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 20 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
20 Jan 2017
Same period 2016 Same period 2015
Data Modelling
Scotland / Edinburgh
Rank 50 51 71
Rank change year-on-year
+1 +20
Permanent jobs citing Data Modelling 39 48 34
As % of all permanent IT jobs located in Edinburgh 3.65% 3.76% 2.55%
As % of the Processes & Methodologies category 4.00% 4.10% 2.88%
Number of salaries quoted 28 26 27
Median salary £60,000 £50,000 £46,000
Median salary % change year-on-year
+20.00% +8.69%
90% offered a salary of more than £38,350 £37,500 £42,800
10% offered a salary of more than £75,000 £55,000 £53,500
UK excluding London median salary £47,500 £47,500 £45,000
% change year-on-year
- +5.55%

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
975 1170 1181
As % of all permanent IT jobs located in Edinburgh 91.21% 91.62% 88.46%
Number of salaries quoted 618 793 786
Median salary £47,500 £47,500 £44,000
Median salary % change year-on-year
- +7.95%
90% offered a salary of more than £35,000 £34,000 £32,500
10% offered a salary of more than £67,500 £61,500 £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 20 January 2017.

Data Modelling Salary Histogram in Edinburgh

Data Modelling
Top 30 Related IT Skills in Edinburgh

For the 6 months to 20 January 2017, 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 40 (51.95%) Finance
2 33 (42.86%) Oracle
3 31 (40.26%) Relational Database
4 27 (35.06%) Data Warehouse
5 25 (32.47%) Analytical Skills
6 23 (29.87%) Logical Data Model
7 21 (27.27%) Stakeholder Management
8 20 (25.97%) UML
9 19 (24.68%) ETL
9 19 (24.68%) Use Case
10 18 (23.38%) SOA
11 17 (22.08%) Informatica
12 16 (20.78%) OO
12 16 (20.78%) Analytics
13 15 (19.48%) Performance Tuning
13 15 (19.48%) Agile Software Development
14 14 (18.18%) SQL
14 14 (18.18%) ERwin
14 14 (18.18%) Oracle SOA Suite
15 13 (16.88%) Infrastructure Management
15 13 (16.88%) JPA
15 13 (16.88%) Pega
15 13 (16.88%) RichFaces
15 13 (16.88%) Apache CXF
15 13 (16.88%) Oracle BPM
15 13 (16.88%) ETL Development
15 13 (16.88%) Java
15 13 (16.88%) DB2
15 13 (16.88%) JBoss
15 13 (16.88%) JSF

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 14 (18.18%) Oracle SOA Suite
2 13 (16.88%) JBoss
3 2 (2.60%) SAS
4 1 (1.30%) BizTalk Server
4 1 (1.30%) Confluence
4 1 (1.30%) IIS
Applications
1 8 (10.39%) MS Visio
2 3 (3.90%) MS Excel
3 2 (2.60%) SPSS
4 1 (1.30%) MS Office
4 1 (1.30%) Spreadsheet
Business Applications
1 13 (16.88%) Oracle BPM
Cloud Services
1 2 (2.60%) Google Analytics
2 1 (1.30%) Google Cloud Platform
Communications & Networking
1 1 (1.30%) Network Security
1 1 (1.30%) SMS
Database & Business Intelligence
1 31 (40.26%) Relational Database
2 27 (35.06%) Data Warehouse
3 13 (16.88%) Data Mart
3 13 (16.88%) DB2
4 10 (12.99%) Big Data
5 9 (11.69%) Hadoop
6 6 (7.79%) RDBMS
7 5 (6.49%) NoSQL
8 4 (5.19%) Apache Hive
8 4 (5.19%) HBase
8 4 (5.19%) OLAP
8 4 (5.19%) Oracle OLAP
9 3 (3.90%) SQL Server
9 3 (3.90%) SQL Server Integration Services
10 2 (2.60%) Data Mining
10 2 (2.60%) SQL Server 2012
10 2 (2.60%) SQL Server 2014
10 2 (2.60%) SQL Server Analysis Services
10 2 (2.60%) SQL Server Reporting Services
11 1 (1.30%) BigQuery
Development Applications
1 14 (18.18%) ERwin
2 2 (2.60%) Team Foundation Server
2 2 (2.60%) Visual Studio
3 1 (1.30%) JIRA
3 1 (1.30%) PVCS
3 1 (1.30%) Talend Open Studio
General
1 40 (51.95%) Finance
2 6 (7.79%) Retail
3 4 (5.19%) Games
3 4 (5.19%) Telecoms
4 3 (3.90%) Marketing
5 2 (2.60%) Banking
5 2 (2.60%) Retail Banking
6 1 (1.30%) Legal
Job Titles
1 28 (36.36%) Architect
2 13 (16.88%) Data Modeller
2 13 (16.88%) Solutions Architect
3 12 (15.58%) Analyst
4 11 (14.29%) Data Architect
5 8 (10.39%) Developer
6 6 (7.79%) Business Analyst
6 6 (7.79%) PL/SQL Developer
6 6 (7.79%) PMO Manager
6 6 (7.79%) Senior Architect
6 6 (7.79%) Senior Data Architect
6 6 (7.79%) SQL Developer
7 3 (3.90%) Business Intelligence Analyst
7 3 (3.90%) Technical Architect
8 2 (2.60%) Data Analyst
8 2 (2.60%) Hadoop Architect
8 2 (2.60%) Marketing Analyst
8 2 (2.60%) Marketing Data Analyst
9 1 (1.30%) Data Insight Analyst
9 1 (1.30%) Insight Data Analyst
Libraries, Frameworks & Software Standards
1 13 (16.88%) Apache CXF
1 13 (16.88%) JPA
1 13 (16.88%) JSF
1 13 (16.88%) RichFaces
2 5 (6.49%) Drools
2 5 (6.49%) Hibernate
3 4 (5.19%) REST
4 2 (2.60%) .NET
5 1 (1.30%) ASP.NET
5 1 (1.30%) CGI
Miscellaneous
1 25 (32.47%) Analytical Skills
2 7 (9.09%) Data Integration
3 2 (2.60%) Enterprise Software
4 1 (1.30%) Credit Risk
4 1 (1.30%) Statistics
4 1 (1.30%) User Experience
4 1 (1.30%) Visualisation
Operating Systems
1 2 (2.60%) Unix
1 2 (2.60%) Windows
Processes & Methodologies
1 23 (29.87%) Logical Data Model
2 21 (27.27%) Stakeholder Management
3 20 (25.97%) UML
4 19 (24.68%) ETL
4 19 (24.68%) Use Case
5 18 (23.38%) SOA
6 16 (20.78%) Analytics
6 16 (20.78%) OO
7 15 (19.48%) Agile Software Development
7 15 (19.48%) Performance Tuning
8 13 (16.88%) ETL Development
8 13 (16.88%) Infrastructure Management
9 12 (15.58%) BPMN
10 11 (14.29%) Business Intelligence
10 11 (14.29%) Data Architecture
11 9 (11.69%) Data Management
11 9 (11.69%) Open Source
12 8 (10.39%) Scrum
13 6 (7.79%) Machine Learning
13 6 (7.79%) Portfolio Management
Programming Languages
1 14 (18.18%) SQL
2 13 (16.88%) Java
3 11 (14.29%) PL/SQL
4 4 (5.19%) Perl
4 4 (5.19%) Shell Script
5 3 (3.90%) C#
6 2 (2.60%) R
6 2 (2.60%) T-SQL
7 1 (1.30%) C++
7 1 (1.30%) JavaScript
7 1 (1.30%) PowerShell
7 1 (1.30%) Python
7 1 (1.30%) VBA
Qualifications
1 4 (5.19%) Degree
2 1 (1.30%) Security Cleared
Quality Assurance & Compliance
1 7 (9.09%) Data Quality
Vendors
1 33 (42.86%) Oracle
2 17 (22.08%) Informatica
3 13 (16.88%) Pega
3 13 (16.88%) Teradata
4 4 (5.19%) Microsoft
5 2 (2.60%) Google
5 2 (2.60%) Tableau
6 1 (1.30%) Cognos
6 1 (1.30%) IBM
6 1 (1.30%) MicroStrategy
6 1 (1.30%) Talend
Edinburgh, Midlothian
McGregor Boyall
Salary: £50000 - £70000 per annum
Posted: 3 days ago
Edinburgh
TDA Group
Salary: £45000 - £55000 per annum + Bonus
Posted: 9 days ago
Edinburgh, Midlothian
CGI
Salary: £36000 - £41000 per annum + benefits
Posted: 23 days ago
Edinburgh, Midlothian
CGI
Salary: £60000 - £65000 per annum + benefits
Posted: 23 days ago