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

3 months to
25 Jul 2016
Same period 2015 Same period 2014
Data Modelling
Rank 43 68 82
Rank change year-on-year
+25 +14
Permanent jobs citing Data Modelling 52 35 29
As % of all permanent IT jobs located in Edinburgh 4.33% 2.40% 1.95%
As % of the Processes & Methodologies category 4.76% 2.65% 2.23%
Number of salaries quoted 38 25 18
Median salary £52,500 £45,000 £67,000
Median salary % change year-on-year
+16.66% -32.83%
90% offered a salary of more than £45,000 £31,400 £37,500
10% offered a salary of more than £74,000 £54,500 £71,500
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
1093 1319 1301
As % of all permanent IT jobs located in Edinburgh 91.01% 90.40% 87.26%
Number of salaries quoted 634 852 865
Median salary £45,000 £44,500 £42,500
Median salary % change year-on-year
+1.12% +4.70%
90% offered a salary of more than £31,500 £32,000 £30,000
10% offered a salary of more than £65,200 £60,000 £64,000
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 July 2016.

Data Modelling Salary Histogram in Edinburgh

Data Modelling
Top 30 Related IT Skills in Edinburgh

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

1 53 (51.46%) Oracle
2 50 (48.54%) Business Intelligence
3 45 (43.69%) SQL
4 39 (37.86%) Finance
5 38 (36.89%) Agile Software Development
6 29 (28.16%) Data Warehouse
7 27 (26.21%) Banking
7 27 (26.21%) Scrum
8 26 (25.24%) PL/SQL
8 26 (25.24%) Analytics
9 25 (24.27%) Oracle Database
9 25 (24.27%) Analytical Skills
9 25 (24.27%) SQL Server
9 25 (24.27%) Stakeholder Management
10 24 (23.30%) ETL
11 23 (22.33%) Big Data
12 21 (20.39%) Logical Data Model
12 21 (20.39%) Physical Data Model
12 21 (20.39%) Oracle Database 10g
13 20 (19.42%) Retail
14 19 (18.45%) SAS
15 17 (16.50%) JDeveloper
15 17 (16.50%) Informatica
15 17 (16.50%) Oracle Forms
15 17 (16.50%) Oracle Reports
15 17 (16.50%) Data Analytics
16 16 (15.53%) Data Governance
16 16 (15.53%) SPSS
17 15 (14.56%) UML
17 15 (14.56%) SQL Server Integration Services

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 19 (18.45%) SAS
2 6 (5.83%) BizTalk Server
2 6 (5.83%) IIS
3 4 (3.88%) Oracle Spatial
4 1 (0.97%) Alfresco
4 1 (0.97%) Documentum
4 1 (0.97%) FileNet
4 1 (0.97%) WebSphere
Applications
1 16 (15.53%) SPSS
2 11 (10.68%) MS Excel
3 7 (6.80%) MS PowerPoint
4 6 (5.83%) MS Visio
5 1 (0.97%) DOC1
Business Applications
1 13 (12.62%) Oracle 11i
1 13 (12.62%) Oracle Applications
1 13 (12.62%) Oracle EBS
1 13 (12.62%) Oracle EBS R12
Cloud Services
1 3 (2.91%) Google Analytics
2 1 (0.97%) Google Cloud Platform
2 1 (0.97%) Microsoft Azure
Database & Business Intelligence
1 29 (28.16%) Data Warehouse
2 25 (24.27%) Oracle Database
2 25 (24.27%) SQL Server
3 23 (22.33%) Big Data
4 21 (20.39%) Oracle Database 10g
5 17 (16.50%) Oracle Reports
6 15 (14.56%) SQL Server Integration Services
7 13 (12.62%) Oracle BI Publisher
8 11 (10.68%) OLAP
9 10 (9.71%) BusinessObjects
9 10 (9.71%) Hadoop
9 10 (9.71%) QlikView
10 9 (8.74%) SQL Server Reporting Services
11 8 (7.77%) Apache Hive
11 8 (7.77%) HBase
11 8 (7.77%) Oracle Database 11g
11 8 (7.77%) Oracle ODI
11 8 (7.77%) Oracle OLAP
11 8 (7.77%) SQL Server Analysis Services
12 7 (6.80%) BODI
Development Applications
1 17 (16.50%) JDeveloper
1 17 (16.50%) Oracle Forms
2 4 (3.88%) Oracle APEX
2 4 (3.88%) Toad
3 3 (2.91%) JIRA
3 3 (2.91%) Team Foundation Server
3 3 (2.91%) Visual Studio
General
1 39 (37.86%) Finance
2 27 (26.21%) Banking
3 20 (19.42%) Retail
4 8 (7.77%) Games
4 8 (7.77%) Telecoms
5 4 (3.88%) Marketing
6 2 (1.94%) Law
Job Titles
1 28 (27.18%) Developer
2 25 (24.27%) Analyst
3 18 (17.48%) Business Analyst
4 17 (16.50%) Oracle Developer
5 14 (13.59%) Architect
6 13 (12.62%) Applications Developer
6 13 (12.62%) Oracle Applications Developer
7 12 (11.65%) Analytics Manager
7 12 (11.65%) Business Intelligence Manager
7 12 (11.65%) Data Analytics Manager
7 12 (11.65%) Data Manager
8 9 (8.74%) Consultant
9 8 (7.77%) Business Consultant
9 8 (7.77%) Business Intelligence Consultant
9 8 (7.77%) Data Architect
9 8 (7.77%) Senior Analyst
10 7 (6.80%) Senior Business Analyst
11 6 (5.83%) Data Analyst
11 6 (5.83%) QlikView Developer
11 6 (5.83%) Senior Developer
Libraries, Frameworks & Software Standards
1 13 (12.62%) XML
2 9 (8.74%) REST
3 7 (6.80%) .NET
4 6 (5.83%) ASP.NET
5 5 (4.85%) CSS
5 5 (4.85%) HTML
5 5 (4.85%) Web Services
6 4 (3.88%) SOAP
7 3 (2.91%) MDX
8 1 (0.97%) AngularJS
8 1 (0.97%) CGI
8 1 (0.97%) Hibernate
8 1 (0.97%) J2EE
8 1 (0.97%) JPA
8 1 (0.97%) Spring
8 1 (0.97%) WebSphere MQ
Miscellaneous
1 25 (24.27%) Analytical Skills
2 13 (12.62%) Visualisation
3 12 (11.65%) Credit Risk
4 10 (9.71%) Management Information System
5 5 (4.85%) Data Integration
6 4 (3.88%) Computer Science
7 3 (2.91%) Enterprise Software
8 2 (1.94%) Data Centre
8 2 (1.94%) User Experience
8 2 (1.94%) Virtual Team
9 1 (0.97%) Mobile App
Operating Systems
1 6 (5.83%) Windows
2 1 (0.97%) Linux
2 1 (0.97%) Unix
Processes & Methodologies
1 50 (48.54%) Business Intelligence
2 38 (36.89%) Agile Software Development
3 27 (26.21%) Scrum
4 26 (25.24%) Analytics
5 25 (24.27%) Stakeholder Management
6 24 (23.30%) ETL
7 21 (20.39%) Logical Data Model
7 21 (20.39%) Physical Data Model
8 17 (16.50%) Data Analytics
9 16 (15.53%) Data Governance
10 15 (14.56%) UML
11 14 (13.59%) Business Development
12 13 (12.62%) Data Visualisation
13 11 (10.68%) Kanban
14 10 (9.71%) Business Analysis
14 10 (9.71%) Data Analysis
14 10 (9.71%) Data Management
14 10 (9.71%) Use Case
15 9 (8.74%) SOA
16 8 (7.77%) Software Engineering
Programming Languages
1 45 (43.69%) SQL
2 26 (25.24%) PL/SQL
3 11 (10.68%) JavaScript
4 9 (8.74%) C#
5 8 (7.77%) Perl
5 8 (7.77%) Shell Script
6 6 (5.83%) C++
6 6 (5.83%) PowerShell
7 4 (3.88%) T-SQL
8 3 (2.91%) R
9 2 (1.94%) Java
9 2 (1.94%) VBA
Qualifications
1 10 (9.71%) Degree
2 7 (6.80%) Security Cleared
3 4 (3.88%) OCA
3 4 (3.88%) Oracle Certification
4 1 (0.97%) CISA
4 1 (0.97%) CISM
4 1 (0.97%) CISSP
4 1 (0.97%) CRISC
4 1 (0.97%) ISEB
4 1 (0.97%) ISTQB
Quality Assurance & Compliance
1 6 (5.83%) Data Quality
2 1 (0.97%) IAS 39
2 1 (0.97%) ISO/IEC 27001
Vendors
1 53 (51.46%) Oracle
2 17 (16.50%) Informatica
3 14 (13.59%) Microsoft
3 14 (13.59%) Tableau
4 12 (11.65%) Cognos
5 7 (6.80%) Teradata
6 3 (2.91%) Google
7 1 (0.97%) Ab Initio
7 1 (0.97%) Hyperion
7 1 (0.97%) Kofax
7 1 (0.97%) Laserfiche
7 1 (0.97%) Sybase
7 1 (0.97%) Twitter
Edinburgh, Midlothian
Staffworx Ltd
Salary: to £50K + full bens
Posted: 2 hours ago
Edinburgh, Midlothian
Sopra Steria Recruitment
Salary: Up to £75,000 per annum
Posted: 2 days ago
Edinburgh, Midlothian
Asset Resourcing Ltd
Salary: £55000 - £75000 per annum + Benefits
Posted: 4 days ago
Edinburgh, Midlothian
Parallel Consulting
Salary: £40000 - £55000 per annum
Posted: 5 days ago