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 salaries offered in IT jobs that have cited Data Modelling over the 3 months to 28 May 2016 with a comparison to the same period over the previous 2 years.

3 months to
28 May 2016
Same period 2015 Same period 2014
Data Modelling
Rank 81 82 84
Rank change year-on-year
+1 +2
Permanent jobs citing Data Modelling 84 77 97
As % of all permanent IT jobs located in Scotland 2.95% 2.53% 2.52%
As % of the Processes & Methodologies category 3.28% 2.82% 2.97%
Number of salaries quoted 48 52 41
Median salary £50,000 £44,000 £50,000
Median salary % change year-on-year
+13.63% -12.00%
90% offered a salary of more than £42,400 £36,000 £32,500
10% offered a salary of more than £77,000 £59,900 £80,000
UK excluding London median salary £47,500 £45,500 £45,000
% change year-on-year
+4.39% +1.11%
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
2560 2729 3266
As % of all permanent IT jobs located in Scotland 90.05% 89.50% 84.96%
Number of salaries quoted 1526 1707 2180
Median salary £45,000 £44,500 £42,500
Median salary % change year-on-year
+1.12% +4.70%
90% offered a salary of more than £30,500 £32,500 £30,000
10% offered a salary of more than £65,000 £60,000 £60,000
UK excluding London median salary £45,000 £44,000 £42,500
% change year-on-year
+2.27% +3.52%

Data Modelling
Jobs Demand Trend in Scotland

The demand trend of job ads across the Scotland region citing Data Modelling as a proportion of all IT jobs with a match in 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 May 2016.

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 median salaries quoted in IT jobs citing Data Modelling within the Scotland region over the 3 months to 28 May 2016. 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
(Click see detailed
statistics and trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Edinburgh +3 47 £50,000 +13.63% 5
Glasgow -17 29 £50,000 +17.64% 2
Fife - 3 £33,500 -
Stirling +3 1 £50,000 -
West Lothian - 1 £50,000 -
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in Scotland

For the 6 months to 28 May 2016, IT jobs citing Data Modelling also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Scotland region with a requirement for Data Modelling.

1 108 (56.84%) SQL
2 95 (50.00%) Business Intelligence
3 88 (46.32%) Oracle
4 72 (37.89%) Finance
5 62 (32.63%) Analytical Skills
6 58 (30.53%) Data Warehouse
7 57 (30.00%) Oracle Database
8 51 (26.84%) Agile Software Development
9 50 (26.32%) PL/SQL
10 49 (25.79%) Banking
11 48 (25.26%) Oracle Database 10g
12 45 (23.68%) ETL
13 39 (20.53%) Data Analysis
14 37 (19.47%) Analytics
15 34 (17.89%) Logical Data Model
15 34 (17.89%) Oracle Reports
16 33 (17.37%) XML
17 31 (16.32%) Stakeholder Management
18 30 (15.79%) Informatica
18 30 (15.79%) Physical Data Model
19 29 (15.26%) BusinessObjects
19 29 (15.26%) SQL Server
20 28 (14.74%) Oracle Forms
20 28 (14.74%) JDeveloper
20 28 (14.74%) Scrum
20 28 (14.74%) Data Management
21 25 (13.16%) Degree
21 25 (13.16%) Oracle Database 11g
21 25 (13.16%) SAS
21 25 (13.16%) Data Governance

Data Modelling
Top Related IT Skills in Scotland by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 25 (13.16%) SAS
2 7 (3.68%) WebLogic
3 5 (2.63%) GemFire
3 5 (2.63%) MQSeries
3 5 (2.63%) Oracle Spatial
3 5 (2.63%) WebSphere
4 1 (0.53%) Alfresco
4 1 (0.53%) Apache
4 1 (0.53%) Apache Spark
4 1 (0.53%) Documentum
4 1 (0.53%) FileNet
4 1 (0.53%) Node.js
Applications
1 17 (8.95%) MS Excel
2 14 (7.37%) MS PowerPoint
3 11 (5.79%) SPSS
4 6 (3.16%) MS Office
4 6 (3.16%) MS Visio
5 1 (0.53%) DOC1
Business Applications
1 23 (12.11%) Oracle 11i
1 23 (12.11%) Oracle EBS
1 23 (12.11%) Oracle EBS R12
2 22 (11.58%) Oracle Applications
3 1 (0.53%) SAP BPC
Cloud Services
1 4 (2.11%) Amazon AWS
1 4 (2.11%) Google Analytics
2 1 (0.53%) Google Cloud Platform
Communications & Networking
1 5 (2.63%) Internet
2 1 (0.53%) Network Security
Database & Business Intelligence
1 58 (30.53%) Data Warehouse
2 57 (30.00%) Oracle Database
3 48 (25.26%) Oracle Database 10g
4 34 (17.89%) Oracle Reports
5 29 (15.26%) BusinessObjects
5 29 (15.26%) SQL Server
6 25 (13.16%) Oracle Database 11g
7 23 (12.11%) Oracle BI Publisher
8 22 (11.58%) QlikView
9 21 (11.05%) Oracle ODI
10 20 (10.53%) PowerCenter
11 19 (10.00%) Big Data
12 17 (8.95%) DataStage
13 16 (8.42%) BODI
14 14 (7.37%) SQL Server Integration Services
15 13 (6.84%) RDBMS
15 13 (6.84%) Relational Database
16 11 (5.79%) Oracle BI EE
17 10 (5.26%) Hadoop
18 7 (3.68%) BusinessObjects XI
Development Applications
1 28 (14.74%) JDeveloper
1 28 (14.74%) Oracle Forms
2 17 (8.95%) JIRA
3 8 (4.21%) JUnit
4 6 (3.16%) Oracle APEX
4 6 (3.16%) Selenium
5 5 (2.63%) Ant
5 5 (2.63%) Cucumber
5 5 (2.63%) HP UFT
5 5 (2.63%) Jenkins
5 5 (2.63%) Maven
5 5 (2.63%) Subversion
5 5 (2.63%) Toad
6 4 (2.11%) FitNesse
6 4 (2.11%) Team Foundation Server
6 4 (2.11%) Visual Studio
7 3 (1.58%) Git (software)
7 3 (1.58%) IntelliJ
8 1 (0.53%) ERwin
8 1 (0.53%) MagicDraw
General
1 72 (37.89%) Finance
2 49 (25.79%) Banking
3 22 (11.58%) Retail
4 10 (5.26%) Private Banking
5 9 (4.74%) Financial Institution
6 7 (3.68%) Games
7 3 (1.58%) Legal
7 3 (1.58%) Pharmaceutical
7 3 (1.58%) Spanish Language
8 2 (1.05%) Law
8 2 (1.05%) Publishing
9 1 (0.53%) Marketing
9 1 (0.53%) Telecoms
Job Titles
1 64 (33.68%) Developer
2 41 (21.58%) Analyst
3 31 (16.32%) Oracle Developer
4 29 (15.26%) Consultant
5 23 (12.11%) Applications Developer
5 23 (12.11%) Architect
5 23 (12.11%) Oracle Applications Developer
6 20 (10.53%) Business Analyst
7 18 (9.47%) Business Intelligence Consultant
8 16 (8.42%) Data Manager
9 14 (7.37%) Business Consultant
10 12 (6.32%) Business Intelligence Developer
11 11 (5.79%) Analytics Manager
11 11 (5.79%) Business Intelligence Manager
11 11 (5.79%) Data Analytics Manager
12 10 (5.26%) Data Analyst
12 10 (5.26%) Data Architect
12 10 (5.26%) Data Modeller
12 10 (5.26%) QlikView Developer
13 9 (4.74%) IT Architect
Libraries, Frameworks & Software Standards
1 33 (17.37%) XML
2 16 (8.42%) HTML
3 12 (6.32%) CSS
3 12 (6.32%) JSON
4 11 (5.79%) SOAP
4 11 (5.79%) Web Services
5 9 (4.74%) Spring
6 8 (4.21%) .NET
6 8 (4.21%) REST
7 6 (3.16%) J2EE
8 5 (2.63%) AngularJS
8 5 (2.63%) Drools
8 5 (2.63%) Ehcache
8 5 (2.63%) Ext JS
8 5 (2.63%) HTML5
8 5 (2.63%) JMS
8 5 (2.63%) WebSphere MQ
9 4 (2.11%) BSON
9 4 (2.11%) RESTful
9 4 (2.11%) XML Schema
Miscellaneous
1 62 (32.63%) Analytical Skills
2 24 (12.63%) Management Information System
3 17 (8.95%) Visualisation
4 14 (7.37%) Data Integration
5 11 (5.79%) Credit Risk
6 10 (5.26%) Computer Science
6 10 (5.26%) Enterprise Software
7 8 (4.21%) User Experience
8 7 (3.68%) Data Structures
9 5 (2.63%) Data Centre
10 4 (2.11%) Reference Data
10 4 (2.11%) Taxonomies
11 3 (1.58%) Biotechnology
11 3 (1.58%) Derivative
11 3 (1.58%) Equity Derivative
11 3 (1.58%) Life Science
11 3 (1.58%) OTC Derivatives
12 1 (0.53%) CMDB
12 1 (0.53%) Mobile App
Operating Systems
1 10 (5.26%) Unix
2 9 (4.74%) Linux
3 6 (3.16%) Windows
4 3 (1.58%) Windows Server
Processes & Methodologies
1 95 (50.00%) Business Intelligence
2 51 (26.84%) Agile Software Development
3 45 (23.68%) ETL
4 39 (20.53%) Data Analysis
5 37 (19.47%) Analytics
6 34 (17.89%) Logical Data Model
7 31 (16.32%) Stakeholder Management
8 30 (15.79%) Physical Data Model
9 28 (14.74%) Data Management
9 28 (14.74%) Scrum
10 25 (13.16%) Data Governance
11 23 (12.11%) Dimensional Modelling
12 22 (11.58%) Asset Management
13 21 (11.05%) ETL Development
14 18 (9.47%) Business Analysis
14 18 (9.47%) Workflow
15 17 (8.95%) Project Management
15 17 (8.95%) UML
16 16 (8.42%) Technical Architecture
17 14 (7.37%) Data Architecture
Programming Languages
1 108 (56.84%) SQL
2 50 (26.32%) PL/SQL
3 21 (11.05%) Java
4 12 (6.32%) JavaScript
5 10 (5.26%) Perl
6 9 (4.74%) Python
7 8 (4.21%) C#
8 5 (2.63%) Jython
8 5 (2.63%) PowerShell
8 5 (2.63%) T-SQL
9 4 (2.11%) C++
10 3 (1.58%) Ada
10 3 (1.58%) R
11 2 (1.05%) VBA
12 1 (0.53%) Shell Script
12 1 (0.53%) VB.NET
Qualifications
1 25 (13.16%) Degree
2 5 (2.63%) CCA
2 5 (2.63%) OCA
2 5 (2.63%) Oracle Certification
3 4 (2.11%) Security Cleared
4 3 (1.58%) MBA
5 1 (0.53%) ISEB
5 1 (0.53%) ISTQB
Quality Assurance & Compliance
1 15 (7.89%) Data Quality
2 4 (2.11%) QA
3 3 (1.58%) 21 CFR Part 11
3 3 (1.58%) Sarbanes-Oxley
4 1 (0.53%) IAS 39
Vendors
1 88 (46.32%) Oracle
2 30 (15.79%) Informatica
3 21 (11.05%) Cognos
3 21 (11.05%) Tableau
4 17 (8.95%) Teradata
5 11 (5.79%) Sybase
6 10 (5.26%) MicroStrategy
7 8 (4.21%) Microsoft
8 4 (2.11%) CA
8 4 (2.11%) Google
9 3 (1.58%) Charles River
9 3 (1.58%) Thunderhead
10 2 (1.05%) SAP
11 1 (0.53%) Ab Initio
11 1 (0.53%) Cloudera
11 1 (0.53%) Hyperion
11 1 (0.53%) Kofax
11 1 (0.53%) Laserfiche
11 1 (0.53%) ServiceNow
11 1 (0.53%) Twitter
Scotland
Robert Walters
Salary: £60000 - £75000 per annum
Posted: Yesterday
Edinburgh, Midlothian
Asset Resourcing Ltd
Salary: £40000 - £65000 per annum + + benefits
Posted: 5 days ago
Edinburgh & Lothians
ANSON MCCADE
Salary: Circa £40,000- £58,000+ an EXCELLENT package
Posted: 4 days ago
Glasgow
Recruitment Revolution Limited
Salary: Competitive Salary + Benefits Package
Posted: 17 days ago
Edinburgh, Midlothian
CGI
Salary: £40000 - £52000 per annum + benefits
Posted: 22 days ago
Edinburgh
TDA Group
Salary: £45000 - £50000 per annum + Bonus +28 Days Holiday
Posted: 19 days ago