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 30 October 2014 with a comparison to the same period in the previous 2 years.

Location
3 months to
30 Oct 2014
Same period 2013 Same period 2012
Data Modeling
Rank 66 46 115
Rank change year-on-year
-20 +69
Permanent jobs citing Data Modelling 105 145 38
As % of all permanent IT jobs located in Scotland 3.17% 4.61% 1.21%
As % of the Processes & Methodologies category 3.77% 5.75% 1.57%
Number of salaries quoted 51 78 33
Average salary £48,000 £48,000 £50,000
Average salary % change year-on-year
- -4.00%
90% offered a salary of more than £40,000 £44,750 £34,500
10% offered a salary of more than £79,000 £60,000 £60,000
UK excluding London average salary £45,000 £45,200 £45,000
% change year-on-year
-0.44% +0.44%
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
2786 2522 2414
As % of all permanent IT jobs located in Scotland 84.07% 80.22% 76.59%
Number of salaries quoted 1785 1596 1661
Average salary £42,500 £42,500 £41,500
Average salary % change year-on-year
- +2.40%
90% offered a salary of more than £30,000 £30,000 £29,000
10% offered a salary of more than £62,500 £58,000 £60,000
UK excluding London average salary £42,500 £42,500 £40,000
% change year-on-year
- +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 30 October 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 30 October 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 +7 64 £48,000 +1.05% 6
Edinburgh -48 27 £46,000 -16.36% 5
Aberdeen +17 8 £50,000 +11.11% 2
Stirling -24 7 £62,500 +32.27%
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in Scotland

For the 6 months to 30 October 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.

1 118 (51.08%) SQL
2 102 (44.16%) Agile Software Development
3 88 (38.10%) XML
4 79 (34.20%) Java
5 74 (32.03%) Relational Database
6 68 (29.44%) Finance
7 65 (28.14%) SQL Server
8 53 (22.94%) RDBMS
8 53 (22.94%) OO
8 53 (22.94%) Scrum
9 50 (21.65%) Derivative
9 50 (21.65%) Microsoft
10 49 (21.21%) Multithreading
11 46 (19.91%) Oracle
12 44 (19.05%) XML Messaging
13 42 (18.18%) Back Office
13 42 (18.18%) Continuous Improvement
14 41 (17.75%) Banking
14 41 (17.75%) Foreign Exchange (FX)
14 41 (17.75%) OOP
15 39 (16.88%) Data Warehouse
16 36 (15.58%) Business Intelligence
17 33 (14.29%) UML
18 32 (13.85%) Data Analysis
18 32 (13.85%) Performance Tuning
18 32 (13.85%) Mentoring
19 31 (13.42%) ETL
20 30 (12.99%) Change Management
21 29 (12.55%) JavaScript
21 29 (12.55%) Software Engineering

Data Modelling
Top Related IT Skills in Scotland by Category

For the 6 months to 30 October 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 12 (5.19%) WebSphere
2 8 (3.46%) SharePoint
3 7 (3.03%) SAS
3 7 (3.03%) BizTalk Server
3 7 (3.03%) IIS
3 7 (3.03%) Tomcat
4 5 (2.16%) WebSphere Application Server
5 1 (0.43%) CMS
5 1 (0.43%) Alfresco
5 1 (0.43%) Sitecore CMS
5 1 (0.43%) WebSphere Transformation Extender
Applications
1 15 (6.49%) MS Excel
2 8 (3.46%) Spreadsheet
3 1 (0.43%) MS Project
3 1 (0.43%) MS Visio
3 1 (0.43%) SPSS
Business Applications
1 9 (3.90%) Markit EDM
2 5 (2.16%) Oracle EBS
3 4 (1.73%) Dynamics AX
4 1 (0.43%) Google Analytics
4 1 (0.43%) Agresso
4 1 (0.43%) SAP HR
Communications & Networking
1 1 (0.43%) HTTPS
1 1 (0.43%) SSL
1 1 (0.43%) Internet
Database & Business Intelligence
1 74 (32.03%) Relational Database
2 65 (28.14%) SQL Server
3 53 (22.94%) RDBMS
4 39 (16.88%) Data Warehouse
5 29 (12.55%) SQL Server Integration Services
6 20 (8.66%) SQL Server Reporting Services
7 15 (6.49%) Oracle Database
8 10 (4.33%) SQL Server Analysis Services
9 7 (3.03%) BusinessObjects
10 6 (2.60%) Big Data
11 5 (2.16%) Oracle Database 11g
11 5 (2.16%) DataStage
11 5 (2.16%) Snowflake Schema
11 5 (2.16%) Star Schema
12 4 (1.73%) OLAP
12 4 (1.73%) SQL Server 2012
12 4 (1.73%) Oracle OLAP
12 4 (1.73%) SQL Server 2008
12 4 (1.73%) Pentaho
12 4 (1.73%) SAP Data Services
Development Applications
1 11 (4.76%) ERwin
2 8 (3.46%) PowerDesigner
3 6 (2.60%) Team Foundation Server
3 6 (2.60%) Subversion
4 4 (1.73%) Selenium
4 4 (1.73%) Talend Open Studio
5 3 (1.30%) Maven
5 3 (1.30%) JUnit
5 3 (1.30%) Mockito
6 2 (0.87%) JIRA
6 2 (0.87%) TeamCity
6 2 (0.87%) Git (software)
7 1 (0.43%) LLBLGen Pro
7 1 (0.43%) Visual Studio
7 1 (0.43%) Toad
7 1 (0.43%) Mercurial
General
1 68 (29.44%) Finance
2 42 (18.18%) Back Office
3 41 (17.75%) Banking
4 14 (6.06%) Investment Banking
5 13 (5.63%) Retail
6 7 (3.03%) Telecoms
6 7 (3.03%) Marketing
7 4 (1.73%) Games
8 3 (1.30%) Front Office
8 3 (1.30%) Aerospace
8 3 (1.30%) Retail Banking
8 3 (1.30%) Private Banking
9 1 (0.43%) General Ledger
9 1 (0.43%) Publishing
Job Titles
1 97 (41.99%) Developer
2 60 (25.97%) Analyst
3 44 (19.05%) Architect
4 32 (13.85%) Lead Developer
5 31 (13.42%) Business Analyst
6 16 (6.93%) Java Developer
7 14 (6.06%) Data Architect
7 14 (6.06%) SQL Developer
8 11 (4.76%) Support Analyst
9 10 (4.33%) Applications Support
9 10 (4.33%) Database Architect
10 9 (3.90%) Lead Java Developer
10 9 (3.90%) Senior Architect
10 9 (3.90%) Applications Support Analyst
10 9 (3.90%) Software Engineer
10 9 (3.90%) Data Modeller
10 9 (3.90%) ETL Developer
11 8 (3.46%) Data Analyst
12 7 (3.03%) Programmer
12 7 (3.03%) Senior .NET Architect
Libraries, Frameworks & Software Standards
1 88 (38.10%) XML
2 44 (19.05%) XML Messaging
3 25 (10.82%) HTML
4 20 (8.66%) Web Services
5 15 (6.49%) .NET
6 12 (5.19%) Middleware
7 11 (4.76%) jQuery
8 10 (4.33%) Spring
8 10 (4.33%) J2EE
8 10 (4.33%) ASP.NET
9 9 (3.90%) SOAP
9 9 (3.90%) JMS
10 8 (3.46%) CSS
10 8 (3.46%) Hibernate
10 8 (3.46%) REST
11 7 (3.03%) Ajax
11 7 (3.03%) XSLT
12 5 (2.16%) JSP
13 4 (1.73%) Java SE
13 4 (1.73%) Java EE
Miscellaneous
1 50 (21.65%) Derivative
2 41 (17.75%) Foreign Exchange (FX)
3 19 (8.23%) Analytical Skills
4 14 (6.06%) Management Information System
5 11 (4.76%) Computer Science
6 10 (4.33%) Equities
7 9 (3.90%) Artificial Intelligence
8 8 (3.46%) Open Source
9 6 (2.60%) Data Extraction
9 6 (2.60%) Data Integration
9 6 (2.60%) Fixed Income
9 6 (2.60%) N-Tier
10 4 (1.73%) Clustering
10 4 (1.73%) Hedge funds
10 4 (1.73%) Enterprise Software
10 4 (1.73%) User Experience
11 3 (1.30%) Client/Server
11 3 (1.30%) Reference Data
12 2 (0.87%) Credit Derivative
13 1 (0.43%) Mainframe
Operating Systems
1 28 (12.12%) UNIX
2 24 (10.39%) Linux
3 3 (1.30%) Windows
4 2 (0.87%) Solaris
Processes & Methodologies
1 102 (44.16%) Agile Software Development
2 53 (22.94%) Scrum
2 53 (22.94%) OO
3 49 (21.21%) Multithreading
4 42 (18.18%) Continuous Improvement
5 41 (17.75%) OOP
6 36 (15.58%) Business Intelligence
7 33 (14.29%) UML
8 32 (13.85%) Data Analysis
8 32 (13.85%) Performance Tuning
8 32 (13.85%) Mentoring
9 31 (13.42%) ETL
10 30 (12.99%) Change Management
11 29 (12.55%) Software Engineering
12 28 (12.12%) Business Analysis
12 28 (12.12%) Coaching
13 21 (9.09%) Data Architecture
13 21 (9.09%) Project Management
14 19 (8.23%) Web Development
14 19 (8.23%) Analytics
Programming Languages
1 118 (51.08%) SQL
2 79 (34.20%) Java
3 29 (12.55%) JavaScript
4 28 (12.12%) C#
5 25 (10.82%) T-SQL
6 14 (6.06%) PL/SQL
7 8 (3.46%) Perl
8 7 (3.03%) PHP
8 7 (3.03%) Python
9 6 (2.60%) C++
10 5 (2.16%) Shell Script
10 5 (2.16%) VB
11 4 (1.73%) VBScript
11 4 (1.73%) Scala
11 4 (1.73%) C
12 3 (1.30%) ABAP
13 1 (0.43%) XPath
Qualifications
1 18 (7.79%) Degree
2 1 (0.43%) Oracle Certification
2 1 (0.43%) Sun Certification
2 1 (0.43%) ITIL Certification
2 1 (0.43%) PMP
2 1 (0.43%) PMI Certification
2 1 (0.43%) OCPJP
Quality Assurance & Compliance
1 11 (4.76%) QA
2 7 (3.03%) Data Quality
3 2 (0.87%) SLA
4 1 (0.43%) COREP
Systems Management
1 1 (0.43%) Control-M
1 1 (0.43%) HP Quality Center
Vendors
1 50 (21.65%) Microsoft
2 46 (19.91%) Oracle
3 26 (11.26%) SAP
4 23 (9.96%) Sybase
5 12 (5.19%) Informatica
6 11 (4.76%) Business Objects
7 10 (4.33%) Cognos
8 9 (3.90%) Fidessa
9 8 (3.46%) thinkFolio
10 7 (3.03%) MicroStrategy
10 7 (3.03%) Bloomberg
11 4 (1.73%) Ab Initio
11 4 (1.73%) Talend
12 2 (0.87%) IBM
12 2 (0.87%) Teradata
12 2 (0.87%) Perforce
13 1 (0.43%) Mantas
13 1 (0.43%) Actimize
13 1 (0.43%) Google
13 1 (0.43%) HP
Glasgow, Lanarkshire
J.P. Morgan TS
Salary: Competitive
Posted: Yesterday
Glasgow, Lanarkshire
Cathcart Associates Ltd
Salary: £35000 - £45000 per annum + Excellent Benefits
Posted: 2 days ago
Aberdeen
Lockheed Martin
Salary: Excellent Salary + Benefits
Posted: 5 days ago
Scotland
TEKsystems
Salary: £75000 - £95000 per annum + bonus, holidays, pension
Posted: 6 days ago
Edinburgh
Cathcart Associates
Salary: £40000 - £55000 per annum + Excellent Benefits + Training
Posted: 13 days ago
Glasgow, Lanarkshire
J.P. Morgan TS
Salary: Competitive
Posted: 14 days ago
Edinburgh
Cathcart Associates
Salary: Excellent Benefits + Expenses
Posted: 16 days ago
Glasgow
Huxley Associates
Salary: competitive
Posted: 17 days ago
Glasgow
Huxley Associates
Salary: competitive
Posted: 17 days ago