
2 6 (3.77%) Windows NT
3 3 (1.89%) Linux
4 2 (1.26%) UNIX
Processes & Methodologies
1 75 (47.17%) Business Intelligence
2 61 (38.36%) ETL
3 53 (33.33%) Project Management
4 45 (28.30%) Agile Software Development
5 31 (19.50%) Data Management
5 31 (19.50%) Logical Data Model
6 27 (16.98%) Data Analysis
7 26 (16.35%) Integration Testing
8 25 (15.72%) Analytics
9 23 (14.47%) Data Architecture
10 19 (11.95%) Use Case
11 18 (11.32%) SOA
11 18 (11.32%) PRINCE2
11 18 (11.32%) Metadata Management
12 17 (10.69%) Physical Data Model
12 17 (10.69%) DSDM
12 17 (10.69%) Data Mapping
13 16 (10.06%) Master Data Management
14 15 (9.43%) Waterfall
14 15 (9.43%) Dimensional Modelling
Programming Languages
1 71 (44.65%) SQL
2 26 (16.35%) ABAP
3 17 (10.69%) T-SQL
4 15 (9.43%) XPath
5 14 (8.81%) Java
6 6 (3.77%) VBScript
6 6 (3.77%) JavaScript
6 6 (3.77%) PowerShell
7 5 (3.14%) C#
8 3 (1.89%) COBOL
9 2 (1.26%) PL/SQL
10 1 (0.63%) C++
10 1 (0.63%) VB.NET
Qualifications
1 46 (28.93%) Degree
2 1 (0.63%) PhD
Quality Assurance & Compliance
1 26 (16.35%) SLA
2 9 (5.66%) ISO 9001
3 4 (2.52%) QA
4 1 (0.63%) Data Quality
Vendors
1 62 (38.99%) Business Objects
2 49 (30.82%) SAP
3 31 (19.50%) Oracle
4 16 (10.06%) Microsoft
5 8 (5.03%) Sybase
6 5 (3.14%) Netezza
7 4 (2.52%) Tableau
8 3 (1.89%) Cognos
9 2 (1.26%) Compuware
9 2 (1.26%) Informatica
10 1 (0.63%) Anaplan
10 1 (0.63%) Pega
10 1 (0.63%) Google
10 1 (0.63%) TIBCO
10 1 (0.63%) Salesforce.com
10 1 (0.63%) Teradata
10 1 (0.63%) MicroStrategy
10 1 (0.63%) Cognizant
10 1 (0.63%) Hyperion
10 1 (0.63%) IBM
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