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 28 January 2015 with a comparison to the same period in the previous 2 years.

Location
3 months to
28 Jan 2015
Same period 2014 Same period 2013
Data Modeling
Rank 73 102 74
Rank change year-on-year
+29 -28
Permanent jobs citing Data Modelling 88 63 83
As % of all permanent IT jobs located in Scotland 2.86% 1.91% 2.83%
As % of the Processes & Methodologies category 3.37% 2.34% 3.53%
Number of salaries quoted 55 34 57
Average salary £45,500 £53,750 £42,500
Average salary % change year-on-year
-15.34% +26.47%
90% offered a salary of more than £40,000 £42,500 £32,000
10% offered a salary of more than £75,000 £80,000 £59,800
UK excluding London average salary £46,000 £47,500 £45,000
% change year-on-year
-3.15% +5.55%
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
2615 2689 2351
As % of all permanent IT jobs located in Scotland 84.85% 81.41% 80.07%
Number of salaries quoted 1690 1731 1570
Average salary £42,500 £42,500 £40,000
Average salary % change year-on-year
- +6.25%
90% offered a salary of more than £32,500 £30,000 £27,500
10% offered a salary of more than £60,000 £60,000 £62,500
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 28 January 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 28 January 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 +6 40 £46,000 -18.22% 5
Glasgow +26 33 £46,750 +10.00% 4
Aberdeen +15 13 - - 1
Renfrewshire - 1 £41,500 - 1
Lothian - 1 £44,000 -
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in Scotland

For the 6 months to 28 January 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 88 (45.83%) SQL
2 71 (36.98%) Agile Software Development
3 65 (33.85%) Finance
4 60 (31.25%) XML
5 48 (25.00%) Java
5 48 (25.00%) Banking
6 43 (22.40%) Degree
7 40 (20.83%) Oracle
7 40 (20.83%) Project Management
8 39 (20.31%) ETL
9 36 (18.75%) Business Intelligence
9 36 (18.75%) SQL Server
10 33 (17.19%) Data Warehouse
11 32 (16.67%) SAP
12 30 (15.63%) Relational Database
13 27 (14.06%) Business Objects
13 27 (14.06%) Linux
13 27 (14.06%) OO
14 24 (12.50%) Business Analysis
14 24 (12.50%) XML Messaging
14 24 (12.50%) Multithreading
15 23 (11.98%) Derivative
15 23 (11.98%) UNIX
16 22 (11.46%) UML
16 22 (11.46%) Middleware
16 22 (11.46%) Microsoft
16 22 (11.46%) Requirements Analysis
16 22 (11.46%) Use Case
17 21 (10.94%) RDBMS
17 21 (10.94%) C#

Data Modelling
Top Related IT Skills in Scotland by Category

For the 6 months to 28 January 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 12 (6.25%) NetWeaver
2 10 (5.21%) SharePoint
3 9 (4.69%) SAS
3 9 (4.69%) WebSphere
4 7 (3.65%) Tomcat
5 5 (2.60%) WebSphere Application Server
6 1 (0.52%) WebSphere Transformation Extender
Applications
1 19 (9.90%) MS Excel
2 7 (3.65%) Spreadsheet
3 5 (2.60%) MS Office
4 3 (1.56%) SPSS
Business Applications
1 4 (2.08%) Markit EDM
2 3 (1.56%) Oracle EBS
Communications & Networking
1 12 (6.25%) Internet
Database & Business Intelligence
1 36 (18.75%) SQL Server
2 33 (17.19%) Data Warehouse
3 30 (15.63%) Relational Database
4 21 (10.94%) RDBMS
5 20 (10.42%) BusinessObjects
6 19 (9.90%) Oracle Database
7 18 (9.38%) SAP BW
8 15 (7.81%) SAP BI
9 14 (7.29%) SQL Server Integration Services
10 13 (6.77%) SQL Server Analysis Services
11 10 (5.21%) SQL Server Reporting Services
12 7 (3.65%) SQL Server 2008
12 7 (3.65%) Oracle Reports
12 7 (3.65%) Crystal Reports
13 6 (3.13%) MS Access
13 6 (3.13%) OLAP
13 6 (3.13%) Big Data
13 6 (3.13%) Oracle OLAP
14 5 (2.60%) SQL Server 2005
14 5 (2.60%) Snowflake Schema
Development Applications
1 5 (2.60%) Subversion
1 5 (2.60%) Team Foundation Server
2 4 (2.08%) ERwin
2 4 (2.08%) Selenium
3 3 (1.56%) JUnit
3 3 (1.56%) PowerDesigner
3 3 (1.56%) Maven
3 3 (1.56%) Mockito
4 2 (1.04%) JIRA
4 2 (1.04%) Oracle APEX
4 2 (1.04%) TeamCity
4 2 (1.04%) Git (software)
5 1 (0.52%) LLBLGen Pro
General
1 65 (33.85%) Finance
2 48 (25.00%) Banking
3 20 (10.42%) Retail
4 16 (8.33%) Back Office
5 12 (6.25%) Investment Banking
6 9 (4.69%) Marketing
7 7 (3.65%) Telecoms
8 5 (2.60%) Retail Banking
9 3 (1.56%) Private Banking
10 2 (1.04%) Games
10 2 (1.04%) Manufacturing
11 1 (0.52%) Publishing
11 1 (0.52%) General Ledger
11 1 (0.52%) Front Office
Job Titles
1 52 (27.08%) Developer
2 48 (25.00%) Analyst
3 38 (19.79%) Architect
4 34 (17.71%) Business Analyst
5 22 (11.46%) Data Architect
6 16 (8.33%) Consultant
7 13 (6.77%) Business Intelligence Consultant
7 13 (6.77%) Lead Developer
7 13 (6.77%) SAP Consultant
7 13 (6.77%) Business Consultant
8 11 (5.73%) SAP Business Consultant
8 11 (5.73%) SAP BI Consultant
9 10 (5.21%) Java Developer
10 9 (4.69%) Software Engineer
11 8 (4.17%) DBA
12 7 (3.65%) Senior Business Analyst
12 7 (3.65%) Senior Analyst
13 6 (3.13%) Support Analyst
13 6 (3.13%) SQL Developer
13 6 (3.13%) Technical Manager
Libraries, Frameworks & Software Standards
1 60 (31.25%) XML
2 24 (12.50%) XML Messaging
3 22 (11.46%) Middleware
4 20 (10.42%) Web Services
5 17 (8.85%) HTML
6 15 (7.81%) XSLT
7 13 (6.77%) SOAP
7 13 (6.77%) Spring
8 11 (5.73%) XML Schema
8 11 (5.73%) XForms
9 8 (4.17%) Hibernate
9 8 (4.17%) REST
10 7 (3.65%) Apache CXF
10 7 (3.65%) J2EE
11 6 (3.13%) JMS
11 6 (3.13%) jQuery
12 5 (2.60%) .NET
12 5 (2.60%) JSP
13 4 (2.08%) CSS
13 4 (2.08%) Dojo
Miscellaneous
1 23 (11.98%) Derivative
2 17 (8.85%) Equities
3 15 (7.81%) Foreign Exchange (FX)
3 15 (7.81%) Computer Science
3 15 (7.81%) Analytical Skills
4 9 (4.69%) Open Source
5 7 (3.65%) Hedge funds
6 5 (2.60%) Reference Data
6 5 (2.60%) Data Protection Act
7 4 (2.08%) N-Tier
7 4 (2.08%) Data Integration
7 4 (2.08%) User Experience
8 3 (1.56%) Social Media
8 3 (1.56%) Client/Server
8 3 (1.56%) Mainframe
8 3 (1.56%) Management Information System
8 3 (1.56%) Taxonomies
8 3 (1.56%) Artificial Intelligence
9 2 (1.04%) Clustering
9 2 (1.04%) Online Banking
Operating Systems
1 27 (14.06%) Linux
2 23 (11.98%) UNIX
3 9 (4.69%) Windows
4 2 (1.04%) Solaris
Processes & Methodologies
1 71 (36.98%) Agile Software Development
2 40 (20.83%) Project Management
3 39 (20.31%) ETL
4 36 (18.75%) Business Intelligence
5 27 (14.06%) OO
6 24 (12.50%) Business Analysis
6 24 (12.50%) Multithreading
7 22 (11.46%) Use Case
7 22 (11.46%) Requirements Analysis
7 22 (11.46%) UML
8 21 (10.94%) Performance Tuning
9 20 (10.42%) Scrum
10 19 (9.90%) Data Management
10 19 (9.90%) Data Analysis
10 19 (9.90%) Continuous Improvement
11 18 (9.38%) SOA
12 17 (8.85%) Systems Analysis
13 16 (8.33%) Analytics
13 16 (8.33%) Logical Data Model
14 15 (7.81%) Waterfall
Programming Languages
1 88 (45.83%) SQL
2 48 (25.00%) Java
3 21 (10.94%) C#
4 17 (8.85%) JavaScript
4 17 (8.85%) T-SQL
5 12 (6.25%) ABAP
6 11 (5.73%) XPath
7 9 (4.69%) C++
8 7 (3.65%) Python
9 5 (2.60%) Shell Script
10 4 (2.08%) VBScript
10 4 (2.08%) PL/SQL
11 3 (1.56%) COBOL
11 3 (1.56%) Perl
11 3 (1.56%) PHP
12 2 (1.04%) C
12 2 (1.04%) Scala
Qualifications
1 43 (22.40%) Degree
2 1 (0.52%) PhD
2 1 (0.52%) PRINCE2 Certification
2 1 (0.52%) PMP
2 1 (0.52%) PMI Certification
Quality Assurance & Compliance
1 17 (8.85%) SLA
2 10 (5.21%) QA
3 4 (2.08%) ISO 9001
4 1 (0.52%) COREP
Vendors
1 40 (20.83%) Oracle
2 32 (16.67%) SAP
3 27 (14.06%) Business Objects
4 22 (11.46%) Microsoft
5 20 (10.42%) Sybase
6 6 (3.13%) IBM
7 5 (2.60%) Netezza
8 4 (2.08%) thinkFolio
8 4 (2.08%) Fidessa
8 4 (2.08%) Informatica
8 4 (2.08%) Bloomberg
8 4 (2.08%) Teradata
9 3 (1.56%) Cognos
10 2 (1.04%) Compuware
10 2 (1.04%) Perforce
11 1 (0.52%) Mantas
11 1 (0.52%) Actimize
11 1 (0.52%) Salesforce.com
11 1 (0.52%) Cognizant
11 1 (0.52%) Cisco
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Salary: £DOE
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