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 salaries offered in IT jobs that have cited Data Modelling over the 3 months to 25 May 2016 with a comparison to the same period over the previous 2 years.

3 months to
25 May 2016
Same period 2015 Same period 2014
Data Modelling
Rank 48 51 72
Rank change year-on-year
+3 +21
Permanent jobs citing Data Modelling 46 47 44
As % of all permanent IT jobs located in Edinburgh 3.72% 3.61% 2.80%
As % of the Processes & Methodologies category 4.10% 4.07% 3.18%
Number of salaries quoted 30 34 21
Median salary £50,000 £44,000 £56,500
Median salary % change year-on-year
+13.63% -22.12%
90% offered a salary of more than £42,500 £38,500 £29,000
10% offered a salary of more than £77,000 £59,250 £80,000
UK excluding London median salary £47,500 £45,000 £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
1123 1154 1384
As % of all permanent IT jobs located in Edinburgh 90.93% 88.70% 87.98%
Number of salaries quoted 680 693 899
Median salary £47,500 £45,000 £43,000
Median salary % change year-on-year
+5.55% +4.65%
90% offered a salary of more than £30,000 £32,500 £30,000
10% offered a salary of more than £70,000 £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 Edinburgh

The demand trend of job ads across the Edinburgh 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 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 25 May 2016.

Data Modelling Salary Histogram in Edinburgh

Data Modelling
Top 30 Related IT Skills in Edinburgh

For the 6 months to 25 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 Edinburgh region with a requirement for Data Modelling.

1 67 (62.04%) Oracle
2 64 (59.26%) Business Intelligence
3 59 (54.63%) SQL
4 53 (49.07%) Oracle Database
5 48 (44.44%) Oracle Database 10g
6 44 (40.74%) Finance
7 43 (39.81%) PL/SQL
8 41 (37.96%) Data Warehouse
9 36 (33.33%) Banking
10 34 (31.48%) Analytical Skills
11 33 (30.56%) ETL
12 29 (26.85%) Stakeholder Management
13 28 (25.93%) Agile Software Development
14 27 (25.00%) Oracle Database 11g
15 26 (24.07%) JDeveloper
15 26 (24.07%) Oracle Forms
15 26 (24.07%) Oracle Reports
16 25 (23.15%) Data Analysis
16 25 (23.15%) Analytics
17 24 (22.22%) BusinessObjects
17 24 (22.22%) SAS
18 23 (21.30%) Informatica
19 22 (20.37%) XML
19 22 (20.37%) Logical Data Model
19 22 (20.37%) Physical Data Model
20 21 (19.44%) Oracle BI Publisher
20 21 (19.44%) Oracle ODI
20 21 (19.44%) ETL Development
20 21 (19.44%) Oracle EBS R12
20 21 (19.44%) Tableau

Data Modelling
Top Related IT Skills in Edinburgh 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 24 (22.22%) SAS
2 5 (4.63%) Oracle Spatial
3 1 (0.93%) Alfresco
3 1 (0.93%) Apache
3 1 (0.93%) Documentum
3 1 (0.93%) FileNet
3 1 (0.93%) Node.js
3 1 (0.93%) WebSphere
Applications
1 14 (12.96%) MS PowerPoint
2 11 (10.19%) SPSS
3 9 (8.33%) MS Excel
4 5 (4.63%) MS Visio
5 1 (0.93%) DOC1
Business Applications
1 21 (19.44%) Oracle 11i
1 21 (19.44%) Oracle Applications
1 21 (19.44%) Oracle EBS
1 21 (19.44%) Oracle EBS R12
Cloud Services
1 4 (3.70%) Google Analytics
2 1 (0.93%) Google Cloud Platform
Communications & Networking
1 1 (0.93%) Network Security
Database & Business Intelligence
1 53 (49.07%) Oracle Database
2 48 (44.44%) Oracle Database 10g
3 41 (37.96%) Data Warehouse
4 27 (25.00%) Oracle Database 11g
5 26 (24.07%) Oracle Reports
6 24 (22.22%) BusinessObjects
7 21 (19.44%) Oracle BI Publisher
7 21 (19.44%) Oracle ODI
8 20 (18.52%) PowerCenter
9 16 (14.81%) BODI
9 16 (14.81%) DataStage
9 16 (14.81%) SQL Server
10 12 (11.11%) Big Data
11 11 (10.19%) QlikView
12 10 (9.26%) Oracle BI EE
13 9 (8.33%) Hadoop
14 6 (5.56%) RDBMS
14 6 (5.56%) Relational Database
15 5 (4.63%) SQL Server Integration Services
15 5 (4.63%) SQL Server Reporting Services
Development Applications
1 26 (24.07%) JDeveloper
1 26 (24.07%) Oracle Forms
2 9 (8.33%) JIRA
3 5 (4.63%) Oracle APEX
3 5 (4.63%) Toad
4 4 (3.70%) Team Foundation Server
4 4 (3.70%) Visual Studio
5 1 (0.93%) Selenium
General
1 44 (40.74%) Finance
2 36 (33.33%) Banking
3 12 (11.11%) Retail
4 6 (5.56%) Financial Institution
5 2 (1.85%) Law
6 1 (0.93%) Games
6 1 (0.93%) Telecoms
Job Titles
1 43 (39.81%) Developer
2 26 (24.07%) Oracle Developer
3 24 (22.22%) Analyst
4 22 (20.37%) Consultant
5 21 (19.44%) Applications Developer
5 21 (19.44%) Oracle Applications Developer
6 17 (15.74%) Business Intelligence Consultant
7 16 (14.81%) Business Analyst
8 13 (12.04%) Business Consultant
9 11 (10.19%) Analytics Manager
9 11 (10.19%) Business Intelligence Manager
9 11 (10.19%) Data Analytics Manager
9 11 (10.19%) Data Manager
10 10 (9.26%) QlikView Developer
11 7 (6.48%) Senior Analyst
11 7 (6.48%) Senior Developer
12 6 (5.56%) Senior Business Analyst
13 5 (4.63%) Database Developer
13 5 (4.63%) ETL Consultant
13 5 (4.63%) Oracle Database Developer
Libraries, Frameworks & Software Standards
1 22 (20.37%) XML
2 7 (6.48%) CSS
2 7 (6.48%) HTML
3 6 (5.56%) .NET
3 6 (5.56%) Web Services
4 5 (4.63%) SOAP
5 2 (1.85%) AngularJS
5 2 (1.85%) REST
6 1 (0.93%) Ajax
6 1 (0.93%) Backbone.js
6 1 (0.93%) CGI
6 1 (0.93%) Ember.js
6 1 (0.93%) HTML5
6 1 (0.93%) J2EE
6 1 (0.93%) JPA
6 1 (0.93%) jQuery
6 1 (0.93%) LAMP
6 1 (0.93%) React
6 1 (0.93%) Spring
6 1 (0.93%) WebSphere MQ
Miscellaneous
1 34 (31.48%) Analytical Skills
2 18 (16.67%) Management Information System
3 12 (11.11%) Visualisation
4 11 (10.19%) Credit Risk
5 7 (6.48%) Data Integration
6 5 (4.63%) Computer Science
7 3 (2.78%) Enterprise Software
8 2 (1.85%) Data Centre
8 2 (1.85%) User Experience
9 1 (0.93%) Mobile App
Operating Systems
1 2 (1.85%) Linux
2 1 (0.93%) Unix
Processes & Methodologies
1 64 (59.26%) Business Intelligence
2 33 (30.56%) ETL
3 29 (26.85%) Stakeholder Management
4 28 (25.93%) Agile Software Development
5 25 (23.15%) Analytics
5 25 (23.15%) Data Analysis
6 22 (20.37%) Logical Data Model
6 22 (20.37%) Physical Data Model
7 21 (19.44%) ETL Development
8 20 (18.52%) Dimensional Modelling
8 20 (18.52%) Scrum
9 17 (15.74%) Data Management
10 15 (13.89%) Business Analysis
10 15 (13.89%) Data Governance
11 13 (12.04%) Business Development
12 12 (11.11%) Asset Management
12 12 (11.11%) Dashboard Development
12 12 (11.11%) Data Analytics
12 12 (11.11%) Data Visualisation
13 11 (10.19%) Workflow
Programming Languages
1 59 (54.63%) SQL
2 43 (39.81%) PL/SQL
3 9 (8.33%) Java
4 7 (6.48%) JavaScript
5 4 (3.70%) C#
6 3 (2.78%) R
6 3 (2.78%) T-SQL
7 2 (1.85%) VBA
8 1 (0.93%) Perl
8 1 (0.93%) Python
8 1 (0.93%) Shell Script
Qualifications
1 11 (10.19%) Degree
2 5 (4.63%) OCA
2 5 (4.63%) Oracle Certification
3 4 (3.70%) Security Cleared
4 1 (0.93%) ISEB
4 1 (0.93%) ISTQB
Quality Assurance & Compliance
1 5 (4.63%) Data Quality
2 1 (0.93%) IAS 39
2 1 (0.93%) QA
Vendors
1 67 (62.04%) Oracle
2 23 (21.30%) Informatica
3 21 (19.44%) Tableau
4 18 (16.67%) Cognos
5 16 (14.81%) Teradata
6 5 (4.63%) Microsoft
7 4 (3.70%) Google
8 1 (0.93%) Ab Initio
8 1 (0.93%) Hyperion
8 1 (0.93%) Kofax
8 1 (0.93%) Laserfiche
8 1 (0.93%) Sybase
8 1 (0.93%) Twitter
Edinburgh & Lothians
ANSON MCCADE
Salary: Circa £40,000- £58,000+ an EXCELLENT package
Posted: 22 hours ago
Edinburgh, Midlothian
Asset Resourcing Ltd
Salary: £40000 - £65000 per annum + + benefits
Posted: 2 days ago
Edinburgh
TDA Group
Salary: £45000 - £50000 per annum + Bonus +28 Days Holiday
Posted: 15 days ago
Edinburgh, Midlothian
CGI
Salary: £40000 - £52000 per annum + benefits
Posted: 19 days ago
Edinburgh, Midlothian
Sopra Steria Recruitment
Salary: From £40,000 to £55,000 per annum Plus excellent benefits
Posted: 26 days ago