The following table provides summary statistics for permanent job vacancies advertised in Edinburgh with a requirement for Data Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Modelling over the 3 months to 25 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
25 Mar 2017
Same period 2016 Same period 2015
Data Modelling
Scotland / Edinburgh
Rank 60 40 47
Rank change year-on-year -20 +7  
Permanent jobs citing Data Modelling 35 56 55
As % of all permanent IT jobs advertised in Edinburgh 3.11% 4.19% 4.10%
As % of the Processes & Methodologies category 3.34% 4.61% 4.62%
Number of salaries quoted 25 29 48
Median salary £60,000 £50,000 £44,000
Median salary % change year-on-year +20.00% +13.63%  
90% offered a salary of more than £38,000 £43,500 £39,500
10% offered a salary of more than £77,500 £55,000 £65,750
UK excluding London median salary £50,000 £47,500 £47,500
% change year-on-year +5.26% -  

Data Modelling is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Edinburgh with a requirement for process and methodology skills.

Process & Methodology Skills
Edinburgh
Permanent job vacancies with a requirement for process and methodology skills 1049 1214 1191
As % of all permanent IT job vacancies advertised in Edinburgh 93.08% 90.87% 88.75%
Number of salaries quoted 679 817 712
Median salary £47,500 £47,500 £44,000
Median salary % change year-on-year - +7.95%  
90% offered a salary of more than £34,000 £32,500 £32,500
10% offered a salary of more than £72,500 £59,000 £67,500
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Data Modelling
Job Vacancy Trend in Edinburgh

The job posting trend of jobs advertised in Edinburgh citing Data Modelling as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Data Modelling 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 in Edinburgh.

Salary trend for Data Modelling in Edinburgh

Data Modelling
Salary Histogram in Edinburgh

The salary distribution of IT jobs citing Data Modelling in Edinburgh over the 3 months to 25 March 2017.

Salary histogram for Data Modelling in Edinburgh

Data Modelling
Top 30 Related IT Skills in Edinburgh

For the 6 months to 25 March 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 36 (50.00%) Finance
2 32 (44.44%) Relational Database
3 28 (38.89%) Oracle
4 25 (34.72%) Use Case
5 23 (31.94%) SOA
6 22 (30.56%) UML
6 22 (30.56%) Logical Data Model
7 19 (26.39%) Oracle SOA Suite
7 19 (26.39%) OO
8 18 (25.00%) Java
8 18 (25.00%) Analytics
9 17 (23.61%) Domain Models
9 17 (23.61%) Business Intelligence
9 17 (23.61%) Stakeholder Management
10 16 (22.22%) JSF
10 16 (22.22%) JBoss
10 16 (22.22%) Oracle BPM
10 16 (22.22%) JPA
10 16 (22.22%) Apache CXF
10 16 (22.22%) RichFaces
11 15 (20.83%) BPMN
11 15 (20.83%) SQL
12 14 (19.44%) Data Management
12 14 (19.44%) Analytical Skills
13 13 (18.06%) Data Warehouse
14 12 (16.67%) ERwin
14 12 (16.67%) ETL
14 12 (16.67%) RDBMS
14 12 (16.67%) Hadoop
14 12 (16.67%) Data Architecture

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 (26.39%) Oracle SOA Suite
2 16 (22.22%) JBoss
3 6 (8.33%) Apache Spark
4 1 (1.39%) Confluence
4 1 (1.39%) SAS
Applications
1 8 (11.11%) MS Visio
2 2 (2.78%) MS Excel
3 1 (1.39%) MS Office
3 1 (1.39%) MS PowerPoint
3 1 (1.39%) Spreadsheet
Business Applications
1 16 (22.22%) Oracle BPM
2 1 (1.39%) HFM
2 1 (1.39%) Hyperion Planning
2 1 (1.39%) Markit EDM
2 1 (1.39%) Oracle EBS
Cloud Services
1 2 (2.78%) Microsoft Azure
1 2 (2.78%) SaaS
2 1 (1.39%) Google Analytics
2 1 (1.39%) iPaaS
2 1 (1.39%) PaaS
Communications & Networking
1 1 (1.39%) Network Security
Database & Business Intelligence
1 32 (44.44%) Relational Database
2 13 (18.06%) Data Warehouse
3 12 (16.67%) Hadoop
3 12 (16.67%) RDBMS
4 10 (13.89%) SQL Server
5 6 (8.33%) Apache Hive
5 6 (8.33%) Big Data
5 6 (8.33%) HBase
5 6 (8.33%) NoSQL
6 5 (6.94%) Data Mart
6 5 (6.94%) DB2
7 2 (2.78%) Azure SQL Database
7 2 (2.78%) BusinessObjects
7 2 (2.78%) Data Mining
8 1 (1.39%) Base SAS
8 1 (1.39%) Essbase
8 1 (1.39%) Oracle BI EE
8 1 (1.39%) SAS Enterprise Guide
8 1 (1.39%) SQL Server Analysis Services
8 1 (1.39%) SQL Server Integration Services
Development Applications
1 12 (16.67%) ERwin
2 3 (4.17%) Visual Studio
3 2 (2.78%) Eclipse
3 2 (2.78%) Jenkins
3 2 (2.78%) JUnit
3 2 (2.78%) Maven
3 2 (2.78%) NSubstitute
4 1 (1.39%) JIRA
4 1 (1.39%) Team Foundation Server
General
1 36 (50.00%) Finance
2 3 (4.17%) Marketing
3 2 (2.78%) Banking
4 1 (1.39%) General Ledger
4 1 (1.39%) Legal
4 1 (1.39%) Retail
4 1 (1.39%) Retail Banking
Job Titles
1 36 (50.00%) Architect
2 16 (22.22%) Solutions Architect
3 15 (20.83%) Analyst
4 14 (19.44%) Data Architect
5 13 (18.06%) Senior Architect
5 13 (18.06%) Senior Data Architect
6 8 (11.11%) Developer
7 7 (9.72%) Business Analyst
8 6 (8.33%) PL/SQL Developer
8 6 (8.33%) SQL Developer
9 5 (6.94%) Data Modeller
10 4 (5.56%) Business Intelligence Analyst
10 4 (5.56%) Technical Architect
11 3 (4.17%) Data Analyst
12 2 (2.78%) Business Intelligence Developer
12 2 (2.78%) Data Insight Analyst
12 2 (2.78%) Insight Analyst
12 2 (2.78%) Marketing Analyst
12 2 (2.78%) Marketing Data Analyst
12 2 (2.78%) Marketing Insight Analyst
Libraries, Frameworks & Software Standards
1 16 (22.22%) Apache CXF
1 16 (22.22%) JPA
1 16 (22.22%) JSF
1 16 (22.22%) RichFaces
2 8 (11.11%) Drools
2 8 (11.11%) Hibernate
3 6 (8.33%) Kafka
4 3 (4.17%) .NET
4 3 (4.17%) HTML
5 2 (2.78%) AngularJS
5 2 (2.78%) ASP.NET
5 2 (2.78%) ASP.NET MVC
5 2 (2.78%) ASP.NET Web API
5 2 (2.78%) CGI
5 2 (2.78%) CSS
5 2 (2.78%) SOAP
5 2 (2.78%) Web Services
5 2 (2.78%) XML
5 2 (2.78%) XML Schema
5 2 (2.78%) XSLT
Miscellaneous
1 14 (19.44%) Analytical Skills
2 5 (6.94%) Taxonomies
3 4 (5.56%) Computer Science
4 1 (1.39%) Client/Server
4 1 (1.39%) Enterprise Software
4 1 (1.39%) Management Information System
4 1 (1.39%) User Experience
Operating Systems
1 1 (1.39%) Unix
1 1 (1.39%) Windows
Processes & Methodologies
1 25 (34.72%) Use Case
2 23 (31.94%) SOA
3 22 (30.56%) Logical Data Model
3 22 (30.56%) UML
4 19 (26.39%) OO
5 18 (25.00%) Analytics
6 17 (23.61%) Business Intelligence
6 17 (23.61%) Domain Models
6 17 (23.61%) Stakeholder Management
7 15 (20.83%) BPMN
8 14 (19.44%) Data Management
9 12 (16.67%) Data Architecture
9 12 (16.67%) ETL
10 11 (15.28%) Agile Software Development
11 10 (13.89%) Machine Learning
11 10 (13.89%) Open Source
11 10 (13.89%) Presales
12 8 (11.11%) Data Integration
12 8 (11.11%) Wireframes
13 6 (8.33%) Master Data Management
Programming Languages
1 18 (25.00%) Java
2 15 (20.83%) SQL
3 9 (12.50%) PL/SQL
4 3 (4.17%) C#
4 3 (4.17%) JavaScript
5 2 (2.78%) Ruby
5 2 (2.78%) XPath
6 1 (1.39%) T-SQL
6 1 (1.39%) VBA
Qualifications
1 7 (9.72%) Degree
2 1 (1.39%) ACCA
2 1 (1.39%) IIBA
Quality Assurance & Compliance
1 3 (4.17%) Data Quality
Vendors
1 28 (38.89%) Oracle
2 11 (15.28%) Teradata
3 7 (9.72%) IBM
4 6 (8.33%) Informatica
5 5 (6.94%) Pega
6 4 (5.56%) Microsoft
7 2 (2.78%) Hyperion
7 2 (2.78%) MuleSoft
7 2 (2.78%) Tableau
8 1 (1.39%) CA
8 1 (1.39%) CODA
8 1 (1.39%) Cognos
8 1 (1.39%) Google
Edinburgh
Churchill Frank
Salary: £40000 - £50000 per annum
Posted: Yesterday
Edinburgh, Midlothian
FPSG Connect
Salary: £30000 - £50000 per annum + Excellent Benefits, Career & Travel
Posted: 2 days ago