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 26 June 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
Scotland / Edinburgh
3 months to
26 Jun 2017
Same period 2016 Same period 2015
Rank 86 49 71
Rank change year-on-year -37 +22  
Permanent jobs citing Data Modelling 14 46 36
As % of all permanent IT jobs advertised in Edinburgh 1.13% 3.88% 2.56%
As % of the Processes & Methodologies category 1.23% 4.23% 2.84%
Number of salaries quoted 9 32 23
Median salary £52,500 £53,750 £44,000
Median salary % change year-on-year -2.32% +22.15%  
90% offered a salary of more than £40,000 £42,500 £33,300
10% offered a salary of more than £73,500 £77,000 £54,000
UK excluding London median salary £48,500 £47,500 £45,500
% change year-on-year +2.10% +4.39%  

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 1141 1087 1266
As % of all permanent IT job vacancies advertised in Edinburgh 91.79% 91.65% 89.91%
Number of salaries quoted 700 618 770
Median salary £45,000 £47,500 £45,000
Median salary % change year-on-year -5.26% +5.55%  
90% offered a salary of more than £30,000 £29,000 £32,500
10% offered a salary of more than £70,000 £60,000 £70,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

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 26 June 2017.

Salary histogram for Data Modelling in Edinburgh

For the 6 months to 26 June 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 24 (48.98%) Finance
2 17 (34.69%) Oracle
2 17 (34.69%) Relational Database
3 16 (32.65%) Business Intelligence
3 16 (32.65%) Use Case
4 15 (30.61%) Analytics
5 14 (28.57%) Stakeholder Management
5 14 (28.57%) SQL Server
6 12 (24.49%) SOA
6 12 (24.49%) Oracle SOA Suite
7 11 (22.45%) RDBMS
8 10 (20.41%) ETL
8 10 (20.41%) SQL
8 10 (20.41%) Data Management
8 10 (20.41%) Hadoop
9 9 (18.37%) Data Architecture
9 9 (18.37%) Business Analysis
9 9 (18.37%) Java
10 8 (16.33%) ERwin
10 8 (16.33%) BPMN
10 8 (16.33%) Teradata
10 8 (16.33%) Apache Hive
10 8 (16.33%) HBase
10 8 (16.33%) Apache Spark
10 8 (16.33%) Logical Data Model
11 7 (14.29%) Domain Models
11 7 (14.29%) IT Strategy
11 7 (14.29%) Analytical Skills
11 7 (14.29%) Master Data Management
11 7 (14.29%) Machine Learning

Data Modelling
Co-occurring 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 12 (24.49%) Oracle SOA Suite
2 8 (16.33%) Apache Spark
3 6 (12.24%) JBoss
4 1 (2.04%) Confluence
Applications
1 4 (8.16%) Microsoft Excel
2 3 (6.12%) MS Visio
3 1 (2.04%) Microsoft Office
3 1 (2.04%) Microsoft PowerPoint
Business Applications
1 6 (12.24%) Oracle BPM
2 1 (2.04%) Eloqua
2 1 (2.04%) HFM
2 1 (2.04%) Hyperion Planning
2 1 (2.04%) Markit EDM
2 1 (2.04%) Oracle EBS
Cloud Services
1 2 (4.08%) Microsoft Azure
1 2 (4.08%) SaaS
2 1 (2.04%) Google Analytics
2 1 (2.04%) iPaaS
2 1 (2.04%) PaaS
Database & Business Intelligence
1 17 (34.69%) Relational Database
2 14 (28.57%) SQL Server
3 11 (22.45%) RDBMS
4 10 (20.41%) Hadoop
5 8 (16.33%) Apache Hive
5 8 (16.33%) HBase
6 5 (10.20%) Data Warehouse
7 2 (4.08%) Azure SQL Database
7 2 (4.08%) Big Data
7 2 (4.08%) BusinessObjects
7 2 (4.08%) Data Mining
7 2 (4.08%) NoSQL
7 2 (4.08%) SQL Server 2012
7 2 (4.08%) SQL Server Analysis Services
7 2 (4.08%) SQL Server Integration Services
7 2 (4.08%) SQL Server Reporting Services
8 1 (2.04%) Oracle Database
8 1 (2.04%) Oracle ODI
8 1 (2.04%) Oracle Smart View
8 1 (2.04%) SQL Server 2014
Development Applications
1 8 (16.33%) ERwin
2 4 (8.16%) Visual Studio
3 2 (4.08%) Eclipse
3 2 (4.08%) Jenkins
3 2 (4.08%) JIRA
3 2 (4.08%) JUnit
3 2 (4.08%) Maven
3 2 (4.08%) NSubstitute
3 2 (4.08%) Team Foundation Server
General
1 24 (48.98%) Finance
2 4 (8.16%) Marketing
3 2 (4.08%) Banking
4 1 (2.04%) General Ledger
4 1 (2.04%) Legal
Job Titles
1 20 (40.82%) Architect
2 18 (36.73%) Analyst
3 11 (22.45%) Data Architect
4 10 (20.41%) Business Analyst
4 10 (20.41%) Senior Architect
4 10 (20.41%) Senior Data Architect
5 6 (12.24%) Solutions Architect
6 4 (8.16%) Business Development Analyst
6 4 (8.16%) Business Intelligence Analyst
6 4 (8.16%) Developer
6 4 (8.16%) Development Analyst
6 4 (8.16%) Software Analyst
6 4 (8.16%) Software Development Analyst
6 4 (8.16%) Software Development Business Analyst
7 3 (6.12%) Business Intelligence Developer
7 3 (6.12%) Data Analyst
7 3 (6.12%) Marketing Analyst
7 3 (6.12%) Senior Analyst
7 3 (6.12%) Senior Business Analyst
8 2 (4.08%) SQL Developer
Libraries, Frameworks & Software Standards
1 7 (14.29%) Kafka
2 6 (12.24%) Apache CXF
2 6 (12.24%) JPA
2 6 (12.24%) JSF
2 6 (12.24%) RichFaces
3 5 (10.20%) Drools
3 5 (10.20%) Hibernate
4 3 (6.12%) .NET
4 3 (6.12%) ASP.NET
4 3 (6.12%) HTML
5 2 (4.08%) .NET Framework
5 2 (4.08%) ASP.NET MVC
5 2 (4.08%) CSS
5 2 (4.08%) Ruby on Rails
5 2 (4.08%) SOAP
5 2 (4.08%) WCF
5 2 (4.08%) Web Services
5 2 (4.08%) XML
5 2 (4.08%) XML Schema
5 2 (4.08%) XSLT
Miscellaneous
1 7 (14.29%) Analytical Skills
2 6 (12.24%) Taxonomies
3 5 (10.20%) Computer Science
4 1 (2.04%) Client/Server
4 1 (2.04%) Data Structures
4 1 (2.04%) Enterprise Software
4 1 (2.04%) Management Information System
Processes & Methodologies
1 16 (32.65%) Business Intelligence
1 16 (32.65%) Use Case
2 15 (30.61%) Analytics
3 14 (28.57%) Stakeholder Management
4 12 (24.49%) SOA
5 10 (20.41%) Data Management
5 10 (20.41%) ETL
6 9 (18.37%) Business Analysis
6 9 (18.37%) Data Architecture
7 8 (16.33%) BPMN
7 8 (16.33%) Logical Data Model
8 7 (14.29%) Domain Models
8 7 (14.29%) IT Strategy
8 7 (14.29%) Machine Learning
8 7 (14.29%) Master Data Management
8 7 (14.29%) UML
9 6 (12.24%) Ontologies
9 6 (12.24%) OO
9 6 (12.24%) Presales
9 6 (12.24%) Stakeholder and Relationship Management
Programming Languages
1 10 (20.41%) SQL
2 9 (18.37%) Java
3 5 (10.20%) C#
4 3 (6.12%) JavaScript
4 3 (6.12%) PL/SQL
5 2 (4.08%) Ruby
5 2 (4.08%) XPath
6 1 (2.04%) C
6 1 (2.04%) C++
6 1 (2.04%) PHP
6 1 (2.04%) T-SQL
Qualifications
1 7 (14.29%) Degree
2 1 (2.04%) ACCA
2 1 (2.04%) IIBA
2 1 (2.04%) Oracle Certification
Quality Assurance & Compliance
1 2 (4.08%) Data Quality
Vendors
1 17 (34.69%) Oracle
2 8 (16.33%) Teradata
3 7 (14.29%) IBM
4 4 (8.16%) Microsoft
5 2 (4.08%) Hyperion
5 2 (4.08%) MuleSoft
5 2 (4.08%) Tableau
6 1 (2.04%) CA
6 1 (2.04%) CODA
6 1 (2.04%) Cognos
6 1 (2.04%) Google
6 1 (2.04%) Informatica
6 1 (2.04%) Salesforce.com
Edinburgh, Midlothian
Lorien Resourcing
Salary: Competitive salary + benefits
Posted: 5 days ago
Edinburgh, Midlothian
Spring Technology
Salary: £40000.00 - £47000.00 per annum + Bonus + Benefits
Posted: 4 days ago
Edinburgh, Midlothian
Spring Technology
Salary: £50000.00 - £55000.00 per annum + Bonus + Benefits
Posted: 4 days ago
Edinburgh
Churchill Frank
Salary: £40000 - £50000 per annum
Posted: 14 days ago
Edinburgh & Lothians
Cognizant
Posted: 12 days ago
Edinburgh, Midlothian
CGI
Salary: £30000 - £45000 per annum + benefits
Posted: 18 days ago
Edinburgh
TDA Group
Salary: £45000 - £55000 per annum + + Bonus
Posted: 27 days ago