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 19 December 2014 with a comparison to the same period in the previous 2 years.

Location
3 months to
19 Dec 2014
Same period 2013 Same period 2012
Data Modeling
Rank 73 79 102
Rank change year-on-year
+6 +23
Permanent jobs citing Data Modelling 99 94 58
As % of all permanent IT jobs located in Scotland 3.18% 2.89% 1.86%
As % of the Processes & Methodologies category 3.74% 3.56% 2.35%
Number of salaries quoted 55 56 37
Average salary £50,000 £50,000 £42,500
Average salary % change year-on-year
- +17.64%
90% offered a salary of more than £42,400 £45,000 £32,000
10% offered a salary of more than £84,500 £73,000 £55,000
UK excluding London average salary £45,000 £47,500 £45,000
% change year-on-year
-5.26% +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
2649 2641 2470
As % of all permanent IT jobs located in Scotland 85.15% 81.09% 79.32%
Number of salaries quoted 1763 1676 1714
Average salary £42,500 £42,500 £40,000
Average salary % change year-on-year
- +6.25%
90% offered a salary of more than £30,700 £30,000 £28,000
10% offered a salary of more than £62,500 £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 19 December 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 19 December 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 +22 44 £50,000 -4.76% 3
Edinburgh -13 37 £50,000 - 5
Aberdeen +21 17 £50,000 -
Stirling -23 2 - -
Lothian - 1 £44,000 -
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in Scotland

For the 6 months to 19 December 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.

1 105 (48.39%) SQL
2 83 (38.25%) Agile Software Development
3 73 (33.64%) XML
4 68 (31.34%) Finance
5 64 (29.49%) Java
6 51 (23.50%) Relational Database
7 50 (23.04%) SQL Server
8 47 (21.66%) Oracle
9 45 (20.74%) Banking
10 42 (19.35%) OO
11 38 (17.51%) Data Warehouse
11 38 (17.51%) Multithreading
12 37 (17.05%) Microsoft
12 37 (17.05%) Derivative
13 36 (16.59%) ETL
14 35 (16.13%) RDBMS
15 34 (15.67%) Business Intelligence
15 34 (15.67%) XML Messaging
16 32 (14.75%) Linux
16 32 (14.75%) Degree
16 32 (14.75%) Project Management
16 32 (14.75%) Scrum
16 32 (14.75%) Business Analysis
17 29 (13.36%) UNIX
17 29 (13.36%) Performance Tuning
18 28 (12.90%) Continuous Improvement
18 28 (12.90%) Back Office
19 27 (12.44%) Foreign Exchange (FX)
19 27 (12.44%) OOP
20 26 (11.98%) UML

Data Modelling
Top Related IT Skills in Scotland by Category

For the 6 months to 19 December 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 (5.53%) WebSphere
2 10 (4.61%) SharePoint
3 9 (4.15%) SAS
4 7 (3.23%) Tomcat
5 5 (2.30%) WebSphere Application Server
5 5 (2.30%) NetWeaver
6 1 (0.46%) WebSphere Transformation Extender
Applications
1 18 (8.29%) MS Excel
2 8 (3.69%) Spreadsheet
3 3 (1.38%) SPSS
3 3 (1.38%) MS Office
4 1 (0.46%) MS Project
4 1 (0.46%) MS Visio
Business Applications
1 9 (4.15%) Markit EDM
2 3 (1.38%) Oracle EBS
3 1 (0.46%) Agresso
3 1 (0.46%) SAP HR
Communications & Networking
1 7 (3.23%) Internet
2 1 (0.46%) HTTPS
2 1 (0.46%) SSL
Database & Business Intelligence
1 51 (23.50%) Relational Database
2 50 (23.04%) SQL Server
3 38 (17.51%) Data Warehouse
4 35 (16.13%) RDBMS
5 21 (9.68%) SQL Server Integration Services
6 20 (9.22%) Oracle Database
7 17 (7.83%) SQL Server Reporting Services
8 13 (5.99%) SQL Server Analysis Services
9 12 (5.53%) BusinessObjects
10 8 (3.69%) SAP BW
10 8 (3.69%) Big Data
11 6 (2.76%) Oracle OLAP
11 6 (2.76%) OLAP
12 5 (2.30%) DataStage
12 5 (2.30%) Snowflake Schema
12 5 (2.30%) Star Schema
12 5 (2.30%) SAP BI
12 5 (2.30%) SQL Server 2008
13 4 (1.84%) SAP Data Services
13 4 (1.84%) QlikView
Development Applications
1 6 (2.76%) ERwin
2 5 (2.30%) Subversion
2 5 (2.30%) PowerDesigner
2 5 (2.30%) Team Foundation Server
3 4 (1.84%) Selenium
4 3 (1.38%) JUnit
4 3 (1.38%) Maven
4 3 (1.38%) Mockito
5 2 (0.92%) JIRA
5 2 (0.92%) TeamCity
5 2 (0.92%) Git (software)
6 1 (0.46%) Oracle APEX
6 1 (0.46%) LLBLGen Pro
General
1 68 (31.34%) Finance
2 45 (20.74%) Banking
3 28 (12.90%) Back Office
4 17 (7.83%) Retail
5 12 (5.53%) Investment Banking
6 8 (3.69%) Marketing
7 7 (3.23%) Telecoms
8 4 (1.84%) Games
8 4 (1.84%) Retail Banking
9 3 (1.38%) Private Banking
10 1 (0.46%) Front Office
10 1 (0.46%) Manufacturing
10 1 (0.46%) Publishing
10 1 (0.46%) General Ledger
Job Titles
1 72 (33.18%) Developer
2 59 (27.19%) Analyst
3 40 (18.43%) Architect
4 35 (16.13%) Business Analyst
5 21 (9.68%) Lead Developer
6 19 (8.76%) Data Architect
7 13 (5.99%) SQL Developer
8 11 (5.07%) Software Engineer
8 11 (5.07%) Support Analyst
9 10 (4.61%) Applications Support
9 10 (4.61%) Java Developer
10 9 (4.15%) Applications Support Analyst
11 8 (3.69%) DBA
11 8 (3.69%) Data Modeller
12 7 (3.23%) Database Architect
12 7 (3.23%) Programmer
13 6 (2.76%) Consultant
13 6 (2.76%) Technical Manager
13 6 (2.76%) Data Manager
14 5 (2.30%) Applications Architect
Libraries, Frameworks & Software Standards
1 73 (33.64%) XML
2 34 (15.67%) XML Messaging
3 24 (11.06%) Web Services
4 20 (9.22%) Middleware
5 19 (8.76%) HTML
6 13 (5.99%) SOAP
6 13 (5.99%) Spring
7 12 (5.53%) XSLT
8 10 (4.61%) J2EE
9 9 (4.15%) JMS
10 8 (3.69%) Hibernate
10 8 (3.69%) jQuery
10 8 (3.69%) REST
11 7 (3.23%) Apache CXF
12 6 (2.76%) XML Schema
12 6 (2.76%) XForms
13 5 (2.30%) .NET
13 5 (2.30%) JSP
13 5 (2.30%) Ajax
14 4 (1.84%) Java SE
Miscellaneous
1 37 (17.05%) Derivative
2 27 (12.44%) Foreign Exchange (FX)
3 17 (7.83%) Equities
3 17 (7.83%) Analytical Skills
4 14 (6.45%) Computer Science
5 11 (5.07%) Open Source
6 7 (3.23%) Data Integration
6 7 (3.23%) Hedge funds
6 7 (3.23%) Management Information System
7 6 (2.76%) N-Tier
8 5 (2.30%) Artificial Intelligence
8 5 (2.30%) Data Protection Act
8 5 (2.30%) Reference Data
9 4 (1.84%) Enterprise Software
9 4 (1.84%) User Experience
9 4 (1.84%) Clustering
10 3 (1.38%) Fixed Income
10 3 (1.38%) Client/Server
10 3 (1.38%) Social Media
11 2 (0.92%) Mainframe
Operating Systems
1 32 (14.75%) Linux
2 29 (13.36%) UNIX
3 10 (4.61%) Windows
4 2 (0.92%) Solaris
Processes & Methodologies
1 83 (38.25%) Agile Software Development
2 42 (19.35%) OO
3 38 (17.51%) Multithreading
4 36 (16.59%) ETL
5 34 (15.67%) Business Intelligence
6 32 (14.75%) Project Management
6 32 (14.75%) Scrum
6 32 (14.75%) Business Analysis
7 29 (13.36%) Performance Tuning
8 28 (12.90%) Continuous Improvement
9 27 (12.44%) OOP
10 26 (11.98%) UML
11 24 (11.06%) Data Analysis
12 23 (10.60%) Software Engineering
13 22 (10.14%) Change Management
14 21 (9.68%) Requirements Analysis
14 21 (9.68%) Mentoring
14 21 (9.68%) Coaching
15 19 (8.76%) Systems Analysis
16 18 (8.29%) Use Case
Programming Languages
1 105 (48.39%) SQL
2 64 (29.49%) Java
3 24 (11.06%) T-SQL
4 21 (9.68%) C#
5 19 (8.76%) JavaScript
6 10 (4.61%) PL/SQL
7 9 (4.15%) C++
8 7 (3.23%) Python
9 6 (2.76%) XPath
9 6 (2.76%) ABAP
10 5 (2.30%) Shell Script
10 5 (2.30%) Perl
10 5 (2.30%) PHP
11 4 (1.84%) Scala
11 4 (1.84%) VBScript
12 3 (1.38%) C
13 2 (0.92%) VB
14 1 (0.46%) COBOL
Qualifications
1 32 (14.75%) Degree
2 1 (0.46%) Oracle Certification
2 1 (0.46%) PRINCE2 Certification
2 1 (0.46%) Sun Certification
2 1 (0.46%) ITIL Certification
2 1 (0.46%) PMP
2 1 (0.46%) PMI Certification
2 1 (0.46%) OCPJP
Quality Assurance & Compliance
1 12 (5.53%) QA
2 11 (5.07%) SLA
3 2 (0.92%) ISO 9001
3 2 (0.92%) Data Quality
4 1 (0.46%) COREP
Vendors
1 47 (21.66%) Oracle
2 37 (17.05%) Microsoft
3 25 (11.52%) SAP
4 22 (10.14%) Sybase
5 16 (7.37%) Business Objects
6 11 (5.07%) Cognos
7 9 (4.15%) Fidessa
7 9 (4.15%) Informatica
8 8 (3.69%) thinkFolio
9 7 (3.23%) MicroStrategy
9 7 (3.23%) Bloomberg
10 6 (2.76%) IBM
11 4 (1.84%) Ab Initio
11 4 (1.84%) Teradata
12 3 (1.38%) Netezza
13 2 (0.92%) Perforce
14 1 (0.46%) Mantas
14 1 (0.46%) Actimize
14 1 (0.46%) Cognizant
14 1 (0.46%) Hyperion
Edinburgh
Cathcart Associates
Salary: Unrivalled Bonus + Benefits
Posted: 6 days ago
Edinburgh, Midlothian
Cloudreach
Salary: Competitive
Posted: 11 days ago
Scotland
Cognizant
Posted: 17 days ago
Edinburgh, Midlothian
Cloudreach
Posted: 18 days ago
Glasgow, Lanarkshire
Lloyds Banking Group
Posted: 20 days ago
Glasgow, Lanarkshire
Lloyds Banking Group
Posted: 23 days ago
Edinburgh
Cathcart Associates
Salary: Excellent Salary + Benefits
Posted: 27 days ago
Edinburgh, Scotland
Edward Carter Solutions
Salary: £43,000 - £45,000 per annum plus bonus and benefits - excellent career potential
Posted: 27 days ago