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

3 months to
25 Jun 2016
Same period 2015 Same period 2014
Data Modelling
Rank 50 72 71
Rank change year-on-year
+22 -1
Permanent jobs citing Data Modelling 46 36 40
As % of all permanent IT jobs located in Edinburgh 3.87% 2.56% 2.51%
As % of the Processes & Methodologies category 4.28% 2.88% 2.85%
Number of salaries quoted 32 23 21
Median salary £53,750 £44,000 £70,000
Median salary % change year-on-year
+22.15% -37.14%
90% offered a salary of more than £42,500 £33,300 £37,500
10% offered a salary of more than £77,000 £54,000 £75,000
UK excluding London median salary £47,500 £45,500 £45,000
% change year-on-year
+4.39% +1.11%
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
1076 1251 1402
As % of all permanent IT jobs located in Edinburgh 90.57% 89.10% 88.07%
Number of salaries quoted 612 764 907
Median salary £47,500 £45,000 £44,500
Median salary % change year-on-year
+5.55% +1.12%
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 June 2016.

Data Modelling Salary Histogram in Edinburgh

Data Modelling
Top 30 Related IT Skills in Edinburgh

For the 6 months to 25 June 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 57 (55.88%) Oracle
1 57 (55.88%) Business Intelligence
2 48 (47.06%) SQL
3 39 (38.24%) Oracle Database
4 38 (37.25%) Finance
5 34 (33.33%) Oracle Database 10g
5 34 (33.33%) Data Warehouse
6 33 (32.35%) Analytical Skills
7 32 (31.37%) PL/SQL
7 32 (31.37%) Banking
8 29 (28.43%) Agile Software Development
9 27 (26.47%) Stakeholder Management
10 25 (24.51%) ETL
11 24 (23.53%) Analytics
12 23 (22.55%) JDeveloper
12 23 (22.55%) Oracle Forms
12 23 (22.55%) Oracle Reports
13 22 (21.57%) Logical Data Model
13 22 (21.57%) Physical Data Model
14 21 (20.59%) Scrum
14 21 (20.59%) SAS
15 19 (18.63%) Informatica
16 18 (17.65%) Oracle 11i
16 18 (17.65%) XML
16 18 (17.65%) SQL Server
16 18 (17.65%) Oracle Applications
16 18 (17.65%) Oracle EBS
16 18 (17.65%) Oracle BI Publisher
16 18 (17.65%) Oracle EBS R12
17 17 (16.67%) BusinessObjects

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 21 (20.59%) SAS
2 5 (4.90%) Oracle Spatial
3 1 (0.98%) Alfresco
3 1 (0.98%) Documentum
3 1 (0.98%) FileNet
3 1 (0.98%) WebSphere
Applications
1 13 (12.75%) SPSS
2 10 (9.80%) MS Excel
2 10 (9.80%) MS PowerPoint
3 6 (5.88%) MS Visio
4 1 (0.98%) DOC1
Business Applications
1 18 (17.65%) Oracle 11i
1 18 (17.65%) Oracle Applications
1 18 (17.65%) Oracle EBS
1 18 (17.65%) Oracle EBS R12
Cloud Services
1 4 (3.92%) Google Analytics
2 1 (0.98%) Google Cloud Platform
2 1 (0.98%) Microsoft Azure
Database & Business Intelligence
1 39 (38.24%) Oracle Database
2 34 (33.33%) Data Warehouse
2 34 (33.33%) Oracle Database 10g
3 23 (22.55%) Oracle Reports
4 18 (17.65%) Oracle BI Publisher
4 18 (17.65%) SQL Server
5 17 (16.67%) BusinessObjects
6 16 (15.69%) Big Data
6 16 (15.69%) Oracle Database 11g
7 14 (13.73%) Oracle ODI
8 13 (12.75%) PowerCenter
9 11 (10.78%) BODI
9 11 (10.78%) DataStage
10 8 (7.84%) Hadoop
10 8 (7.84%) QlikView
11 6 (5.88%) Oracle BI EE
11 6 (5.88%) SQL Server Integration Services
11 6 (5.88%) SQL Server Reporting Services
12 5 (4.90%) SQL Server 2012
12 5 (4.90%) SQL Server Analysis Services
Development Applications
1 23 (22.55%) JDeveloper
1 23 (22.55%) Oracle Forms
2 5 (4.90%) JIRA
2 5 (4.90%) Oracle APEX
2 5 (4.90%) Toad
3 4 (3.92%) Team Foundation Server
3 4 (3.92%) Visual Studio
General
1 38 (37.25%) Finance
2 32 (31.37%) Banking
3 16 (15.69%) Retail
4 4 (3.92%) Games
4 4 (3.92%) Telecoms
5 2 (1.96%) Financial Institution
5 2 (1.96%) Law
6 1 (0.98%) Marketing
Job Titles
1 37 (36.27%) Developer
2 24 (23.53%) Analyst
3 23 (22.55%) Oracle Developer
4 18 (17.65%) Applications Developer
4 18 (17.65%) Oracle Applications Developer
5 17 (16.67%) Business Analyst
6 15 (14.71%) Consultant
7 12 (11.76%) Analytics Manager
7 12 (11.76%) Business Intelligence Consultant
7 12 (11.76%) Business Intelligence Manager
7 12 (11.76%) Data Analytics Manager
7 12 (11.76%) Data Manager
8 10 (9.80%) Business Consultant
9 7 (6.86%) QlikView Developer
9 7 (6.86%) Senior Analyst
9 7 (6.86%) Senior Developer
10 6 (5.88%) Senior Business Analyst
11 5 (4.90%) Data Architect
11 5 (4.90%) Database Developer
11 5 (4.90%) Oracle Database Developer
Libraries, Frameworks & Software Standards
1 18 (17.65%) XML
2 6 (5.88%) CSS
2 6 (5.88%) HTML
2 6 (5.88%) Web Services
3 5 (4.90%) REST
3 5 (4.90%) SOAP
4 3 (2.94%) .NET
5 1 (0.98%) AngularJS
5 1 (0.98%) CGI
5 1 (0.98%) Hibernate
5 1 (0.98%) J2EE
5 1 (0.98%) JPA
5 1 (0.98%) Spring
5 1 (0.98%) WebSphere MQ
Miscellaneous
1 33 (32.35%) Analytical Skills
2 14 (13.73%) Management Information System
3 13 (12.75%) Visualisation
4 12 (11.76%) Credit Risk
5 7 (6.86%) Data Integration
6 5 (4.90%) Computer Science
7 4 (3.92%) Virtual Team
8 3 (2.94%) Enterprise Software
9 2 (1.96%) Data Centre
9 2 (1.96%) User Experience
10 1 (0.98%) Mobile App
Operating Systems
1 1 (0.98%) Linux
1 1 (0.98%) Unix
Processes & Methodologies
1 57 (55.88%) Business Intelligence
2 29 (28.43%) Agile Software Development
3 27 (26.47%) Stakeholder Management
4 25 (24.51%) ETL
5 24 (23.53%) Analytics
6 22 (21.57%) Logical Data Model
6 22 (21.57%) Physical Data Model
7 21 (20.59%) Scrum
8 16 (15.69%) Data Analysis
9 14 (13.73%) Business Analysis
9 14 (13.73%) Business Development
9 14 (13.73%) Data Analytics
9 14 (13.73%) Data Governance
9 14 (13.73%) ETL Development
10 13 (12.75%) Data Management
10 13 (12.75%) Data Visualisation
10 13 (12.75%) Dimensional Modelling
11 10 (9.80%) Dashboard Development
11 10 (9.80%) Use Case
12 9 (8.82%) Asset Management
Programming Languages
1 48 (47.06%) SQL
2 32 (31.37%) PL/SQL
3 6 (5.88%) JavaScript
4 4 (3.92%) C#
4 4 (3.92%) Java
4 4 (3.92%) Perl
4 4 (3.92%) Shell Script
4 4 (3.92%) T-SQL
5 3 (2.94%) R
6 2 (1.96%) VBA
Qualifications
1 12 (11.76%) Degree
2 5 (4.90%) OCA
2 5 (4.90%) Oracle Certification
2 5 (4.90%) Security Cleared
3 1 (0.98%) ISEB
3 1 (0.98%) ISTQB
Quality Assurance & Compliance
1 6 (5.88%) Data Quality
2 1 (0.98%) IAS 39
2 1 (0.98%) QA
Vendors
1 57 (55.88%) Oracle
2 19 (18.63%) Informatica
3 16 (15.69%) Tableau
4 14 (13.73%) Cognos
5 11 (10.78%) Teradata
6 6 (5.88%) Microsoft
7 4 (3.92%) Google
8 1 (0.98%) Ab Initio
8 1 (0.98%) Hyperion
8 1 (0.98%) Kofax
8 1 (0.98%) Laserfiche
8 1 (0.98%) Sybase
8 1 (0.98%) Twitter
Edinburgh, Midlothian
Harvey Nash plc
Posted: Yesterday
Edinburgh, Midlothian
Experis Ltd
Salary: £30000.00 - £40000.00 per annum
Posted: 4 days ago
Edinburgh, Midlothian
Experis Ltd
Salary: £45000.00 - £55000.00 per annum
Posted: 4 days ago
Edinburgh, Midlothian
Tesco Bank
Salary: £Competitive
Posted: 5 days ago
Edinburgh
Lawrence Harvey
Salary: £60000.00 - £70000.00 per annum + pension, bonus, health care
Posted: 9 days ago