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

3 months to
28 Aug 2016
Same period 2015 Same period 2014
Data Modelling
Rank 48 64 77
Rank change year-on-year
+16 +13
Permanent jobs citing Data Modelling 49 40 28
As % of all permanent IT jobs located in Edinburgh 3.99% 2.57% 1.89%
As % of the Processes & Methodologies category 4.38% 2.86% 2.17%
Number of salaries quoted 40 36 16
Median salary £55,000 £47,500 £40,000
Median salary % change year-on-year
+15.78% +18.75%
90% offered a salary of more than £45,000 £33,000 £37,500
10% offered a salary of more than £74,100 £68,250 £70,000
UK excluding London median 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
1120 1400 1289
As % of all permanent IT jobs located in Edinburgh 91.28% 89.97% 86.92%
Number of salaries quoted 742 902 849
Median salary £50,000 £45,000 £42,500
Median salary % change year-on-year
+11.11% +5.88%
90% offered a salary of more than £32,500 £32,000 £30,000
10% offered a salary of more than £70,000 £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 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 28 August 2016.

Data Modelling Salary Histogram in Edinburgh

Data Modelling
Top 30 Related IT Skills in Edinburgh

For the 6 months to 28 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 Edinburgh region with a requirement for Data Modelling.

1 49 (51.04%) Oracle
2 40 (41.67%) Finance
3 39 (40.63%) Business Intelligence
4 37 (38.54%) Agile Software Development
5 34 (35.42%) SQL
6 28 (29.17%) Big Data
6 28 (29.17%) Analytical Skills
7 27 (28.13%) Data Warehouse
7 27 (28.13%) Scrum
8 25 (26.04%) Retail
8 25 (26.04%) SQL Server
8 25 (26.04%) ETL
8 25 (26.04%) Analytics
9 24 (25.00%) Logical Data Model
10 23 (23.96%) Physical Data Model
11 21 (21.88%) Stakeholder Management
12 20 (20.83%) Informatica
13 18 (18.75%) PL/SQL
13 18 (18.75%) Data Analytics
14 17 (17.71%) SPSS
14 17 (17.71%) Banking
15 16 (16.67%) Data Governance
16 15 (15.63%) Kanban
16 15 (15.63%) SAS
16 15 (15.63%) OLAP
17 14 (14.58%) UML
17 14 (14.58%) SQL Server Integration Services
18 13 (13.54%) Business Development
18 13 (13.54%) Microsoft
18 13 (13.54%) Oracle Database 10g

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 15 (15.63%) SAS
2 6 (6.25%) BizTalk Server
2 6 (6.25%) IIS
3 1 (1.04%) WebSphere
Applications
1 17 (17.71%) SPSS
2 8 (8.33%) MS Excel
3 5 (5.21%) MS Visio
4 2 (2.08%) MS PowerPoint
Business Applications
1 11 (11.46%) Oracle 11i
1 11 (11.46%) Oracle Applications
1 11 (11.46%) Oracle EBS
1 11 (11.46%) Oracle EBS R12
Cloud Services
1 3 (3.13%) Google Analytics
2 1 (1.04%) Google Cloud Platform
2 1 (1.04%) Microsoft Azure
Database & Business Intelligence
1 28 (29.17%) Big Data
2 27 (28.13%) Data Warehouse
3 25 (26.04%) SQL Server
4 15 (15.63%) OLAP
5 14 (14.58%) SQL Server Integration Services
6 13 (13.54%) Oracle Database
6 13 (13.54%) Oracle Database 10g
7 12 (12.50%) Apache Hive
7 12 (12.50%) Hadoop
7 12 (12.50%) HBase
7 12 (12.50%) Oracle OLAP
8 11 (11.46%) Oracle BI Publisher
8 11 (11.46%) Oracle Reports
9 8 (8.33%) QlikView
9 8 (8.33%) Relational Database
9 8 (8.33%) SQL Server Reporting Services
10 7 (7.29%) SQL Server Analysis Services
11 5 (5.21%) Data Mart
11 5 (5.21%) Data Mining
11 5 (5.21%) DB2
Development Applications
1 11 (11.46%) JDeveloper
1 11 (11.46%) Oracle Forms
2 5 (5.21%) ERwin
3 3 (3.13%) JIRA
3 3 (3.13%) Team Foundation Server
3 3 (3.13%) Visual Studio
General
1 40 (41.67%) Finance
2 25 (26.04%) Retail
3 17 (17.71%) Banking
4 12 (12.50%) Games
4 12 (12.50%) Telecoms
5 6 (6.25%) Marketing
6 2 (2.08%) Law
7 1 (1.04%) Retail Banking
Job Titles
1 19 (19.79%) Analyst
1 19 (19.79%) Architect
1 19 (19.79%) Developer
2 13 (13.54%) Business Analyst
2 13 (13.54%) Data Architect
3 12 (12.50%) Analytics Manager
3 12 (12.50%) Business Intelligence Manager
3 12 (12.50%) Data Analytics Manager
3 12 (12.50%) Data Manager
4 11 (11.46%) Applications Developer
4 11 (11.46%) Oracle Applications Developer
4 11 (11.46%) Oracle Developer
5 9 (9.38%) PMO Manager
6 6 (6.25%) Data Analyst
7 5 (5.21%) Agile Business Analyst
7 5 (5.21%) Data Modeller
7 5 (5.21%) Marketing Analyst
7 5 (5.21%) Marketing Data Analyst
8 4 (4.17%) QlikView Developer
8 4 (4.17%) Senior QlikView Developer
Libraries, Frameworks & Software Standards
1 13 (13.54%) REST
2 11 (11.46%) XML
3 7 (7.29%) .NET
4 6 (6.25%) ASP.NET
5 3 (3.13%) MDX
6 1 (1.04%) AngularJS
6 1 (1.04%) CSS
6 1 (1.04%) Hibernate
6 1 (1.04%) HTML
6 1 (1.04%) J2EE
6 1 (1.04%) JPA
6 1 (1.04%) Spring
6 1 (1.04%) Web Services
6 1 (1.04%) WebSphere MQ
Miscellaneous
1 28 (29.17%) Analytical Skills
2 13 (13.54%) Credit Risk
2 13 (13.54%) Visualisation
3 4 (4.17%) Data Integration
4 3 (3.13%) Enterprise Software
5 2 (2.08%) Data Centre
5 2 (2.08%) User Experience
6 1 (1.04%) Computer Science
6 1 (1.04%) Mobile App
Operating Systems
1 6 (6.25%) Windows
2 1 (1.04%) Linux
2 1 (1.04%) Unix
Processes & Methodologies
1 39 (40.63%) Business Intelligence
2 37 (38.54%) Agile Software Development
3 27 (28.13%) Scrum
4 25 (26.04%) Analytics
4 25 (26.04%) ETL
5 24 (25.00%) Logical Data Model
6 23 (23.96%) Physical Data Model
7 21 (21.88%) Stakeholder Management
8 18 (18.75%) Data Analytics
9 16 (16.67%) Data Governance
10 15 (15.63%) Kanban
11 14 (14.58%) UML
12 13 (13.54%) Business Development
12 13 (13.54%) Data Architecture
12 13 (13.54%) Data Visualisation
13 12 (12.50%) Software Engineering
14 9 (9.38%) Portfolio Management
15 8 (8.33%) Infrastructure Management
15 8 (8.33%) SOA
15 8 (8.33%) Use Case
Programming Languages
1 34 (35.42%) SQL
2 18 (18.75%) PL/SQL
3 12 (12.50%) Perl
3 12 (12.50%) Shell Script
4 9 (9.38%) C#
5 7 (7.29%) JavaScript
6 6 (6.25%) C++
6 6 (6.25%) PowerShell
7 4 (4.17%) R
7 4 (4.17%) T-SQL
8 2 (2.08%) Java
8 2 (2.08%) VBA
9 1 (1.04%) Python
Qualifications
1 6 (6.25%) Security Cleared
2 3 (3.13%) Degree
3 1 (1.04%) CISA
3 1 (1.04%) CISM
3 1 (1.04%) CISSP
3 1 (1.04%) CRISC
3 1 (1.04%) ISEB
3 1 (1.04%) ISTQB
Quality Assurance & Compliance
1 6 (6.25%) Data Quality
2 1 (1.04%) IAS 39
2 1 (1.04%) ISO/IEC 27001
2 1 (1.04%) PCI DSS
Vendors
1 49 (51.04%) Oracle
2 20 (20.83%) Informatica
3 13 (13.54%) Microsoft
4 9 (9.38%) Tableau
5 7 (7.29%) Cognos
5 7 (7.29%) Teradata
6 5 (5.21%) Pega
7 3 (3.13%) Google
8 1 (1.04%) Ab Initio
8 1 (1.04%) Hyperion
8 1 (1.04%) Sybase
8 1 (1.04%) Twitter
Edinburgh, Midlothian
Experis Ltd
Salary: £45000.00 - £55000.00 per annum
Posted: 6 days ago
Edinburgh
Hays Specialist Recruitment Ltd
Salary: £35000.00 - £45000.00 per annum
Posted: 27 days ago