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

3 months to
1 Oct 2016
Same period 2015 Same period 2014
Data Modelling
Rank 44 61 94
Rank change year-on-year
+17 +33
Permanent jobs citing Data Modelling 48 48 20
As % of all permanent IT jobs located in Edinburgh 4.25% 3.07% 1.31%
As % of the Processes & Methodologies category 4.66% 3.41% 1.50%
Number of salaries quoted 38 42 11
Median salary £55,000 £57,500 £40,000
Median salary % change year-on-year
-4.34% +43.75%
90% offered a salary of more than £45,000 £39,100 £37,500
10% offered a salary of more than £75,000 £67,500 £50,000
UK excluding London median salary £47,500 £50,000 £45,000
% change year-on-year
-5.00% +11.11%
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
1030 1408 1330
As % of all permanent IT jobs located in Edinburgh 91.23% 89.97% 87.10%
Number of salaries quoted 737 865 892
Median salary £47,500 £44,000 £41,500
Median salary % change year-on-year
+7.95% +6.02%
90% offered a salary of more than £32,500 £32,000 £30,000
10% offered a salary of more than £72,500 £60,000 £64,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

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 1 October 2016.

Data Modelling Salary Histogram in Edinburgh

Data Modelling
Top 30 Related IT Skills in Edinburgh

For the 6 months to 1 October 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 45 (47.87%) Oracle
2 43 (45.74%) Finance
3 35 (37.23%) Agile Software Development
4 33 (35.11%) Data Warehouse
5 31 (32.98%) Business Intelligence
5 31 (32.98%) Analytics
5 31 (32.98%) Analytical Skills
6 29 (30.85%) SQL
7 27 (28.72%) ETL
7 27 (28.72%) Big Data
8 26 (27.66%) SQL Server
8 26 (27.66%) Scrum
9 24 (25.53%) Retail
10 22 (23.40%) Informatica
11 21 (22.34%) Stakeholder Management
12 18 (19.15%) Data Analytics
13 17 (18.09%) Logical Data Model
13 17 (18.09%) SPSS
14 16 (17.02%) SQL Server Integration Services
14 16 (17.02%) Physical Data Model
15 15 (15.96%) Data Governance
15 15 (15.96%) Microsoft
15 15 (15.96%) OLAP
16 14 (14.89%) Banking
16 14 (14.89%) Kanban
17 13 (13.83%) Data Architecture
17 13 (13.83%) Visualisation
17 13 (13.83%) REST
17 13 (13.83%) Data Visualisation
17 13 (13.83%) Performance Tuning

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 13 (13.83%) SAS
2 6 (6.38%) BizTalk Server
2 6 (6.38%) IIS
3 1 (1.06%) WebSphere
Applications
1 17 (18.09%) SPSS
2 10 (10.64%) MS Excel
3 3 (3.19%) MS Visio
4 1 (1.06%) MS PowerPoint
Business Applications
1 4 (4.26%) Oracle 11i
1 4 (4.26%) Oracle Applications
1 4 (4.26%) Oracle EBS
1 4 (4.26%) Oracle EBS R12
Cloud Services
1 5 (5.32%) Google Analytics
2 2 (2.13%) Google Cloud Platform
3 1 (1.06%) Microsoft Azure
Communications & Networking
1 1 (1.06%) SMS
Database & Business Intelligence
1 33 (35.11%) Data Warehouse
2 27 (28.72%) Big Data
3 26 (27.66%) SQL Server
4 16 (17.02%) SQL Server Integration Services
5 15 (15.96%) OLAP
6 13 (13.83%) Relational Database
7 12 (12.77%) Apache Hive
7 12 (12.77%) Hadoop
7 12 (12.77%) HBase
7 12 (12.77%) Oracle OLAP
8 10 (10.64%) SQL Server Reporting Services
9 9 (9.57%) Data Mart
9 9 (9.57%) DB2
9 9 (9.57%) SQL Server Analysis Services
10 7 (7.45%) QlikView
11 6 (6.38%) Data Mining
11 6 (6.38%) SQL Server 2012
11 6 (6.38%) SQL Server 2014
12 5 (5.32%) Oracle Database
12 5 (5.32%) Oracle Database 10g
Development Applications
1 9 (9.57%) ERwin
2 5 (5.32%) Team Foundation Server
2 5 (5.32%) Visual Studio
3 4 (4.26%) JDeveloper
3 4 (4.26%) Oracle Forms
4 1 (1.06%) JIRA
4 1 (1.06%) PVCS
4 1 (1.06%) Talend Open Studio
General
1 43 (45.74%) Finance
2 24 (25.53%) Retail
3 14 (14.89%) Banking
4 12 (12.77%) Games
4 12 (12.77%) Telecoms
5 7 (7.45%) Marketing
6 1 (1.06%) Retail Banking
Job Titles
1 19 (20.21%) Architect
2 16 (17.02%) Analyst
3 13 (13.83%) Data Architect
3 13 (13.83%) Developer
4 11 (11.70%) Analytics Manager
4 11 (11.70%) Business Intelligence Manager
4 11 (11.70%) Data Analytics Manager
4 11 (11.70%) Data Manager
5 10 (10.64%) PMO Manager
6 9 (9.57%) Data Modeller
7 8 (8.51%) Business Analyst
8 7 (7.45%) Data Analyst
9 6 (6.38%) Marketing Analyst
9 6 (6.38%) Marketing Data Analyst
10 5 (5.32%) Oracle Developer
11 4 (4.26%) Applications Developer
11 4 (4.26%) Business Intelligence Developer
11 4 (4.26%) Oracle Applications Developer
11 4 (4.26%) Senior Analyst
11 4 (4.26%) Senior Business Analyst
Libraries, Frameworks & Software Standards
1 13 (13.83%) REST
2 7 (7.45%) .NET
3 6 (6.38%) ASP.NET
4 4 (4.26%) XML
5 3 (3.19%) MDX
6 1 (1.06%) AngularJS
6 1 (1.06%) CSS
6 1 (1.06%) Hibernate
6 1 (1.06%) HTML
6 1 (1.06%) J2EE
6 1 (1.06%) JPA
6 1 (1.06%) Spring
6 1 (1.06%) Web Services
6 1 (1.06%) WebSphere MQ
Miscellaneous
1 31 (32.98%) Analytical Skills
2 13 (13.83%) Visualisation
3 12 (12.77%) Credit Risk
4 6 (6.38%) Data Integration
5 5 (5.32%) Enterprise Software
6 1 (1.06%) Computer Science
6 1 (1.06%) Mobile App
6 1 (1.06%) Statistics
Operating Systems
1 6 (6.38%) Windows
2 2 (2.13%) Unix
3 1 (1.06%) Linux
Processes & Methodologies
1 35 (37.23%) Agile Software Development
2 31 (32.98%) Analytics
2 31 (32.98%) Business Intelligence
3 27 (28.72%) ETL
4 26 (27.66%) Scrum
5 21 (22.34%) Stakeholder Management
6 18 (19.15%) Data Analytics
7 17 (18.09%) Logical Data Model
8 16 (17.02%) Physical Data Model
9 15 (15.96%) Data Governance
10 14 (14.89%) Kanban
11 13 (13.83%) Data Architecture
11 13 (13.83%) Data Visualisation
11 13 (13.83%) Infrastructure Management
11 13 (13.83%) Performance Tuning
12 12 (12.77%) Software Engineering
13 11 (11.70%) Business Development
14 10 (10.64%) Portfolio Management
15 9 (9.57%) ETL Development
15 9 (9.57%) SOA
Programming Languages
1 29 (30.85%) SQL
2 13 (13.83%) PL/SQL
3 12 (12.77%) Perl
3 12 (12.77%) Shell Script
4 11 (11.70%) C#
5 7 (7.45%) JavaScript
6 6 (6.38%) C++
6 6 (6.38%) PowerShell
6 6 (6.38%) T-SQL
7 5 (5.32%) R
8 2 (2.13%) Java
9 1 (1.06%) Python
9 1 (1.06%) VBA
Qualifications
1 7 (7.45%) Degree
1 7 (7.45%) Security Cleared
2 1 (1.06%) CISA
2 1 (1.06%) CISM
2 1 (1.06%) CISSP
2 1 (1.06%) CRISC
2 1 (1.06%) ISEB
2 1 (1.06%) ISTQB
Quality Assurance & Compliance
1 12 (12.77%) Data Quality
2 1 (1.06%) IAS 39
2 1 (1.06%) ISO/IEC 27001
2 1 (1.06%) PCI DSS
Vendors
1 45 (47.87%) Oracle
2 22 (23.40%) Informatica
3 15 (15.96%) Microsoft
4 9 (9.57%) Pega
4 9 (9.57%) Tableau
4 9 (9.57%) Teradata
5 5 (5.32%) Cognos
5 5 (5.32%) Google
6 1 (1.06%) Ab Initio
6 1 (1.06%) Hyperion
6 1 (1.06%) MicroStrategy
6 1 (1.06%) Sybase
6 1 (1.06%) Talend
6 1 (1.06%) Twitter
Edinburgh, Midlothian
CGI
Salary: £55000 - £57500 per annum + benefits
Posted: 2 days ago
Edinburgh, Midlothian
CGI
Salary: £42000 - £48000 per annum + benefits
Posted: 2 days ago
Edinburgh & Lothians
Meraki Talent Ltd
Salary: Excellent plus bonus and benefits
Posted: 5 days ago