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 1 July 2015 with a comparison to the same period in the previous 2 years.

Location
3 months to
1 Jul 2015
Same period 2014 Same period 2013
Data Modeling
Rank 101 73 56
Rank change year-on-year
-28 -17
Permanent jobs citing Data Modelling 68 108 118
As % of all permanent IT jobs located in Scotland 2.14% 2.84% 3.63%
As % of the Processes & Methodologies category 2.45% 3.38% 4.51%
Number of salaries quoted 37 45 67
Average salary £44,500 £50,000 £45,000
Average salary % change year-on-year
-11.00% +11.11%
90% offered a salary of more than £38,700 £39,400 £36,500
10% offered a salary of more than £56,400 £70,000 £56,900
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
2777 3191 2618
As % of all permanent IT jobs located in Scotland 87.57% 83.97% 80.43%
Number of salaries quoted 1751 2147 1687
Average salary £44,000 £42,500 £41,000
Average salary % change year-on-year
+3.52% +3.65%
90% offered a salary of more than £32,000 £30,000 £30,000
10% offered a salary of more than £60,000 £57,500 £60,000
UK excluding London average salary £44,500 £42,500 £40,000
% change year-on-year
+4.70% +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 1 July 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 1 July 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 +12 34 £44,500 -36.42% 3
Glasgow -10 34 £46,000 +8.23% 1
Aberdeen +17 3 £40,000 -21.95% 2
Stirling -5 3 - -
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in Scotland

For the 6 months to 1 July 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 82 (50.31%) SQL
2 77 (47.24%) Business Intelligence
3 73 (44.79%) Finance
4 54 (33.13%) ETL
4 54 (33.13%) Agile Software Development
5 53 (32.52%) Business Objects
6 52 (31.90%) Data Warehouse
7 47 (28.83%) Project Management
8 39 (23.93%) SAP
9 38 (23.31%) Degree
10 35 (21.47%) Data Analysis
11 34 (20.86%) Data Management
11 34 (20.86%) Oracle
12 33 (20.25%) BusinessObjects
12 33 (20.25%) Logical Data Model
13 31 (19.02%) Analytics
13 31 (19.02%) SAP BW
13 31 (19.02%) SAP BI
14 28 (17.18%) XML
15 27 (16.56%) SAS
15 27 (16.56%) Analytical Skills
16 25 (15.34%) Data Architecture
16 25 (15.34%) SQL Server
17 23 (14.11%) Banking
18 21 (12.88%) Data Mapping
19 20 (12.27%) Integration Testing
19 20 (12.27%) NetWeaver
19 20 (12.27%) ABAP
19 20 (12.27%) SLA
19 20 (12.27%) Software Delivery

Data Modelling
Top Related IT Skills in Scotland by Category

For the 6 months to 1 July 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 (16.56%) SAS
2 20 (12.27%) NetWeaver
3 4 (2.45%) Tomcat
4 3 (1.84%) AquaLogic
5 2 (1.23%) WebSphere
6 1 (0.61%) Mule
6 1 (0.61%) SharePoint
6 1 (0.61%) WebSphere Application Server
6 1 (0.61%) WebLogic
Applications
1 18 (11.04%) MS Excel
2 4 (2.45%) SPSS
3 3 (1.84%) MS PowerPoint
4 2 (1.23%) MS Office
Business Applications
1 3 (1.84%) PRMS
1 3 (1.84%) Oracle BPM
1 3 (1.84%) AquaLogic BPM
Cloud Services
1 1 (0.61%) Google Analytics
1 1 (0.61%) Amazon EC2
1 1 (0.61%) Microsoft Azure
1 1 (0.61%) Amazon AWS
Communications & Networking
1 13 (7.98%) Internet
Database & Business Intelligence
1 52 (31.90%) Data Warehouse
2 33 (20.25%) BusinessObjects
3 31 (19.02%) SAP BW
3 31 (19.02%) SAP BI
4 25 (15.34%) SQL Server
5 15 (9.20%) Big Data
6 12 (7.36%) SQL Server Integration Services
6 12 (7.36%) Data Mining
7 10 (6.13%) SQL Server Reporting Services
7 10 (6.13%) SQL Server Analysis Services
7 10 (6.13%) SQL Server 2012
8 9 (5.52%) Relational Database
8 9 (5.52%) SQL Server 2008
9 8 (4.91%) QlikView
10 7 (4.29%) Enterprise Data Warehouse
10 7 (4.29%) SQL Server 2005
11 6 (3.68%) Sybase ASE
11 6 (3.68%) RDBMS
11 6 (3.68%) Oracle BI EE
12 5 (3.07%) NoSQL
Development Applications
1 4 (2.45%) Maven
2 3 (1.84%) Ant
2 3 (1.84%) JUnit
2 3 (1.84%) FitNesse
2 3 (1.84%) XMLUnit
2 3 (1.84%) Subversion
3 1 (0.61%) Redmine
3 1 (0.61%) Team Foundation Server
3 1 (0.61%) Oracle Forms
3 1 (0.61%) JIRA
General
1 73 (44.79%) Finance
2 23 (14.11%) Banking
3 6 (3.68%) Retail
4 4 (2.45%) Marketing
5 1 (0.61%) Retail Banking
5 1 (0.61%) Advertising
5 1 (0.61%) Financial Institution
5 1 (0.61%) Front Office
Job Titles
1 48 (29.45%) Analyst
2 42 (25.77%) Architect
3 33 (20.25%) Business Analyst
4 31 (19.02%) Consultant
5 30 (18.40%) Data Architect
5 30 (18.40%) SAP Consultant
6 27 (16.56%) Business Intelligence Consultant
7 26 (15.95%) SAP BI Consultant
8 24 (14.72%) Business Consultant
9 23 (14.11%) SAP Business Consultant
10 22 (13.50%) Developer
11 18 (11.04%) Senior Analyst
12 15 (9.20%) Senior Business Analyst
13 11 (6.75%) Data Analyst
14 8 (4.91%) DBA
15 7 (4.29%) Systems Analyst
15 7 (4.29%) Technical Analyst
16 6 (3.68%) Business Intelligence Developer
16 6 (3.68%) Technical Business Analyst
17 5 (3.07%) Data Manager
Libraries, Frameworks & Software Standards
1 28 (17.18%) XML
2 14 (8.59%) XSLT
3 13 (7.98%) XML Schema
3 13 (7.98%) XForms
4 11 (6.75%) Middleware
4 11 (6.75%) HTML
5 6 (3.68%) CGI
6 4 (2.45%) XML Messaging
6 4 (2.45%) Spring
6 4 (2.45%) Ajax
7 3 (1.84%) Apache Flex
7 3 (1.84%) J2EE
8 2 (1.23%) .NET
8 2 (1.23%) SOAP
8 2 (1.23%) Web Services
8 2 (1.23%) JMS
8 2 (1.23%) MDX
9 1 (0.61%) Java EE
9 1 (0.61%) Symfony
9 1 (0.61%) WebSphere Message Broker
Miscellaneous
1 27 (16.56%) Analytical Skills
2 18 (11.04%) Data Integration
3 8 (4.91%) Management Information System
4 7 (4.29%) Replication
5 6 (3.68%) Clustering
5 6 (3.68%) Enterprise Software
6 4 (2.45%) Visualisation
7 2 (1.23%) Data Structures
7 2 (1.23%) N-Tier
7 2 (1.23%) Taxonomies
7 2 (1.23%) Mathematics
7 2 (1.23%) Computer Science
8 1 (0.61%) Blog
8 1 (0.61%) Reference Data
8 1 (0.61%) Economics
8 1 (0.61%) Statistics
8 1 (0.61%) Online Banking
8 1 (0.61%) Mainframe
8 1 (0.61%) Social Media
8 1 (0.61%) Digital Media
Operating Systems
1 8 (4.91%) Linux
2 6 (3.68%) Windows NT
2 6 (3.68%) Windows XP
2 6 (3.68%) UNIX
2 6 (3.68%) Windows
3 1 (0.61%) Oracle Linux
Processes & Methodologies
1 77 (47.24%) Business Intelligence
2 54 (33.13%) Agile Software Development
2 54 (33.13%) ETL
3 47 (28.83%) Project Management
4 35 (21.47%) Data Analysis
5 34 (20.86%) Data Management
6 33 (20.25%) Logical Data Model
7 31 (19.02%) Analytics
8 25 (15.34%) Data Architecture
9 21 (12.88%) Data Mapping
10 20 (12.27%) Integration Testing
10 20 (12.27%) Software Delivery
10 20 (12.27%) Metadata Management
11 18 (11.04%) Master Data Management
11 18 (11.04%) Waterfall
11 18 (11.04%) Dimensional Modelling
12 17 (10.43%) Stakeholder Management
12 17 (10.43%) Physical Data Model
13 16 (9.82%) Use Case
14 15 (9.20%) PRINCE2
Programming Languages
1 82 (50.31%) SQL
2 20 (12.27%) ABAP
3 17 (10.43%) T-SQL
4 15 (9.20%) Java
5 13 (7.98%) XPath
6 11 (6.75%) JavaScript
7 6 (3.68%) VBScript
7 6 (3.68%) PowerShell
8 4 (2.45%) C#
8 4 (2.45%) PL/SQL
8 4 (2.45%) Perl
9 2 (1.23%) PHP
9 2 (1.23%) COBOL
10 1 (0.61%) VB.NET
Qualifications
1 38 (23.31%) Degree
2 3 (1.84%) Security Cleared
3 1 (0.61%) PhD
Quality Assurance & Compliance
1 20 (12.27%) SLA
2 8 (4.91%) ISO 9001
3 6 (3.68%) QA
4 3 (1.84%) Data Quality
System Software
1 1 (0.61%) Oracle RAC
Vendors
1 53 (32.52%) Business Objects
2 39 (23.93%) SAP
3 34 (20.86%) Oracle
4 18 (11.04%) Microsoft
5 9 (5.52%) Sybase
6 5 (3.07%) Informatica
7 4 (2.45%) Cognos
7 4 (2.45%) Tableau
8 2 (1.23%) IBM
8 2 (1.23%) Reuters
8 2 (1.23%) Bloomberg
9 1 (0.61%) Google
9 1 (0.61%) Netezza
9 1 (0.61%) Pega
9 1 (0.61%) MicroStrategy
9 1 (0.61%) Salesforce.com
9 1 (0.61%) TIBCO
9 1 (0.61%) Compuware
9 1 (0.61%) Hyperion
9 1 (0.61%) Anaplan
Edinburgh, Midlothian
Sanderson
Salary: £33000 - £45000 per annum + bonus + pension
Posted: Yesterday
Edinburgh & Lothians
ANSON MCCADE
Salary: £40k-£55k+benefits, progession +package
Posted: 6 days ago
Scotland
Historic Scotland
Posted: 7 days ago
Aberdeenshire
Deerfoot IT
Salary: Competitive salary and excellent benefits
Posted: 21 days ago