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

3 months to
24 Jul 2016
Same period 2015 Same period 2014
Data Modelling
Rank 79 98 71
Rank change year-on-year
+19 -27
Permanent jobs citing Data Modelling 80 72 119
As % of all permanent IT jobs located in Scotland 2.81% 2.26% 3.28%
As % of the Processes & Methodologies category 3.11% 2.50% 3.80%
Number of salaries quoted 55 44 57
Median salary £48,500 £46,500 £45,000
Median salary % change year-on-year
+4.30% +3.33%
90% offered a salary of more than £40,853 £35,900 £37,500
10% offered a salary of more than £65,000 £66,600 £70,000
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
2575 2883 3134
As % of all permanent IT jobs located in Scotland 90.41% 90.35% 86.38%
Number of salaries quoted 1445 1836 2114
Median salary £45,000 £43,000 £42,500
Median salary % change year-on-year
+4.65% +1.17%
90% offered a salary of more than £30,000 £32,000 £30,000
10% offered a salary of more than £62,500 £60,000 £62,000
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 24 July 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 24 July 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 +22 50 £52,500 +16.66% 5
Glasgow -15 29 £45,000 -5.26% 3
Aberdeen +1 1 - - 1
Fife - 1 £33,500 -
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in Scotland

For the 6 months to 24 July 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 93 (54.71%) SQL
2 81 (47.65%) Business Intelligence
3 71 (41.76%) Oracle
4 69 (40.59%) Finance
5 60 (35.29%) Agile Software Development
6 46 (27.06%) Analytical Skills
7 42 (24.71%) Data Warehouse
7 42 (24.71%) Banking
8 40 (23.53%) ETL
9 35 (20.59%) SQL Server
10 34 (20.00%) PL/SQL
10 34 (20.00%) Logical Data Model
11 33 (19.41%) Analytics
12 32 (18.82%) Oracle Database
13 31 (18.24%) Scrum
14 30 (17.65%) Retail
15 29 (17.06%) Physical Data Model
16 27 (15.88%) Stakeholder Management
17 26 (15.29%) Oracle Reports
17 26 (15.29%) Big Data
18 24 (14.12%) Oracle Database 10g
18 24 (14.12%) XML
18 24 (14.12%) Data Analysis
19 23 (13.53%) Degree
19 23 (13.53%) QlikView
19 23 (13.53%) Microsoft
19 23 (13.53%) Data Governance
20 21 (12.35%) SAS
20 21 (12.35%) Data Management
21 20 (11.76%) SQL Server Integration Services

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 21 (12.35%) SAS
2 5 (2.94%) BizTalk Server
2 5 (2.94%) GemFire
2 5 (2.94%) IIS
2 5 (2.94%) MQSeries
3 4 (2.35%) Oracle Spatial
4 3 (1.76%) WebLogic
5 1 (0.59%) Alfresco
5 1 (0.59%) Apache Spark
5 1 (0.59%) Documentum
5 1 (0.59%) FileNet
5 1 (0.59%) WebSphere
Applications
1 17 (10.00%) MS Excel
2 16 (9.41%) SPSS
3 8 (4.71%) MS Visio
4 7 (4.12%) MS PowerPoint
5 2 (1.18%) MS Office
5 2 (1.18%) MS Project
6 1 (0.59%) DOC1
Business Applications
1 16 (9.41%) Oracle 11i
1 16 (9.41%) Oracle EBS
1 16 (9.41%) Oracle EBS R12
2 15 (8.82%) Oracle Applications
3 2 (1.18%) Cognos Business Intelligence
3 2 (1.18%) Cognos TM1
4 1 (0.59%) SAP BPC
Cloud Services
1 3 (1.76%) Google Analytics
2 1 (0.59%) Google Cloud Platform
2 1 (0.59%) Microsoft Azure
Communications & Networking
1 5 (2.94%) Internet
Database & Business Intelligence
1 42 (24.71%) Data Warehouse
2 35 (20.59%) SQL Server
3 32 (18.82%) Oracle Database
4 26 (15.29%) Big Data
4 26 (15.29%) Oracle Reports
5 24 (14.12%) Oracle Database 10g
6 23 (13.53%) QlikView
7 20 (11.76%) SQL Server Integration Services
8 16 (9.41%) Oracle BI Publisher
8 16 (9.41%) Relational Database
9 15 (8.82%) BusinessObjects
10 11 (6.47%) Hadoop
10 11 (6.47%) OLAP
10 11 (6.47%) RDBMS
10 11 (6.47%) SQL Server Reporting Services
11 8 (4.71%) Apache Hive
11 8 (4.71%) HBase
11 8 (4.71%) Oracle Database 11g
11 8 (4.71%) Oracle ODI
11 8 (4.71%) Oracle OLAP
Development Applications
1 20 (11.76%) JDeveloper
1 20 (11.76%) Oracle Forms
2 13 (7.65%) JIRA
3 9 (5.29%) JUnit
4 5 (2.94%) Ant
4 5 (2.94%) Cucumber
4 5 (2.94%) HP UFT
4 5 (2.94%) Jenkins
4 5 (2.94%) Maven
4 5 (2.94%) Oracle APEX
4 5 (2.94%) Selenium
4 5 (2.94%) Subversion
4 5 (2.94%) Visual Studio
5 4 (2.35%) Toad
6 3 (1.76%) Git (software)
6 3 (1.76%) IntelliJ
6 3 (1.76%) Team Foundation Server
General
1 69 (40.59%) Finance
2 42 (24.71%) Banking
3 30 (17.65%) Retail
4 14 (8.24%) Games
5 10 (5.88%) Private Banking
6 8 (4.71%) Telecoms
7 6 (3.53%) Marketing
8 5 (2.94%) Financial Institution
9 3 (1.76%) Legal
10 2 (1.18%) Law
Job Titles
1 44 (25.88%) Analyst
1 44 (25.88%) Developer
2 24 (14.12%) Business Analyst
3 23 (13.53%) Oracle Developer
4 19 (11.18%) Architect
5 18 (10.59%) Consultant
6 17 (10.00%) Data Manager
7 16 (9.41%) Applications Developer
7 16 (9.41%) Oracle Applications Developer
8 12 (7.06%) Analytics Manager
8 12 (7.06%) Business Intelligence Manager
8 12 (7.06%) Data Analytics Manager
8 12 (7.06%) Data Architect
9 10 (5.88%) Business Consultant
9 10 (5.88%) Business Intelligence Consultant
9 10 (5.88%) Data Analyst
9 10 (5.88%) Senior Analyst
10 9 (5.29%) Analyst Programmer
10 9 (5.29%) Programmer
10 9 (5.29%) Senior Business Analyst
Libraries, Frameworks & Software Standards
1 24 (14.12%) XML
2 15 (8.82%) REST
3 12 (7.06%) .NET
4 10 (5.88%) CSS
4 10 (5.88%) HTML
4 10 (5.88%) SOAP
4 10 (5.88%) Spring
5 8 (4.71%) ASP.NET
5 8 (4.71%) JSON
5 8 (4.71%) Web Services
6 7 (4.12%) J2EE
7 5 (2.94%) .NET Framework
7 5 (2.94%) Drools
7 5 (2.94%) Ehcache
7 5 (2.94%) Ext JS
7 5 (2.94%) JMS
8 4 (2.35%) AngularJS
8 4 (2.35%) XML Schema
9 3 (1.76%) XSD
9 3 (1.76%) XSLT
Miscellaneous
1 46 (27.06%) Analytical Skills
2 18 (10.59%) Management Information System
3 13 (7.65%) Visualisation
4 12 (7.06%) Credit Risk
5 10 (5.88%) Data Integration
6 9 (5.29%) Enterprise Software
7 8 (4.71%) User Experience
8 6 (3.53%) Computer Science
9 4 (2.35%) Data Centre
10 3 (1.76%) Derivative
10 3 (1.76%) Equity Derivative
10 3 (1.76%) OTC Derivatives
11 2 (1.18%) Taxonomies
11 2 (1.18%) Virtual Team
12 1 (0.59%) CMDB
12 1 (0.59%) Data Structures
12 1 (0.59%) Mobile App
Operating Systems
1 14 (8.24%) Windows
2 8 (4.71%) Unix
3 5 (2.94%) Windows Server
4 4 (2.35%) Linux
Processes & Methodologies
1 81 (47.65%) Business Intelligence
2 60 (35.29%) Agile Software Development
3 40 (23.53%) ETL
4 34 (20.00%) Logical Data Model
5 33 (19.41%) Analytics
6 31 (18.24%) Scrum
7 29 (17.06%) Physical Data Model
8 27 (15.88%) Stakeholder Management
9 24 (14.12%) Data Analysis
10 23 (13.53%) Data Governance
11 21 (12.35%) Data Management
12 18 (10.59%) Asset Management
13 17 (10.00%) Data Analytics
13 17 (10.00%) UML
14 16 (9.41%) Data Architecture
14 16 (9.41%) SOA
15 15 (8.82%) Mentoring
15 15 (8.82%) Project Management
16 14 (8.24%) Business Development
17 13 (7.65%) Data Visualisation
Programming Languages
1 93 (54.71%) SQL
2 34 (20.00%) PL/SQL
3 19 (11.18%) JavaScript
4 16 (9.41%) Perl
5 14 (8.24%) C#
5 14 (8.24%) Java
6 11 (6.47%) Python
7 10 (5.88%) PowerShell
8 8 (4.71%) C++
8 8 (4.71%) Shell Script
9 6 (3.53%) T-SQL
10 5 (2.94%) Jython
11 3 (1.76%) R
12 2 (1.18%) VBA
13 1 (0.59%) VB.NET
Qualifications
1 23 (13.53%) Degree
2 7 (4.12%) Security Cleared
3 5 (2.94%) CCA
4 4 (2.35%) OCA
4 4 (2.35%) Oracle Certification
5 1 (0.59%) CISA
5 1 (0.59%) CISM
5 1 (0.59%) CISSP
5 1 (0.59%) CRISC
5 1 (0.59%) ISEB
5 1 (0.59%) ISTQB
5 1 (0.59%) ITIL Certification
Quality Assurance & Compliance
1 16 (9.41%) Data Quality
2 4 (2.35%) QA
3 1 (0.59%) IAS 39
3 1 (0.59%) ISO/IEC 27001
Vendors
1 71 (41.76%) Oracle
2 23 (13.53%) Microsoft
3 20 (11.76%) Informatica
4 16 (9.41%) Cognos
4 16 (9.41%) Tableau
5 13 (7.65%) Sybase
6 8 (4.71%) Teradata
7 7 (4.12%) MicroStrategy
8 3 (1.76%) Google
8 3 (1.76%) SAP
8 3 (1.76%) Thunderhead
9 2 (1.18%) IBM
10 1 (0.59%) Ab Initio
10 1 (0.59%) Cloudera
10 1 (0.59%) Hyperion
10 1 (0.59%) Kofax
10 1 (0.59%) Laserfiche
10 1 (0.59%) Perforce
10 1 (0.59%) ServiceNow
10 1 (0.59%) Twitter
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