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 June 2016 with a comparison to the same period over the previous 2 years.

3 months to
28 Jun 2016
Same period 2015 Same period 2014
Data Modelling
Rank 88 98 80
Rank change year-on-year
+10 -18
Permanent jobs citing Data Modelling 83 67 109
As % of all permanent IT jobs located in Scotland 2.89% 2.15% 2.91%
As % of the Processes & Methodologies category 3.20% 2.41% 3.39%
Number of salaries quoted 55 38 45
Median salary £48,000 £44,000 £50,000
Median salary % change year-on-year
+9.09% -12.00%
90% offered a salary of more than £40,711 £36,000 £38,100
10% offered a salary of more than £75,500 £56,400 £70,000
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
2593 2777 3218
As % of all permanent IT jobs located in Scotland 90.29% 89.18% 85.95%
Number of salaries quoted 1466 1749 2164
Median salary £45,000 £44,000 £42,500
Median salary % change year-on-year
+2.27% +3.52%
90% offered a salary of more than £30,000 £32,000 £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 June 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 June 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 +20 48 £52,500 +19.31% 4
Glasgow -14 30 £45,000 +5.88% 4
Fife - 3 £33,500 -
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in Scotland

For the 6 months to 28 June 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 98 (54.75%) SQL
2 91 (50.84%) Business Intelligence
3 76 (42.46%) Oracle
4 69 (38.55%) Finance
5 55 (30.73%) Analytical Skills
6 53 (29.61%) Data Warehouse
7 52 (29.05%) Agile Software Development
8 47 (26.26%) Banking
9 46 (25.70%) Oracle Database
10 43 (24.02%) PL/SQL
11 38 (21.23%) ETL
11 38 (21.23%) Logical Data Model
12 37 (20.67%) Oracle Database 10g
13 34 (18.99%) Analytics
14 33 (18.44%) Data Analysis
15 32 (17.88%) Oracle Reports
15 32 (17.88%) Stakeholder Management
16 31 (17.32%) Physical Data Model
17 29 (16.20%) SQL Server
18 28 (15.64%) XML
19 26 (14.53%) Oracle Forms
19 26 (14.53%) JDeveloper
19 26 (14.53%) Scrum
19 26 (14.53%) Retail
20 25 (13.97%) Data Management
21 24 (13.41%) Degree
21 24 (13.41%) Big Data
22 23 (12.85%) Informatica
22 23 (12.85%) BusinessObjects
22 23 (12.85%) SAS

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 23 (12.85%) SAS
2 5 (2.79%) GemFire
2 5 (2.79%) MQSeries
2 5 (2.79%) Oracle Spatial
3 4 (2.23%) WebLogic
4 1 (0.56%) Alfresco
4 1 (0.56%) Apache Spark
4 1 (0.56%) Documentum
4 1 (0.56%) FileNet
4 1 (0.56%) WebSphere
Applications
1 16 (8.94%) MS Excel
2 13 (7.26%) SPSS
3 10 (5.59%) MS PowerPoint
4 6 (3.35%) MS Visio
5 2 (1.12%) MS Office
6 1 (0.56%) DOC1
Business Applications
1 21 (11.73%) Oracle 11i
1 21 (11.73%) Oracle EBS
1 21 (11.73%) Oracle EBS R12
2 20 (11.17%) Oracle Applications
3 1 (0.56%) SAP BPC
Cloud Services
1 4 (2.23%) Google Analytics
2 1 (0.56%) Google Cloud Platform
2 1 (0.56%) Microsoft Azure
Communications & Networking
1 5 (2.79%) Internet
Database & Business Intelligence
1 53 (29.61%) Data Warehouse
2 46 (25.70%) Oracle Database
3 37 (20.67%) Oracle Database 10g
4 32 (17.88%) Oracle Reports
5 29 (16.20%) SQL Server
6 24 (13.41%) Big Data
7 23 (12.85%) BusinessObjects
8 22 (12.29%) QlikView
9 21 (11.73%) Oracle BI Publisher
10 16 (8.94%) Oracle Database 11g
11 14 (7.82%) Oracle ODI
12 13 (7.26%) PowerCenter
13 12 (6.70%) DataStage
13 12 (6.70%) Relational Database
13 12 (6.70%) SQL Server Integration Services
14 11 (6.15%) BODI
14 11 (6.15%) RDBMS
15 9 (5.03%) Hadoop
16 7 (3.91%) Enterprise Data Warehouse
16 7 (3.91%) Qlik Sense
Development Applications
1 26 (14.53%) JDeveloper
1 26 (14.53%) Oracle Forms
2 15 (8.38%) JIRA
3 9 (5.03%) JUnit
4 6 (3.35%) Oracle APEX
5 5 (2.79%) Ant
5 5 (2.79%) Cucumber
5 5 (2.79%) HP UFT
5 5 (2.79%) Jenkins
5 5 (2.79%) Maven
5 5 (2.79%) Selenium
5 5 (2.79%) Subversion
5 5 (2.79%) Toad
5 5 (2.79%) Visual Studio
6 4 (2.23%) Team Foundation Server
7 3 (1.68%) Git (software)
7 3 (1.68%) IntelliJ
8 1 (0.56%) ERwin
8 1 (0.56%) MagicDraw
General
1 69 (38.55%) Finance
2 47 (26.26%) Banking
3 26 (14.53%) Retail
4 10 (5.59%) Games
4 10 (5.59%) Private Banking
5 7 (3.91%) Financial Institution
6 4 (2.23%) Telecoms
7 3 (1.68%) Legal
7 3 (1.68%) Marketing
8 2 (1.12%) Law
8 2 (1.12%) Publishing
Job Titles
1 59 (32.96%) Developer
2 43 (24.02%) Analyst
3 29 (16.20%) Oracle Developer
4 24 (13.41%) Business Analyst
5 23 (12.85%) Consultant
6 21 (11.73%) Applications Developer
6 21 (11.73%) Oracle Applications Developer
7 17 (9.50%) Data Manager
8 15 (8.38%) Business Intelligence Developer
9 13 (7.26%) Architect
9 13 (7.26%) Business Intelligence Consultant
10 12 (6.70%) Analytics Manager
10 12 (6.70%) Business Intelligence Manager
10 12 (6.70%) Data Analytics Manager
11 11 (6.15%) Business Consultant
12 10 (5.59%) Data Architect
12 10 (5.59%) Senior Analyst
13 9 (5.03%) Data Modeller
13 9 (5.03%) Senior Business Analyst
14 8 (4.47%) Data Analyst
Libraries, Frameworks & Software Standards
1 28 (15.64%) XML
2 11 (6.15%) CSS
2 11 (6.15%) HTML
2 11 (6.15%) REST
2 11 (6.15%) SOAP
3 10 (5.59%) Spring
4 8 (4.47%) .NET
4 8 (4.47%) JSON
4 8 (4.47%) Web Services
5 7 (3.91%) J2EE
6 5 (2.79%) Drools
6 5 (2.79%) Ehcache
6 5 (2.79%) Ext JS
6 5 (2.79%) JMS
7 4 (2.23%) .NET Framework
7 4 (2.23%) AngularJS
7 4 (2.23%) XML Schema
8 3 (1.68%) JSP
8 3 (1.68%) XSD
8 3 (1.68%) XSLT
Miscellaneous
1 55 (30.73%) Analytical Skills
2 20 (11.17%) Management Information System
3 18 (10.06%) Visualisation
4 12 (6.70%) Credit Risk
4 12 (6.70%) Data Integration
5 10 (5.59%) Enterprise Software
6 8 (4.47%) Computer Science
6 8 (4.47%) User Experience
7 4 (2.23%) Data Centre
7 4 (2.23%) Taxonomies
7 4 (2.23%) Virtual Team
8 3 (1.68%) Derivative
8 3 (1.68%) Equity Derivative
8 3 (1.68%) OTC Derivatives
9 1 (0.56%) CMDB
9 1 (0.56%) Data Structures
9 1 (0.56%) Mobile App
Operating Systems
1 8 (4.47%) Unix
1 8 (4.47%) Windows
2 4 (2.23%) Linux
3 3 (1.68%) Windows Server
Processes & Methodologies
1 91 (50.84%) Business Intelligence
2 52 (29.05%) Agile Software Development
3 38 (21.23%) ETL
3 38 (21.23%) Logical Data Model
4 34 (18.99%) Analytics
5 33 (18.44%) Data Analysis
6 32 (17.88%) Stakeholder Management
7 31 (17.32%) Physical Data Model
8 26 (14.53%) Scrum
9 25 (13.97%) Data Management
10 21 (11.73%) Data Governance
11 19 (10.61%) Asset Management
12 16 (8.94%) Business Analysis
12 16 (8.94%) Dimensional Modelling
13 14 (7.82%) Business Development
13 14 (7.82%) Data Analytics
13 14 (7.82%) ETL Development
13 14 (7.82%) Project Management
13 14 (7.82%) UML
14 13 (7.26%) Data Visualisation
Programming Languages
1 98 (54.75%) SQL
2 43 (24.02%) PL/SQL
3 15 (8.38%) Java
4 12 (6.70%) JavaScript
5 11 (6.15%) Perl
6 10 (5.59%) Python
7 9 (5.03%) C#
8 6 (3.35%) T-SQL
9 5 (2.79%) Jython
9 5 (2.79%) PowerShell
10 4 (2.23%) C++
10 4 (2.23%) Shell Script
11 3 (1.68%) R
12 2 (1.12%) VBA
13 1 (0.56%) VB.NET
Qualifications
1 24 (13.41%) Degree
2 6 (3.35%) Security Cleared
3 5 (2.79%) CCA
3 5 (2.79%) OCA
3 5 (2.79%) Oracle Certification
4 1 (0.56%) ISEB
4 1 (0.56%) ISTQB
4 1 (0.56%) ITIL Certification
Quality Assurance & Compliance
1 17 (9.50%) Data Quality
2 5 (2.79%) QA
3 1 (0.56%) IAS 39
Vendors
1 76 (42.46%) Oracle
2 23 (12.85%) Informatica
3 18 (10.06%) Cognos
4 17 (9.50%) Tableau
5 13 (7.26%) Microsoft
5 13 (7.26%) Sybase
6 12 (6.70%) Teradata
7 7 (3.91%) MicroStrategy
8 4 (2.23%) Google
9 3 (1.68%) Thunderhead
10 2 (1.12%) SAP
11 1 (0.56%) Ab Initio
11 1 (0.56%) CA
11 1 (0.56%) Cloudera
11 1 (0.56%) Hyperion
11 1 (0.56%) Kofax
11 1 (0.56%) Laserfiche
11 1 (0.56%) Perforce
11 1 (0.56%) ServiceNow
11 1 (0.56%) Twitter
Edinburgh, Midlothian
Harvey Nash plc
Posted: 4 days ago
Edinburgh, Midlothian
Experis Ltd
Salary: £30000.00 - £40000.00 per annum
Posted: 6 days ago
Edinburgh, Midlothian
Tesco Bank
Salary: £Competitive
Posted: 8 days ago
Edinburgh
Lawrence Harvey
Salary: £60000.00 - £70000.00 per annum + pension, bonus, health care
Posted: 11 days ago
Glasgow
JP Morgan Glasgow
Salary: Competitive
Posted: 11 days ago
Glasgow City Centre
JP Morgan Glasgow
Salary: Competitive + full benefits
Posted: 21 days ago