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

3 months to
8 Dec 2016
Same period 2015 Same period 2014
Data Modelling
Rank 47 68 73
Rank change year-on-year
+21 +5
Permanent jobs citing Data Modelling 44 33 38
As % of all permanent IT jobs located in Edinburgh 4.00% 2.32% 2.58%
As % of the Processes & Methodologies category 4.40% 2.56% 2.88%
Number of salaries quoted 30 25 29
Median salary £60,000 £50,000 £50,000
Median salary % change year-on-year
+20.00% -
90% offered a salary of more than £38,992 £37,500 £44,000
10% offered a salary of more than £75,000 £62,100 £51,500
UK excluding London median salary £47,500 £48,045 £45,000
% change year-on-year
-1.13% +6.76%
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
1000 1288 1321
As % of all permanent IT jobs located in Edinburgh 90.99% 90.70% 89.80%
Number of salaries quoted 640 806 887
Median salary £47,500 £45,000 £43,000
Median salary % change year-on-year
+5.55% +4.65%
90% offered a salary of more than £34,000 £32,500 £30,000
10% offered a salary of more than £71,500 £60,000 £62,500
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 8 December 2016.

Data Modelling Salary Histogram in Edinburgh

Data Modelling
Top 30 Related IT Skills in Edinburgh

For the 6 months to 8 December 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 49 (52.69%) Finance
2 42 (45.16%) Oracle
3 34 (36.56%) Data Warehouse
4 30 (32.26%) Agile Software Development
5 29 (31.18%) Relational Database
5 29 (31.18%) Analytical Skills
6 28 (30.11%) ETL
7 25 (26.88%) Stakeholder Management
7 25 (26.88%) Logical Data Model
8 24 (25.81%) SQL
9 23 (24.73%) Informatica
10 21 (22.58%) SOA
10 21 (22.58%) UML
11 20 (21.51%) Scrum
12 19 (20.43%) Analytics
13 17 (18.28%) Performance Tuning
13 17 (18.28%) Big Data
13 17 (18.28%) Oracle SOA Suite
14 16 (17.20%) PL/SQL
15 15 (16.13%) Use Case
15 15 (16.13%) Infrastructure Management
15 15 (16.13%) Data Architecture
16 14 (15.05%) ERwin
16 14 (15.05%) Business Intelligence
17 13 (13.98%) DB2
17 13 (13.98%) OLAP
17 13 (13.98%) OO
17 13 (13.98%) Data Mart
17 13 (13.98%) Teradata
17 13 (13.98%) Pega

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 (18.28%) Oracle SOA Suite
2 10 (10.75%) JBoss
3 6 (6.45%) BizTalk Server
3 6 (6.45%) IIS
4 1 (1.08%) SAS
Applications
1 6 (6.45%) MS Excel
1 6 (6.45%) SPSS
2 5 (5.38%) MS Visio
Business Applications
1 10 (10.75%) Oracle BPM
Cloud Services
1 2 (2.15%) Google Analytics
2 1 (1.08%) Google Cloud Platform
2 1 (1.08%) Microsoft Azure
Communications & Networking
1 1 (1.08%) Network Security
1 1 (1.08%) SMS
Database & Business Intelligence
1 34 (36.56%) Data Warehouse
2 29 (31.18%) Relational Database
3 17 (18.28%) Big Data
4 13 (13.98%) Data Mart
4 13 (13.98%) DB2
4 13 (13.98%) Hadoop
4 13 (13.98%) OLAP
5 12 (12.90%) SQL Server
5 12 (12.90%) SQL Server Integration Services
6 10 (10.75%) Apache Hive
6 10 (10.75%) HBase
6 10 (10.75%) Oracle OLAP
7 6 (6.45%) Data Mining
7 6 (6.45%) SQL Server Analysis Services
7 6 (6.45%) SQL Server Reporting Services
8 4 (4.30%) Power BI
8 4 (4.30%) RDBMS
9 3 (3.23%) NoSQL
9 3 (3.23%) SQL Server 2012
9 3 (3.23%) SQL Server 2014
Development Applications
1 14 (15.05%) ERwin
2 2 (2.15%) Team Foundation Server
2 2 (2.15%) Visual Studio
3 1 (1.08%) PVCS
3 1 (1.08%) Talend Open Studio
General
1 49 (52.69%) Finance
2 12 (12.90%) Retail
3 10 (10.75%) Games
3 10 (10.75%) Telecoms
4 7 (7.53%) Marketing
5 4 (4.30%) Banking
6 2 (2.15%) Retail Banking
Job Titles
1 34 (36.56%) Architect
2 15 (16.13%) Data Architect
3 14 (15.05%) Analyst
4 13 (13.98%) Data Modeller
4 13 (13.98%) Solutions Architect
5 10 (10.75%) PMO Manager
6 7 (7.53%) Developer
7 6 (6.45%) Business Analyst
7 6 (6.45%) Data Analyst
7 6 (6.45%) Marketing Analyst
7 6 (6.45%) Marketing Data Analyst
8 5 (5.38%) PL/SQL Developer
8 5 (5.38%) SQL Developer
9 4 (4.30%) Hadoop Architect
9 4 (4.30%) Senior Architect
9 4 (4.30%) Senior Data Architect
10 3 (3.23%) .NET Architect
10 3 (3.23%) Senior Analyst
10 3 (3.23%) Senior Business Analyst
10 3 (3.23%) Technical Leader
Libraries, Frameworks & Software Standards
1 10 (10.75%) Apache CXF
1 10 (10.75%) JPA
1 10 (10.75%) JSF
1 10 (10.75%) REST
1 10 (10.75%) RichFaces
2 8 (8.60%) .NET
3 6 (6.45%) ASP.NET
4 3 (3.23%) Drools
4 3 (3.23%) Hibernate
4 3 (3.23%) MDX
5 1 (1.08%) CGI
Miscellaneous
1 29 (31.18%) Analytical Skills
2 5 (5.38%) Data Integration
3 2 (2.15%) Enterprise Software
4 1 (1.08%) Computer Science
4 1 (1.08%) Credit Risk
4 1 (1.08%) Statistics
4 1 (1.08%) User Experience
4 1 (1.08%) Visualisation
Operating Systems
1 6 (6.45%) Windows
2 1 (1.08%) Unix
Processes & Methodologies
1 30 (32.26%) Agile Software Development
2 28 (30.11%) ETL
3 25 (26.88%) Logical Data Model
3 25 (26.88%) Stakeholder Management
4 21 (22.58%) SOA
4 21 (22.58%) UML
5 20 (21.51%) Scrum
6 19 (20.43%) Analytics
7 17 (18.28%) Performance Tuning
8 15 (16.13%) Data Architecture
8 15 (16.13%) Infrastructure Management
8 15 (16.13%) Use Case
9 14 (15.05%) Business Intelligence
10 13 (13.98%) ETL Development
10 13 (13.98%) OO
11 12 (12.90%) Data Governance
12 10 (10.75%) Kanban
12 10 (10.75%) Physical Data Model
12 10 (10.75%) Portfolio Management
12 10 (10.75%) Software Engineering
Programming Languages
1 24 (25.81%) SQL
2 16 (17.20%) PL/SQL
3 10 (10.75%) Java
3 10 (10.75%) Perl
3 10 (10.75%) Shell Script
4 8 (8.60%) C#
5 6 (6.45%) C++
5 6 (6.45%) JavaScript
5 6 (6.45%) PowerShell
6 3 (3.23%) T-SQL
7 2 (2.15%) R
8 1 (1.08%) Python
Qualifications
1 6 (6.45%) Degree
2 3 (3.23%) Security Cleared
3 1 (1.08%) CISA
3 1 (1.08%) CISM
3 1 (1.08%) CISSP
3 1 (1.08%) CRISC
Quality Assurance & Compliance
1 9 (9.68%) Data Quality
2 1 (1.08%) ISO/IEC 27001
2 1 (1.08%) PCI DSS
Vendors
1 42 (45.16%) Oracle
2 23 (24.73%) Informatica
3 13 (13.98%) Pega
3 13 (13.98%) Teradata
4 12 (12.90%) Microsoft
5 5 (5.38%) Cognos
5 5 (5.38%) Tableau
6 2 (2.15%) Google
7 1 (1.08%) IBM
7 1 (1.08%) MicroStrategy
7 1 (1.08%) Talend
Edinburgh, Midlothian
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Posted: Yesterday
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