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

3 months to
25 Feb 2017
Same period 2016 Same period 2015
Data Modelling
Scotland / Edinburgh
Rank 53 35 62
Rank change year-on-year
-18 +27
Permanent jobs citing Data Modelling 37 62 48
As % of all permanent IT jobs located in Edinburgh 3.41% 4.92% 3.50%
As % of the Processes & Methodologies category 3.71% 5.40% 3.96%
Number of salaries quoted 26 32 39
Median salary £65,000 £50,000 £44,000
Median salary % change year-on-year
+30.00% +13.63%
90% offered a salary of more than £38,000 £37,500 £40,000
10% offered a salary of more than £77,500 £55,000 £57,000
UK excluding London median salary £47,500 £47,500 £47,500

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
998 1149 1211
As % of all permanent IT jobs located in Edinburgh 92.07% 91.26% 88.33%
Number of salaries quoted 666 781 735
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 £33,000 £32,500
10% offered a salary of more than £71,500 £60,000 £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 25 February 2017.

Data Modelling Salary Histogram in Edinburgh

Data Modelling
Top 30 Related IT Skills in Edinburgh

For the 6 months to 25 February 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 37 (48.05%) Finance
2 33 (42.86%) Relational Database
3 30 (38.96%) Oracle
4 23 (29.87%) Analytics
5 21 (27.27%) Use Case
5 21 (27.27%) Analytical Skills
5 21 (27.27%) SOA
6 20 (25.97%) Data Warehouse
7 19 (24.68%) UML
7 19 (24.68%) Logical Data Model
8 18 (23.38%) SQL
8 18 (23.38%) Business Intelligence
9 17 (22.08%) Data Management
9 17 (22.08%) Oracle SOA Suite
10 16 (20.78%) Stakeholder Management
10 16 (20.78%) ETL
10 16 (20.78%) OO
11 15 (19.48%) Java
11 15 (19.48%) ERwin
12 14 (18.18%) Agile Software Development
12 14 (18.18%) Teradata
13 13 (16.88%) JSF
13 13 (16.88%) RDBMS
13 13 (16.88%) JBoss
13 13 (16.88%) Oracle BPM
13 13 (16.88%) JPA
13 13 (16.88%) Apache CXF
13 13 (16.88%) RichFaces
14 12 (15.58%) Data Architecture
14 12 (15.58%) BPMN

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 17 (22.08%) Oracle SOA Suite
2 13 (16.88%) JBoss
3 6 (7.79%) Apache Spark
4 2 (2.60%) SAS
5 1 (1.30%) Confluence
Applications
1 8 (10.39%) MS Visio
2 4 (5.19%) MS Excel
3 1 (1.30%) MS Office
3 1 (1.30%) Spreadsheet
3 1 (1.30%) SPSS
Business Applications
1 13 (16.88%) Oracle BPM
2 1 (1.30%) Markit EDM
2 1 (1.30%) Oracle EBS
Cloud Services
1 3 (3.90%) Google Analytics
2 2 (2.60%) Microsoft Azure
3 1 (1.30%) Google Cloud Platform
3 1 (1.30%) iPaaS
3 1 (1.30%) PaaS
3 1 (1.30%) SaaS
Communications & Networking
1 1 (1.30%) Network Security
1 1 (1.30%) SMS
Database & Business Intelligence
1 33 (42.86%) Relational Database
2 20 (25.97%) Data Warehouse
3 13 (16.88%) RDBMS
4 12 (15.58%) Hadoop
4 12 (15.58%) SQL Server
5 8 (10.39%) Data Mart
5 8 (10.39%) DB2
6 6 (7.79%) Apache Hive
6 6 (7.79%) Big Data
6 6 (7.79%) HBase
6 6 (7.79%) NoSQL
7 3 (3.90%) Data Mining
7 3 (3.90%) SQL Server 2012
7 3 (3.90%) SQL Server 2014
7 3 (3.90%) SQL Server Analysis Services
7 3 (3.90%) SQL Server Integration Services
7 3 (3.90%) SQL Server Reporting Services
8 2 (2.60%) Azure SQL Database
9 1 (1.30%) Base SAS
9 1 (1.30%) SAS Enterprise Guide
Development Applications
1 15 (19.48%) ERwin
2 5 (6.49%) Visual Studio
3 3 (3.90%) Team Foundation Server
4 2 (2.60%) Eclipse
4 2 (2.60%) Jenkins
4 2 (2.60%) JUnit
4 2 (2.60%) Maven
4 2 (2.60%) NSubstitute
5 1 (1.30%) JIRA
5 1 (1.30%) PVCS
5 1 (1.30%) Talend Open Studio
General
1 37 (48.05%) Finance
2 4 (5.19%) Marketing
3 2 (2.60%) Banking
4 1 (1.30%) Legal
4 1 (1.30%) Retail
4 1 (1.30%) Retail Banking
Job Titles
1 32 (41.56%) Architect
2 16 (20.78%) Analyst
3 14 (18.18%) Data Architect
4 13 (16.88%) Senior Architect
4 13 (16.88%) Senior Data Architect
4 13 (16.88%) Solutions Architect
5 9 (11.69%) Developer
6 8 (10.39%) Data Modeller
7 6 (7.79%) Business Analyst
7 6 (7.79%) PL/SQL Developer
7 6 (7.79%) SQL Developer
8 4 (5.19%) Business Intelligence Analyst
8 4 (5.19%) Data Analyst
8 4 (5.19%) Technical Architect
9 3 (3.90%) Data Insight Analyst
9 3 (3.90%) Insight Analyst
9 3 (3.90%) Insight Data Analyst
9 3 (3.90%) Marketing Analyst
9 3 (3.90%) Marketing Data Analyst
9 3 (3.90%) Marketing Insight 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 6 (7.79%) Kafka
3 5 (6.49%) Drools
3 5 (6.49%) Hibernate
4 3 (3.90%) .NET
5 2 (2.60%) .NET Framework
5 2 (2.60%) ASP.NET
5 2 (2.60%) CSS
5 2 (2.60%) Entity Framework
5 2 (2.60%) HTML
5 2 (2.60%) REST
5 2 (2.60%) SOAP
5 2 (2.60%) WCF
5 2 (2.60%) Web Services
5 2 (2.60%) XML
5 2 (2.60%) XML Schema
5 2 (2.60%) XSLT
Miscellaneous
1 21 (27.27%) Analytical Skills
2 5 (6.49%) Taxonomies
3 4 (5.19%) Computer Science
4 3 (3.90%) Enterprise Software
5 1 (1.30%) User Experience
Operating Systems
1 2 (2.60%) Unix
2 1 (1.30%) Windows
Processes & Methodologies
1 23 (29.87%) Analytics
2 21 (27.27%) SOA
2 21 (27.27%) Use Case
3 19 (24.68%) Logical Data Model
3 19 (24.68%) UML
4 18 (23.38%) Business Intelligence
5 17 (22.08%) Data Management
6 16 (20.78%) ETL
6 16 (20.78%) OO
6 16 (20.78%) Stakeholder Management
7 14 (18.18%) Agile Software Development
8 12 (15.58%) BPMN
8 12 (15.58%) Data Architecture
9 10 (12.99%) Data Integration
9 10 (12.99%) Machine Learning
9 10 (12.99%) Open Source
9 10 (12.99%) Performance Tuning
10 9 (11.69%) Infrastructure Management
11 8 (10.39%) ETL Development
11 8 (10.39%) Master Data Management
Programming Languages
1 18 (23.38%) SQL
2 15 (19.48%) Java
3 11 (14.29%) PL/SQL
4 5 (6.49%) C#
5 3 (3.90%) T-SQL
6 2 (2.60%) JavaScript
6 2 (2.60%) XPath
7 1 (1.30%) R
7 1 (1.30%) Ruby
7 1 (1.30%) VBA
Qualifications
1 10 (12.99%) Degree
2 1 (1.30%) Security Cleared
Quality Assurance & Compliance
1 8 (10.39%) Data Quality
2 1 (1.30%) PMO
Vendors
1 30 (38.96%) Oracle
2 14 (18.18%) Teradata
3 9 (11.69%) Informatica
4 8 (10.39%) Pega
5 7 (9.09%) IBM
6 6 (7.79%) Microsoft
7 3 (3.90%) Google
7 3 (3.90%) Tableau
8 2 (2.60%) MuleSoft
9 1 (1.30%) Hyperion
9 1 (1.30%) MicroStrategy
9 1 (1.30%) Talend
Edinburgh
Churchill Frank
Salary: £40000 - £50000 per annum
Posted: 11 days ago
Edinburgh
TDA Group
Salary: £45000 - £55000 per annum + Bonus
Posted: 16 days ago
Edinburgh
Cathcart Associates
Salary: £35000 - £47000 per annum + Benefits
Posted: 26 days ago
Edinburgh, Midlothian
CGI
Salary: £42000 - £48000 per annum + benefits
Posted: 17 days ago
Edinburgh, Midlothian
CGI
Salary: £60000 - £65000 per annum + benefits
Posted: 19 days ago