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 18 September 2014 with a comparison to the same period in the previous 2 years.

Location
3 months to
18 Sep 2014
Same period 2013 Same period 2012
Data Modeling
Rank 67 43 95
Rank change year-on-year
-24 +52
Permanent jobs citing Data Modelling 117 151 66
As % of all permanent IT jobs located in Scotland 3.23% 4.97% 2.07%
As % of the Processes & Methodologies category 3.94% 6.09% 2.69%
Number of salaries quoted 54 85 47
Average salary £43,000 £50,000 £50,000
Average salary % change year-on-year
-14.00% -
90% offered a salary of more than £39,000 £40,500 £27,500
10% offered a salary of more than £54,000 £60,000 £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
2971 2479 2456
As % of all permanent IT jobs located in Scotland 82.07% 81.60% 77.11%
Number of salaries quoted 1916 1610 1630
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 £30,000
10% offered a salary of more than £60,000 £60,000 £57,500
UK excluding London average salary £42,500 £41,500 £40,000
% change year-on-year
+2.40% +3.75%

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 18 September 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 18 September 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 +3 86 £42,750 -10.00% 9
Edinburgh -52 21 £40,000 -27.92% 4
Aberdeen +16 5 £51,250 +13.88% 1
Stirling -22 4 £62,500 +30.20%
West Lothian -2 1 - -
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in Scotland

For the 6 months to 18 September 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.

1 113 (50.00%) SQL
2 96 (42.48%) Agile Software Development
3 82 (36.28%) Relational Database
4 81 (35.84%) Java
4 81 (35.84%) XML
5 62 (27.43%) SQL Server
6 61 (26.99%) RDBMS
7 59 (26.11%) Finance
8 57 (25.22%) Oracle
9 54 (23.89%) OO
9 54 (23.89%) Scrum
10 53 (23.45%) Multithreading
11 52 (23.01%) Derivative
12 46 (20.35%) Microsoft
12 46 (20.35%) Continuous Improvement
13 45 (19.91%) Foreign Exchange (FX)
13 45 (19.91%) OOP
13 45 (19.91%) Back Office
13 45 (19.91%) XML Messaging
14 38 (16.81%) Business Intelligence
15 33 (14.60%) Mentoring
16 32 (14.16%) Change Management
17 31 (13.72%) Data Warehouse
18 29 (12.83%) Data Analysis
18 29 (12.83%) Software Engineering
19 28 (12.39%) ETL
19 28 (12.39%) UML
20 27 (11.95%) SAP
20 27 (11.95%) Banking
21 26 (11.50%) Performance Tuning

Data Modelling
Top Related IT Skills in Scotland by Category

For the 6 months to 18 September 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 11 (4.87%) WebSphere
2 7 (3.10%) BizTalk Server
2 7 (3.10%) IIS
3 6 (2.65%) SAS
4 4 (1.77%) WebSphere Application Server
4 4 (1.77%) Tomcat
5 1 (0.44%) CMS
5 1 (0.44%) SharePoint
5 1 (0.44%) WebLogic
5 1 (0.44%) WebSphere Transformation Extender
5 1 (0.44%) Sitecore CMS
5 1 (0.44%) Alfresco
Applications
1 13 (5.75%) MS Excel
2 8 (3.54%) Spreadsheet
3 2 (0.88%) MS Visio
4 1 (0.44%) MS Project
Business Applications
1 9 (3.98%) Markit EDM
2 8 (3.54%) Oracle EBS
2 8 (3.54%) Dynamics AX
3 2 (0.88%) SAP HR
4 1 (0.44%) Google Analytics
4 1 (0.44%) SAP Oil and Gas
4 1 (0.44%) Agresso
Communications & Networking
1 1 (0.44%) HTTPS
1 1 (0.44%) SSL
Database & Business Intelligence
1 82 (36.28%) Relational Database
2 62 (27.43%) SQL Server
3 61 (26.99%) RDBMS
4 31 (13.72%) Data Warehouse
5 21 (9.29%) SQL Server Integration Services
6 13 (5.75%) SQL Server Reporting Services
6 13 (5.75%) Oracle Database
7 9 (3.98%) BusinessObjects
8 8 (3.54%) Pentaho
9 7 (3.10%) Big Data
10 6 (2.65%) QlikView
11 5 (2.21%) DataStage
11 5 (2.21%) Oracle Database 11g
12 4 (1.77%) SAP Data Services
12 4 (1.77%) SQL Server 2008
12 4 (1.77%) SQL Server 2012
12 4 (1.77%) OLAP
13 3 (1.33%) Oracle OLAP
13 3 (1.33%) SAP BI
13 3 (1.33%) SAP BW
Development Applications
1 11 (4.87%) ERwin
2 8 (3.54%) Talend Open Studio
3 7 (3.10%) PowerDesigner
4 5 (2.21%) Subversion
5 4 (1.77%) Selenium
6 3 (1.33%) Maven
6 3 (1.33%) JUnit
6 3 (1.33%) Mockito
7 2 (0.88%) Team Foundation Server
7 2 (0.88%) TeamCity
7 2 (0.88%) Git (software)
7 2 (0.88%) JIRA
8 1 (0.44%) Toad
8 1 (0.44%) Visual Studio
8 1 (0.44%) Mercurial
8 1 (0.44%) LLBLGen Pro
General
1 59 (26.11%) Finance
2 45 (19.91%) Back Office
3 27 (11.95%) Banking
4 12 (5.31%) Investment Banking
5 9 (3.98%) Billing
6 8 (3.54%) Retail
7 7 (3.10%) Games
8 4 (1.77%) Retail Banking
9 3 (1.33%) Private Banking
9 3 (1.33%) Marketing
9 3 (1.33%) Aerospace
9 3 (1.33%) Front Office
10 1 (0.44%) Publishing
10 1 (0.44%) Telecoms
Job Titles
1 97 (42.92%) Developer
2 56 (24.78%) Analyst
3 37 (16.37%) Architect
4 31 (13.72%) Lead Developer
5 27 (11.95%) Business Analyst
6 16 (7.08%) Data Modeller
7 15 (6.64%) Java Developer
8 12 (5.31%) SQL Developer
9 11 (4.87%) Support Analyst
9 11 (4.87%) Designer
10 10 (4.42%) Senior Architect
10 10 (4.42%) Applications Support
10 10 (4.42%) Database Architect
11 9 (3.98%) Applications Support Analyst
11 9 (3.98%) Software Engineer
12 8 (3.54%) Consultant
12 8 (3.54%) Business Intelligence Consultant
12 8 (3.54%) ETL Developer
13 7 (3.10%) Lead Java Developer
13 7 (3.10%) Programmer
Libraries, Frameworks & Software Standards
1 81 (35.84%) XML
2 45 (19.91%) XML Messaging
3 21 (9.29%) HTML
4 18 (7.96%) Web Services
5 13 (5.75%) .NET
6 11 (4.87%) J2EE
7 10 (4.42%) jQuery
8 9 (3.98%) ASP.NET
9 8 (3.54%) JMS
9 8 (3.54%) CSS
10 7 (3.10%) Middleware
10 7 (3.10%) REST
11 6 (2.65%) XSLT
11 6 (2.65%) Ajax
12 5 (2.21%) Spring
12 5 (2.21%) SOAP
13 4 (1.77%) JSP
13 4 (1.77%) Hibernate
13 4 (1.77%) Dojo
13 4 (1.77%) Java SE
Miscellaneous
1 52 (23.01%) Derivative
2 45 (19.91%) Foreign Exchange (FX)
3 18 (7.96%) Analytical Skills
4 15 (6.64%) Management Information System
5 11 (4.87%) Data Extraction
6 9 (3.98%) Artificial Intelligence
6 9 (3.98%) Data Integration
7 8 (3.54%) Open Source
7 8 (3.54%) N-Tier
8 7 (3.10%) Clustering
8 7 (3.10%) Enterprise Software
9 6 (2.65%) Fixed Income
10 4 (1.77%) User Experience
10 4 (1.77%) Equities
11 3 (1.33%) Computer Science
11 3 (1.33%) Client/Server
11 3 (1.33%) Reference Data
12 2 (0.88%) Credit Derivative
13 1 (0.44%) Hedge funds
Operating Systems
1 22 (9.73%) UNIX
2 18 (7.96%) Linux
3 2 (0.88%) Solaris
4 1 (0.44%) Windows
Processes & Methodologies
1 96 (42.48%) Agile Software Development
2 54 (23.89%) OO
2 54 (23.89%) Scrum
3 53 (23.45%) Multithreading
4 46 (20.35%) Continuous Improvement
5 45 (19.91%) OOP
6 38 (16.81%) Business Intelligence
7 33 (14.60%) Mentoring
8 32 (14.16%) Change Management
9 29 (12.83%) Data Analysis
9 29 (12.83%) Software Engineering
10 28 (12.39%) ETL
10 28 (12.39%) UML
11 26 (11.50%) Performance Tuning
12 24 (10.62%) Coaching
13 22 (9.73%) Data Management
14 21 (9.29%) Business Analysis
15 20 (8.85%) Analytics
15 20 (8.85%) Data Architecture
16 18 (7.96%) Master Data Management
Programming Languages
1 113 (50.00%) SQL
2 81 (35.84%) Java
3 25 (11.06%) JavaScript
4 22 (9.73%) T-SQL
5 20 (8.85%) PL/SQL
6 18 (7.96%) C#
7 8 (3.54%) Scala
8 7 (3.10%) Perl
9 6 (2.65%) PHP
10 5 (2.21%) C
10 5 (2.21%) VB
10 5 (2.21%) ABAP
10 5 (2.21%) Shell Script
11 4 (1.77%) C++
12 3 (1.33%) VBScript
13 2 (0.88%) Python
Qualifications
1 8 (3.54%) Degree
2 2 (0.88%) PMP
2 2 (0.88%) PMI Certification
3 1 (0.44%) MBA
3 1 (0.44%) OCPJP
3 1 (0.44%) Oracle Certification
3 1 (0.44%) Sun Certification
3 1 (0.44%) ITIL Certification
Quality Assurance & Compliance
1 12 (5.31%) Data Quality
2 11 (4.87%) QA
3 1 (0.44%) SLA
Systems Management
1 1 (0.44%) Control-M
1 1 (0.44%) HP Quality Center
Vendors
1 57 (25.22%) Oracle
2 46 (20.35%) Microsoft
3 27 (11.95%) SAP
4 17 (7.52%) Sybase
5 16 (7.08%) Informatica
6 15 (6.64%) Business Objects
7 9 (3.98%) Fidessa
7 9 (3.98%) Cognos
8 8 (3.54%) Talend
8 8 (3.54%) thinkFolio
9 7 (3.10%) Bloomberg
9 7 (3.10%) MicroStrategy
10 4 (1.77%) Ab Initio
11 2 (0.88%) Perforce
12 1 (0.44%) Mantas
12 1 (0.44%) Actimize
12 1 (0.44%) Google
12 1 (0.44%) Teradata
12 1 (0.44%) IBM
12 1 (0.44%) BEA
Edinburgh, Midlothian
Accenture
Salary: From £37,250 to £49,000 per annum
Posted: 17 hours ago
Glasgow, Lanarkshire
McGregor Boyall
Salary: DOE
Posted: 19 hours ago
Edinburgh
Nigel Frank International Limited - Newcastle
Salary: £50000 - £75000 per annum + benefits, bonus
Posted: 21 hours ago
Glasgow, Lanarkshire
Search Consultancy
Salary: £70000.00 - £95000.00 per annum
Posted: 22 hours ago
Edinburgh, Midlothian
Asset Resourcing Ltd
Salary: £45000 - £75000 per annum + Bonus + Benefits Package
Posted: Yesterday
Aberdeen, Aberdeenshire
Be-IT Resourcing
Salary: Benefits
Posted: 3 days ago
Glasgow, Lanarkshire
Wescot Credit Services Limited
Posted: 5 days ago
Glasgow, Lanarkshire
Senitor Associates
Salary: £35000 - £45000 per annum + Benefits
Posted: 6 days ago
Glasgow, Lanarkshire
FPSG Connect
Posted: 6 days ago
Glasgow
Hays IT - Uk Posting account
Salary: £40000.00 - £60000.00 per annum + excellent benefits package
Posted: 9 days ago
Glasgow, Scotland, United Kingdom
J.P. Morgan TS
Salary: Competitive
Posted: 16 days ago
Glasgow, Scotland, United Kingdom
J.P. Morgan TS
Salary: Competitive
Posted: 21 days ago
Glasgow
Huxley Associates
Salary: £35000 - £44000 per annum + Competitive Package
Posted: 27 days ago