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

Location
3 months to
31 Aug 2015
Same period 2014 Same period 2013
Data Modeling
Rank 102 59 42
Rank change year-on-year
-43 -17
Permanent jobs citing Data Modelling 71 125 145
As % of all permanent IT jobs located in Scotland 2.13% 3.38% 4.77%
As % of the Processes & Methodologies category 2.40% 4.05% 5.74%
Number of salaries quoted 51 58 85
Average salary £47,500 £42,500 £48,000
Average salary % change year-on-year
+11.76% -11.45%
90% offered a salary of more than £35,000 £37,500 £40,500
10% offered a salary of more than £69,000 £59,000 £57,500
UK excluding London average salary £49,250 £45,000 £45,000
% change year-on-year
+9.44% -
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
2956 3088 2524
As % of all permanent IT jobs located in Scotland 88.66% 83.48% 83.11%
Number of salaries quoted 1849 2002 1637
Average salary £45,000 £42,000 £41,500
Average salary % change year-on-year
+7.14% +1.20%
90% offered a salary of more than £32,000 £30,000 £30,000
10% offered a salary of more than £65,000 £56,500 £60,000
UK excluding London average salary £45,000 £42,500 £41,500
% change year-on-year
+5.88% +2.40%

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 31 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 31 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
Edinburgh +13 43 £47,500 +18.75% 8
Glasgow -52 27 £47,500 +11.76% 1
Stirling +6 3 - -
Fife - 2 £40,750 -
Aberdeen +7 1 - -
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in Scotland

For the 6 months to 31 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 73 (51.05%) SQL
2 68 (47.55%) Finance
3 63 (44.06%) Business Intelligence
4 55 (38.46%) Data Warehouse
5 45 (31.47%) Agile Software Development
6 41 (28.67%) ETL
7 37 (25.87%) Oracle
8 36 (25.17%) Data Management
8 36 (25.17%) Data Analysis
9 35 (24.48%) BusinessObjects
10 33 (23.08%) Project Management
10 33 (23.08%) Analytical Skills
10 33 (23.08%) Logical Data Model
11 30 (20.98%) Analytics
12 28 (19.58%) SAS
13 27 (18.88%) Stakeholder Management
13 27 (18.88%) Banking
14 26 (18.18%) Data Architecture
15 24 (16.78%) Degree
16 22 (15.38%) Business Analysis
16 22 (15.38%) Master Data Management
17 21 (14.69%) SQL Server
17 21 (14.69%) SAP
18 19 (13.29%) Data Mapping
18 19 (13.29%) Software Delivery
19 18 (12.59%) Metadata Management
19 18 (12.59%) Big Data
19 18 (12.59%) Data Integration
19 18 (12.59%) Dimensional Modelling
19 18 (12.59%) Microsoft

Data Modelling
Top Related IT Skills in Scotland by Category

For the 6 months to 31 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 28 (19.58%) SAS
2 10 (6.99%) NetWeaver
3 4 (2.80%) Tomcat
4 3 (2.10%) AquaLogic
4 3 (2.10%) Apache
5 2 (1.40%) WebSphere
5 2 (1.40%) WebLogic
6 1 (0.70%) WebSphere Application Server
6 1 (0.70%) SharePoint
6 1 (0.70%) Mule
Applications
1 14 (9.79%) MS Excel
2 5 (3.50%) SPSS
3 3 (2.10%) MS PowerPoint
4 1 (0.70%) MS Office
Business Applications
1 3 (2.10%) PRMS
1 3 (2.10%) Oracle BPM
1 3 (2.10%) AquaLogic BPM
Cloud Services
1 3 (2.10%) Google Analytics
1 3 (2.10%) Amazon EC2
1 3 (2.10%) Microsoft Azure
1 3 (2.10%) Amazon AWS
Communications & Networking
1 3 (2.10%) Internet
Database & Business Intelligence
1 55 (38.46%) Data Warehouse
2 35 (24.48%) BusinessObjects
3 21 (14.69%) SQL Server
4 18 (12.59%) Big Data
5 13 (9.09%) SAP BW
5 13 (9.09%) SAP BI
6 12 (8.39%) Data Mining
7 9 (6.29%) QlikView
8 8 (5.59%) Hadoop
8 8 (5.59%) NoSQL
9 6 (4.20%) Enterprise Data Warehouse
9 6 (4.20%) Oracle BI EE
9 6 (4.20%) DB2
10 5 (3.50%) OLAP
10 5 (3.50%) Spotfire
11 4 (2.80%) SQL Server Analysis Services
11 4 (2.80%) Oracle Database
12 3 (2.10%) Relational Database
12 3 (2.10%) SQL Server Integration Services
12 3 (2.10%) Oracle OLAP
Development Applications
1 5 (3.50%) Oracle Forms
2 4 (2.80%) Maven
3 3 (2.10%) Subversion
3 3 (2.10%) Ant
3 3 (2.10%) JUnit
3 3 (2.10%) Visual Studio
3 3 (2.10%) FitNesse
3 3 (2.10%) Team Foundation Server
3 3 (2.10%) XMLUnit
4 1 (0.70%) Redmine
4 1 (0.70%) RequisitePro
4 1 (0.70%) JIRA
4 1 (0.70%) Selenium
General
1 68 (47.55%) Finance
2 27 (18.88%) Banking
3 6 (4.20%) Investment Banking
4 5 (3.50%) Retail
5 3 (2.10%) Marketing
6 2 (1.40%) Billing
6 2 (1.40%) Retail Banking
7 1 (0.70%) Manufacturing
7 1 (0.70%) Advertising
7 1 (0.70%) Financial Institution
7 1 (0.70%) Front Office
Job Titles
1 66 (46.15%) Analyst
2 47 (32.87%) Business Analyst
3 33 (23.08%) Architect
4 28 (19.58%) Data Architect
5 22 (15.38%) Senior Analyst
6 19 (13.29%) Senior Business Analyst
7 15 (10.49%) Developer
7 15 (10.49%) Consultant
7 15 (10.49%) Business Intelligence Consultant
8 13 (9.09%) Data Analyst
8 13 (9.09%) SAP Consultant
8 13 (9.09%) SAP BI Consultant
9 12 (8.39%) Technical Analyst
10 10 (6.99%) Business Consultant
10 10 (6.99%) SAP Business Consultant
11 8 (5.59%) Technical Business Analyst
12 6 (4.20%) Business Intelligence Developer
13 5 (3.50%) Data Manager
13 5 (3.50%) Systems Analyst
13 5 (3.50%) Data Business Analyst
Libraries, Frameworks & Software Standards
1 8 (5.59%) XML
2 5 (3.50%) HTML
3 4 (2.80%) Spring
3 4 (2.80%) Ajax
3 4 (2.80%) XSLT
4 3 (2.10%) Apache Flex
4 3 (2.10%) XML Schema
4 3 (2.10%) XForms
4 3 (2.10%) J2EE
4 3 (2.10%) SOAP
4 3 (2.10%) Web Services
5 2 (1.40%) Middleware
5 2 (1.40%) JMS
5 2 (1.40%) MDX
6 1 (0.70%) Symfony
6 1 (0.70%) WebSphere Message Broker
6 1 (0.70%) jQuery
6 1 (0.70%) RESTful
6 1 (0.70%) ASP.NET MVC
6 1 (0.70%) REST
Miscellaneous
1 33 (23.08%) Analytical Skills
2 18 (12.59%) Data Integration
3 13 (9.09%) Management Information System
4 6 (4.20%) Enterprise Software
5 5 (3.50%) Visualisation
6 4 (2.80%) Data Structures
7 3 (2.10%) Mainframe
8 2 (1.40%) N-Tier
8 2 (1.40%) Mathematics
9 1 (0.70%) Computer Science
9 1 (0.70%) Blog
9 1 (0.70%) Reference Data
9 1 (0.70%) Data Conversion
9 1 (0.70%) Replication
9 1 (0.70%) Economics
9 1 (0.70%) Taxonomies
9 1 (0.70%) PMI
9 1 (0.70%) Social Media
9 1 (0.70%) Digital Media
Operating Systems
1 9 (6.29%) Linux
2 6 (4.20%) UNIX
3 2 (1.40%) Oracle Linux
4 1 (0.70%) Windows
4 1 (0.70%) Windows Server 2008
Processes & Methodologies
1 63 (44.06%) Business Intelligence
2 45 (31.47%) Agile Software Development
3 41 (28.67%) ETL
4 36 (25.17%) Data Management
4 36 (25.17%) Data Analysis
5 33 (23.08%) Project Management
5 33 (23.08%) Logical Data Model
6 30 (20.98%) Analytics
7 27 (18.88%) Stakeholder Management
8 26 (18.18%) Data Architecture
9 22 (15.38%) Business Analysis
9 22 (15.38%) Master Data Management
10 19 (13.29%) Software Delivery
10 19 (13.29%) Data Mapping
11 18 (12.59%) Dimensional Modelling
11 18 (12.59%) Metadata Management
12 17 (11.89%) Waterfall
13 13 (9.09%) Data Analytics
13 13 (9.09%) Scrum
13 13 (9.09%) UML
Programming Languages
1 73 (51.05%) SQL
2 11 (7.69%) T-SQL
3 10 (6.99%) ABAP
4 9 (6.29%) Java
5 7 (4.90%) PL/SQL
6 5 (3.50%) JavaScript
7 4 (2.80%) Perl
8 3 (2.10%) XPath
8 3 (2.10%) C#
9 2 (1.40%) PHP
Qualifications
1 24 (16.78%) Degree
2 8 (5.59%) Security Cleared
3 6 (4.20%) IIBA
4 1 (0.70%) PMI Certification
Quality Assurance & Compliance
1 10 (6.99%) SLA
2 6 (4.20%) QA
3 5 (3.50%) Data Quality
4 3 (2.10%) ISO 9001
System Software
1 2 (1.40%) Oracle RAC
Vendors
1 37 (25.87%) Oracle
2 21 (14.69%) SAP
3 18 (12.59%) Microsoft
4 8 (5.59%) Informatica
5 7 (4.90%) Tableau
6 5 (3.50%) Cognos
7 4 (2.80%) Teradata
8 3 (2.10%) Google
8 3 (2.10%) IBM
8 3 (2.10%) Sybase
9 2 (1.40%) MicroStrategy
9 2 (1.40%) Reuters
9 2 (1.40%) Bloomberg
10 1 (0.70%) Ab Initio
10 1 (0.70%) Anaplan
10 1 (0.70%) Netezza
10 1 (0.70%) DataFlux
10 1 (0.70%) TIBCO
10 1 (0.70%) Hyperion
Edinburgh & Lothians
ANSON MCCADE
Salary: £30, 000 - £65,000
Posted: 4 days ago
Glasgow Area
ANSON MCCADE
Salary: £40k-£55k+benefits, progession +package
Posted: 5 days ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £45,000 - £55,000 + full range of benefits
Posted: 5 days ago
Edinburgh, Midlothian
Search Consultancy
Salary: benefits, D.O.E.
Posted: 5 days ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £70,000-£90,000 plus attractive benefits,
Posted: 6 days ago
Edinburgh
Sanderson
Posted: 6 days ago