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

3 months to
30 Aug 2016
Same period 2015 Same period 2014
Data Modelling
Rank 74 100 62
Rank change year-on-year
+26 -38
Permanent jobs citing Data Modelling 77 68 125
As % of all permanent IT jobs located in Scotland 2.79% 2.10% 3.40%
As % of the Processes & Methodologies category 3.11% 2.33% 3.94%
Number of salaries quoted 58 50 58
Median salary £52,500 £47,500 £42,500
Median salary % change year-on-year
+10.52% +11.76%
90% offered a salary of more than £42,250 £35,000 £37,500
10% offered a salary of more than £70,400 £69,000 £59,000
UK excluding London median salary £47,500 £47,500 £45,000
% change year-on-year
- +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
2473 2924 3173
As % of all permanent IT jobs located in Scotland 89.70% 90.33% 86.22%
Number of salaries quoted 1486 1847 2065
Median salary £45,000 £45,000 £42,000
Median salary % change year-on-year
- +7.14%
90% offered a salary of more than £30,000 £32,000 £30,000
10% offered a salary of more than £65,000 £60,000 £65,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

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 30 August 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 30 August 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 +18 51 £53,750 +13.15% 2
Glasgow -2 23 £45,000 -5.26% 1
Aberdeen +2 2 £47,500 -
West Lothian - 2 £45,000 -
Stirling +9 1 - -
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in Scotland

For the 6 months to 30 August 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 78 (49.06%) SQL
2 70 (44.03%) Finance
3 69 (43.40%) Business Intelligence
4 67 (42.14%) Oracle
5 60 (37.74%) Agile Software Development
6 47 (29.56%) Analytical Skills
7 44 (27.67%) Data Warehouse
8 41 (25.79%) ETL
9 36 (22.64%) Retail
10 34 (21.38%) SQL Server
10 34 (21.38%) Analytics
11 33 (20.75%) Logical Data Model
11 33 (20.75%) Scrum
12 32 (20.13%) Banking
13 31 (19.50%) Big Data
14 29 (18.24%) Physical Data Model
15 27 (16.98%) PL/SQL
15 27 (16.98%) Stakeholder Management
16 24 (15.09%) Microsoft
17 22 (13.84%) Relational Database
17 22 (13.84%) Data Governance
18 21 (13.21%) Data Architecture
19 20 (12.58%) Perl
20 19 (11.95%) XML
20 19 (11.95%) Oracle Reports
20 19 (11.95%) Informatica
20 19 (11.95%) QlikView
21 18 (11.32%) Data Management
21 18 (11.32%) SQL Server Integration Services
21 18 (11.32%) REST

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 16 (10.06%) SAS
2 6 (3.77%) BizTalk Server
2 6 (3.77%) IIS
3 5 (3.14%) GemFire
3 5 (3.14%) MQSeries
4 1 (0.63%) Apache Spark
4 1 (0.63%) WebSphere
Applications
1 17 (10.69%) SPSS
2 13 (8.18%) MS Excel
3 7 (4.40%) MS Visio
4 2 (1.26%) MS PowerPoint
4 2 (1.26%) MS Project
5 1 (0.63%) MS Office
Business Applications
1 13 (8.18%) Oracle 11i
1 13 (8.18%) Oracle EBS R12
2 12 (7.55%) Oracle EBS
3 11 (6.92%) Oracle Applications
4 2 (1.26%) Cognos Business Intelligence
4 2 (1.26%) Cognos TM1
5 1 (0.63%) Oracle ERP
5 1 (0.63%) SAP BPC
Cloud Services
1 3 (1.89%) Google Analytics
2 1 (0.63%) Google Cloud Platform
2 1 (0.63%) Microsoft Azure
Communications & Networking
1 5 (3.14%) Internet
Database & Business Intelligence
1 44 (27.67%) Data Warehouse
2 34 (21.38%) SQL Server
3 31 (19.50%) Big Data
4 22 (13.84%) Relational Database
5 19 (11.95%) Oracle Reports
5 19 (11.95%) QlikView
6 18 (11.32%) Oracle Database
6 18 (11.32%) SQL Server Integration Services
7 16 (10.06%) OLAP
8 13 (8.18%) Hadoop
8 13 (8.18%) Oracle Database 10g
9 12 (7.55%) Apache Hive
9 12 (7.55%) HBase
9 12 (7.55%) Oracle BI Publisher
9 12 (7.55%) Oracle OLAP
10 11 (6.92%) RDBMS
10 11 (6.92%) SQL Server Reporting Services
11 7 (4.40%) BusinessObjects
11 7 (4.40%) Data Mart
11 7 (4.40%) SQL Server Analysis Services
Development Applications
1 13 (8.18%) JIRA
1 13 (8.18%) Oracle Forms
2 12 (7.55%) JDeveloper
3 9 (5.66%) JUnit
4 5 (3.14%) Ant
4 5 (3.14%) Cucumber
4 5 (3.14%) ERwin
4 5 (3.14%) HP UFT
4 5 (3.14%) Jenkins
4 5 (3.14%) Maven
4 5 (3.14%) Selenium
4 5 (3.14%) Subversion
4 5 (3.14%) Visual Studio
5 3 (1.89%) Git (software)
5 3 (1.89%) IntelliJ
5 3 (1.89%) Team Foundation Server
6 1 (0.63%) Oracle APEX
6 1 (0.63%) Talend Open Studio
General
1 70 (44.03%) Finance
2 36 (22.64%) Retail
3 32 (20.13%) Banking
4 16 (10.06%) Games
5 12 (7.55%) Telecoms
6 10 (6.29%) Private Banking
7 8 (5.03%) Marketing
8 5 (3.14%) Financial Institution
9 3 (1.89%) Legal
10 2 (1.26%) Law
11 1 (0.63%) Retail Banking
Job Titles
1 36 (22.64%) Analyst
2 35 (22.01%) Developer
3 22 (13.84%) Architect
4 17 (10.69%) Business Analyst
4 17 (10.69%) Data Manager
5 16 (10.06%) Data Architect
6 15 (9.43%) Oracle Developer
7 12 (7.55%) Analytics Manager
7 12 (7.55%) Applications Developer
7 12 (7.55%) Business Intelligence Manager
7 12 (7.55%) Data Analytics Manager
7 12 (7.55%) Oracle Applications Developer
8 10 (6.29%) Data Modeller
8 10 (6.29%) PMO Manager
9 9 (5.66%) Consultant
10 8 (5.03%) Analyst Programmer
10 8 (5.03%) Business Intelligence Developer
10 8 (5.03%) Programmer
10 8 (5.03%) Technical Leader
11 7 (4.40%) Data Analyst
Libraries, Frameworks & Software Standards
1 19 (11.95%) XML
2 18 (11.32%) REST
3 13 (8.18%) .NET
4 10 (6.29%) Spring
5 9 (5.66%) ASP.NET
6 8 (5.03%) JSON
7 7 (4.40%) J2EE
8 6 (3.77%) CSS
8 6 (3.77%) HTML
9 5 (3.14%) .NET Framework
9 5 (3.14%) Drools
9 5 (3.14%) Ehcache
9 5 (3.14%) Ext JS
9 5 (3.14%) JMS
9 5 (3.14%) SOAP
10 4 (2.52%) AngularJS
10 4 (2.52%) MDX
10 4 (2.52%) XML Schema
11 3 (1.89%) JSP
11 3 (1.89%) Web Services
Miscellaneous
1 47 (29.56%) Analytical Skills
2 13 (8.18%) Credit Risk
2 13 (8.18%) Data Integration
2 13 (8.18%) Visualisation
3 7 (4.40%) Enterprise Software
3 7 (4.40%) Management Information System
4 6 (3.77%) User Experience
5 4 (2.52%) Data Centre
6 3 (1.89%) Computer Science
6 3 (1.89%) Derivative
6 3 (1.89%) Equity Derivative
6 3 (1.89%) OTC Derivatives
7 1 (0.63%) CMDB
7 1 (0.63%) Data Structures
7 1 (0.63%) Mobile App
Operating Systems
1 15 (9.43%) Windows
2 8 (5.03%) Unix
3 5 (3.14%) Windows Server
4 4 (2.52%) Linux
Processes & Methodologies
1 69 (43.40%) Business Intelligence
2 60 (37.74%) Agile Software Development
3 41 (25.79%) ETL
4 34 (21.38%) Analytics
5 33 (20.75%) Logical Data Model
5 33 (20.75%) Scrum
6 29 (18.24%) Physical Data Model
7 27 (16.98%) Stakeholder Management
8 22 (13.84%) Data Governance
9 21 (13.21%) Data Architecture
10 18 (11.32%) Data Analytics
10 18 (11.32%) Data Management
11 16 (10.06%) Performance Tuning
11 16 (10.06%) Software Engineering
12 15 (9.43%) Kanban
13 14 (8.81%) Mentoring
13 14 (8.81%) SDLC
13 14 (8.81%) SOA
13 14 (8.81%) UML
14 13 (8.18%) Data Visualisation
Programming Languages
1 78 (49.06%) SQL
2 27 (16.98%) PL/SQL
3 20 (12.58%) Perl
4 16 (10.06%) JavaScript
5 15 (9.43%) C#
5 15 (9.43%) Java
6 12 (7.55%) Python
6 12 (7.55%) Shell Script
7 11 (6.92%) PowerShell
8 9 (5.66%) C++
9 7 (4.40%) T-SQL
10 5 (3.14%) Jython
11 4 (2.52%) R
12 2 (1.26%) VBA
13 1 (0.63%) VB.NET
Qualifications
1 17 (10.69%) Degree
2 6 (3.77%) Security Cleared
3 5 (3.14%) CCA
4 1 (0.63%) CISA
4 1 (0.63%) CISM
4 1 (0.63%) CISSP
4 1 (0.63%) CRISC
4 1 (0.63%) ISEB
4 1 (0.63%) ISTQB
4 1 (0.63%) ITIL Certification
Quality Assurance & Compliance
1 16 (10.06%) Data Quality
2 4 (2.52%) QA
3 1 (0.63%) IAS 39
3 1 (0.63%) ISO/IEC 27001
3 1 (0.63%) PCI DSS
Vendors
1 67 (42.14%) Oracle
2 24 (15.09%) Microsoft
3 19 (11.95%) Informatica
4 12 (7.55%) Sybase
5 10 (6.29%) Cognos
5 10 (6.29%) Tableau
6 7 (4.40%) MicroStrategy
6 7 (4.40%) Teradata
7 5 (3.14%) Pega
8 3 (1.89%) Google
8 3 (1.89%) IBM
8 3 (1.89%) SAP
8 3 (1.89%) Thunderhead
9 2 (1.26%) Hyperion
10 1 (0.63%) Ab Initio
10 1 (0.63%) HP
10 1 (0.63%) Perforce
10 1 (0.63%) Remedy
10 1 (0.63%) Sun
10 1 (0.63%) Twitter
Glasgow, Lanarkshire
McGregor Boyall
Posted: 4 days ago