The table below looks at the statistics for Data Modelling skills in IT jobs advertised for the Edinburgh region. Included is a guide to the average salaries offered in IT jobs that have cited Data Modelling over the 3 months to 1 May 2016 with a comparison to the same period in the previous 2 years.

3 months to
1 May 2016
Same period 2015 Same period 2014
Data Modeling
Rank 48 47 63
Rank change year-on-year
-1 +16
Permanent jobs citing Data Modelling 47 57 48
As % of all permanent IT jobs located in Edinburgh 3.62% 4.12% 2.92%
As % of the Processes & Methodologies category 4.02% 4.66% 3.34%
Number of salaries quoted 26 45 21
Average salary £51,250 £44,000 £55,000
Average salary % change year-on-year
+16.47% -20.00%
90% offered a salary of more than £43,750 £38,500 £29,000
10% offered a salary of more than £77,000 £66,500 £80,000
UK excluding London average salary £47,500 £47,500 £45,000
% change year-on-year
- +5.55%
Data Modelling
Scotland

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the Edinburgh region.

Processes & Methodologies Category
Edinburgh
Permanent IT job ads with a match in the
Processes & Methodologies category
1169 1223 1437
As % of all permanent IT jobs located in Edinburgh 90.13% 88.43% 87.52%
Number of salaries quoted 753 730 931
Average salary £47,500 £45,000 £42,500
Average salary % change year-on-year
+5.55% +5.88%
90% offered a salary of more than £32,500 £32,500 £30,000
10% offered a salary of more than £67,500 £60,000 £60,000
UK excluding London average salary £45,000 £44,000 £42,500
% change year-on-year
+2.27% +3.52%

Data Modelling
Jobs Demand Trend in Edinburgh

This chart provides a 3-month moving total of permanent IT jobs citing Data Modelling across the Edinburgh region as a proportion of the total demand within the Processes & Methodologies category.

Data Modelling Jobs Demand Trend in Edinburgh

Data Modelling
Salary Trend in Edinburgh

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Modelling across the Edinburgh region.

Data Modelling Salary Trend in Edinburgh

Data Modelling
Salary Histogram in Edinburgh

This chart provides a salary histogram for IT jobs citing Data Modelling across the Edinburgh region over the 3 months to 1 May 2016.

Data Modelling Salary Histogram in Edinburgh

Data Modelling
Top 30 Related IT Skills in Edinburgh

For the 6 months to 1 May 2016, IT jobs across the Edinburgh 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 65 (65.00%) Oracle
2 58 (58.00%) Business Intelligence
3 56 (56.00%) Oracle Database
4 55 (55.00%) SQL
5 51 (51.00%) Oracle Database 10g
6 46 (46.00%) PL/SQL
7 41 (41.00%) Finance
8 39 (39.00%) Data Warehouse
9 31 (31.00%) ETL
9 31 (31.00%) Banking
10 30 (30.00%) Analytical Skills
11 29 (29.00%) Oracle Database 11g
12 27 (27.00%) Oracle Forms
12 27 (27.00%) Oracle Reports
13 26 (26.00%) Stakeholder Management
14 25 (25.00%) Data Analysis
14 25 (25.00%) JDeveloper
15 24 (24.00%) BusinessObjects
15 24 (24.00%) XML
15 24 (24.00%) Agile Software Development
16 22 (22.00%) Informatica
16 22 (22.00%) Oracle 11i
16 22 (22.00%) Oracle Applications
16 22 (22.00%) Oracle EBS
16 22 (22.00%) Oracle EBS R12
16 22 (22.00%) Logical Data Model
16 22 (22.00%) Physical Data Model
16 22 (22.00%) Oracle BI Publisher
17 21 (21.00%) Oracle ODI
17 21 (21.00%) ETL Development

Data Modelling
Top Related IT Skills in Edinburgh by Category

For the 6 months to 1 May 2016, IT jobs across the Edinburgh 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 19 (19.00%) SAS
2 5 (5.00%) Oracle Spatial
3 2 (2.00%) Apache
3 2 (2.00%) Node.js
4 1 (1.00%) Alfresco
4 1 (1.00%) Documentum
4 1 (1.00%) FileNet
Applications
1 14 (14.00%) MS PowerPoint
2 6 (6.00%) MS Excel
2 6 (6.00%) SPSS
3 5 (5.00%) MS Visio
4 1 (1.00%) DOC1
Business Applications
1 22 (22.00%) Oracle 11i
1 22 (22.00%) Oracle Applications
1 22 (22.00%) Oracle EBS
1 22 (22.00%) Oracle EBS R12
2 1 (1.00%) SAP MDM
Cloud Services
1 1 (1.00%) Google Analytics
Communications & Networking
1 1 (1.00%) Firewall
1 1 (1.00%) Network Security
Database & Business Intelligence
1 56 (56.00%) Oracle Database
2 51 (51.00%) Oracle Database 10g
3 39 (39.00%) Data Warehouse
4 29 (29.00%) Oracle Database 11g
5 27 (27.00%) Oracle Reports
6 24 (24.00%) BusinessObjects
7 22 (22.00%) Oracle BI Publisher
8 21 (21.00%) Oracle ODI
9 20 (20.00%) PowerCenter
10 16 (16.00%) BODI
10 16 (16.00%) DataStage
11 12 (12.00%) QlikView
12 10 (10.00%) Oracle BI EE
13 9 (9.00%) RDBMS
13 9 (9.00%) Relational Database
14 8 (8.00%) Hadoop
14 8 (8.00%) SQL Server
15 6 (6.00%) Big Data
16 5 (5.00%) BusinessObjects XI
17 3 (3.00%) MongoDB
Development Applications
1 27 (27.00%) Oracle Forms
2 25 (25.00%) JDeveloper
3 11 (11.00%) JIRA
4 5 (5.00%) Oracle APEX
4 5 (5.00%) Toad
5 2 (2.00%) Selenium
6 1 (1.00%) Team Foundation Server
6 1 (1.00%) Visual Studio
General
1 41 (41.00%) Finance
2 31 (31.00%) Banking
3 8 (8.00%) Financial Institution
4 6 (6.00%) Retail
5 2 (2.00%) Law
Job Titles
1 41 (41.00%) Developer
2 27 (27.00%) Oracle Developer
3 23 (23.00%) Consultant
4 21 (21.00%) Analyst
5 19 (19.00%) Applications Developer
5 19 (19.00%) Oracle Applications Developer
6 17 (17.00%) Business Intelligence Consultant
7 14 (14.00%) Business Analyst
8 13 (13.00%) Business Consultant
9 11 (11.00%) QlikView Developer
10 8 (8.00%) Senior Developer
11 6 (6.00%) Analytics Manager
11 6 (6.00%) Business Intelligence Manager
11 6 (6.00%) Data Analytics Manager
11 6 (6.00%) Data Manager
11 6 (6.00%) E-Business Developer
11 6 (6.00%) Senior QlikView Developer
12 5 (5.00%) Development Consultant
12 5 (5.00%) ETL Consultant
12 5 (5.00%) Oracle Consultant
Libraries, Frameworks & Software Standards
1 24 (24.00%) XML
2 8 (8.00%) .NET
3 7 (7.00%) CSS
3 7 (7.00%) HTML
4 5 (5.00%) SOAP
4 5 (5.00%) Web Services
5 2 (2.00%) Ajax
5 2 (2.00%) AngularJS
5 2 (2.00%) Backbone.js
5 2 (2.00%) Ember.js
5 2 (2.00%) HTML5
5 2 (2.00%) jQuery
5 2 (2.00%) LAMP
5 2 (2.00%) React
6 1 (1.00%) CGI
6 1 (1.00%) Ext JS
6 1 (1.00%) JSON
6 1 (1.00%) RESTful
Miscellaneous
1 30 (30.00%) Analytical Skills
2 18 (18.00%) Management Information System
3 7 (7.00%) Visualisation
4 6 (6.00%) Computer Science
4 6 (6.00%) Credit Risk
5 3 (3.00%) Data Integration
6 2 (2.00%) Data Centre
6 2 (2.00%) User Experience
7 1 (1.00%) Mobile App
Operating Systems
1 2 (2.00%) Linux
Processes & Methodologies
1 58 (58.00%) Business Intelligence
2 31 (31.00%) ETL
3 26 (26.00%) Stakeholder Management
4 25 (25.00%) Data Analysis
5 24 (24.00%) Agile Software Development
6 22 (22.00%) Logical Data Model
6 22 (22.00%) Physical Data Model
7 21 (21.00%) ETL Development
8 20 (20.00%) Dimensional Modelling
9 18 (18.00%) Scrum
10 17 (17.00%) Analytics
11 15 (15.00%) Data Governance
11 15 (15.00%) Data Management
12 14 (14.00%) Business Analysis
13 13 (13.00%) Dashboard Development
14 12 (12.00%) Asset Management
15 11 (11.00%) Workflow
16 9 (9.00%) Use Case
17 8 (8.00%) Business Development
17 8 (8.00%) Technical Analysis
Programming Languages
1 55 (55.00%) SQL
2 46 (46.00%) PL/SQL
3 10 (10.00%) Java
4 7 (7.00%) JavaScript
5 2 (2.00%) Python
5 2 (2.00%) VBA
6 1 (1.00%) C#
Qualifications
1 12 (12.00%) Degree
2 5 (5.00%) OCA
2 5 (5.00%) Oracle Certification
3 3 (3.00%) Security Cleared
4 1 (1.00%) ISEB
4 1 (1.00%) ISTQB
Quality Assurance & Compliance
1 3 (3.00%) Data Quality
2 1 (1.00%) IAS 39
2 1 (1.00%) QA
Vendors
1 65 (65.00%) Oracle
2 22 (22.00%) Informatica
3 18 (18.00%) Cognos
3 18 (18.00%) Tableau
4 16 (16.00%) Teradata
5 2 (2.00%) Microsoft
6 1 (1.00%) Ab Initio
6 1 (1.00%) Google
6 1 (1.00%) Hyperion
6 1 (1.00%) Kofax
6 1 (1.00%) Laserfiche
6 1 (1.00%) SAP
6 1 (1.00%) Twitter
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