The table below looks at the statistics for Data Modelling skills in IT contracts advertised for the Edinburgh region. Included is a guide to the contractor rates offered in IT contracts that have cited Data Modelling over the 3 months to 27 June 2016 with a comparison to the same period over the previous 2 years.

Note that daily contractor rates and hourly contractor rates are treated separately. When calculating average contractor rates, daily rates are not derived from quoted hourly rates or vice versa.

3 months to
27 Jun 2016
Same period 2015 Same period 2014
Data Modelling
Rank 45 48 40
Rank change year-on-year
+3 -8
Contract jobs citing Data Modelling 56 38 44
As % of all contract IT jobs located in Edinburgh 4.16% 2.69% 3.40%
As % of the Processes & Methodologies category 5.02% 3.31% 4.31%
Number of daily rates quoted 34 16 22
Median daily rate £463 £400 £450
Median daily rate % change year-on-year
+15.62% -11.11%
90% offered a daily rate of more than £356 £308 £311
10% offered a daily rate of more than £500 £600 £570
UK excluding London median daily rate £430 £420 £400
% change year-on-year
+2.38% +5.00%
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK excluding London median hourly rate - £33.50 £19.27
% change year-on-year
- +73.86%
Data Modelling
Scotland

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in contract jobs advertised in the Edinburgh region.

Processes & Methodologies Category
Edinburgh
Contract IT job ads with a match in the
Processes & Methodologies category
1115 1148 1020
As % of all contract IT jobs located in Edinburgh 82.78% 81.36% 78.76%
Number of daily rates quoted 615 600 614
Median daily rate £400 £375 £405
Median daily rate % change year-on-year
+6.66% -7.40%
90% offered a daily rate of more than £290 £275 £270
10% offered a daily rate of more than £525 £500 £510
UK excluding London median daily rate £400 £385 £375
% change year-on-year
+3.89% +2.66%
Number of hourly rates quoted 6 13 17
Median hourly rate £15.82 £18.50 £25.00
Median hourly rate % change year-on-year
-14.51% -26.00%
90% offered a hourly rate of more than £11.52 £12.35 £18.00
10% offered a hourly rate of more than £42.50 £42.50 £32.00
UK excluding London median hourly rate £28.50 £30.00 £30.00
% change year-on-year
-5.00% -

Data Modelling
Jobs Demand Trend in Edinburgh

The demand trend of contract jobs across the Edinburgh region citing Data Modelling as a proportion of all IT contracts with a match in the Processes & Methodologies category.

Data Modelling Jobs Demand Trend in Edinburgh

Data Modelling
Daily Rate Trend in Edinburgh

This chart provides the 3-month moving average for daily rates quoted in IT contract jobs citing Data Modelling across the Edinburgh region.

Data Modelling Daily Rate Trend in Edinburgh

Data Modelling
Daily Rate Histogram in Edinburgh

This chart provides a histogram of daily rates quoted in contract IT jobs citing Data Modelling across the Edinburgh region over the 3 months to 27 June 2016.

Data Modelling Daily Rate Histogram in Edinburgh

Data Modelling
Hourly Rate Trend in Edinburgh

This chart provides the 3-month moving average for hourly rates quoted in IT contractor jobs citing Data Modelling across the Edinburgh region.

Data Modelling Hourly Rate Trend in Edinburgh

Data Modelling
Top 30 Related IT Skills in Edinburgh

For the 6 months to 27 June 2016, IT contractor 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 contract ads across the Edinburgh region with a requirement for Data Modelling.

1 54 (51.92%) Finance
2 43 (41.35%) ETL
3 38 (36.54%) Oracle
4 37 (35.58%) Data Warehouse
5 31 (29.81%) Migration
6 29 (27.88%) SQL
7 26 (25.00%) Teradata
7 26 (25.00%) Logical Data Model
8 24 (23.08%) Data Architecture
8 24 (23.08%) Java
9 23 (22.12%) Banking
10 22 (21.15%) Use Case
10 22 (21.15%) UML
10 22 (21.15%) Data Migration
11 21 (20.19%) JBoss
11 21 (20.19%) SOA
12 19 (18.27%) OO
12 19 (18.27%) Data Quality
13 18 (17.31%) JPA
13 18 (17.31%) Apache CXF
13 18 (17.31%) Data Analysis
14 17 (16.35%) JSF
15 16 (15.38%) Retail
15 16 (15.38%) Agile Software Development
15 16 (15.38%) Informatica
15 16 (15.38%) Dimensional Modelling
16 15 (14.42%) Hibernate
17 14 (13.46%) Stakeholder Management
17 14 (13.46%) Data Management
17 14 (13.46%) SAS

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 21 (20.19%) JBoss
2 14 (13.46%) SAS
3 2 (1.92%) Oracle Workflow
3 2 (1.92%) PowerExchange
4 1 (0.96%) Apache
Applications
1 4 (3.85%) MS PowerPoint
1 4 (3.85%) MS Visio
2 3 (2.88%) MS Project
3 2 (1.92%) MS Excel
Business Applications
1 6 (5.77%) Oracle BPM
2 4 (3.85%) Oracle EBS
3 2 (1.92%) Markit EDM
4 1 (0.96%) Oracle Financials
Cloud Services
1 1 (0.96%) Amazon AWS
1 1 (0.96%) Microsoft Azure
Database & Business Intelligence
1 37 (35.58%) Data Warehouse
2 12 (11.54%) Relational Database
3 11 (10.58%) PowerCenter
4 10 (9.62%) Oracle Database
5 9 (8.65%) Enterprise Data Warehouse
6 7 (6.73%) PostgreSQL
7 6 (5.77%) Big Data
7 6 (5.77%) MongoDB
7 6 (5.77%) Spatial Data
8 5 (4.81%) Data Mart
9 3 (2.88%) Informix
10 2 (1.92%) Data Mining
10 2 (1.92%) Hadoop
10 2 (1.92%) QlikView
10 2 (1.92%) SQL Server
10 2 (1.92%) SQL Server 2012
10 2 (1.92%) Star Schema
11 1 (0.96%) Oracle Reports
11 1 (0.96%) SQL Server 2008
Development Applications
1 10 (9.62%) ERwin
2 4 (3.85%) Oracle APEX
3 1 (0.96%) Eclipse
3 1 (0.96%) JProfiler
3 1 (0.96%) Maven
General
1 54 (51.92%) Finance
2 23 (22.12%) Banking
3 16 (15.38%) Retail
4 13 (12.50%) Retail Banking
5 5 (4.81%) Law
6 2 (1.92%) Front Office
Job Titles
1 51 (49.04%) Architect
2 30 (28.85%) Data Architect
3 27 (25.96%) Solutions Architect
4 24 (23.08%) Analyst
5 15 (14.42%) Business Analyst
6 14 (13.46%) Data Warehouse Architect
7 11 (10.58%) Consultant
7 11 (10.58%) Data Analyst
8 9 (8.65%) Developer
9 8 (7.69%) Java Architect
9 8 (7.69%) Java Solutions Architect
10 7 (6.73%) Informatica Consultant
11 5 (4.81%) Data Business Analyst
11 5 (4.81%) Data Modeller
11 5 (4.81%) Senior Analyst
12 4 (3.85%) SOA Architect
13 3 (2.88%) Business Data Analyst
13 3 (2.88%) Designer
13 3 (2.88%) Digital Architect
13 3 (2.88%) PostgreSQL Consultant
Libraries, Frameworks & Software Standards
1 18 (17.31%) Apache CXF
1 18 (17.31%) JPA
2 17 (16.35%) JSF
3 15 (14.42%) Hibernate
4 14 (13.46%) Drools
5 9 (8.65%) RichFaces
6 6 (5.77%) PostGIS
7 4 (3.85%) Spring
8 2 (1.92%) Java EE
8 2 (1.92%) REST
9 1 (0.96%) COM
9 1 (0.96%) J2EE
9 1 (0.96%) jBPM
9 1 (0.96%) jQuery
9 1 (0.96%) RESTful
9 1 (0.96%) SOAP
9 1 (0.96%) XML
9 1 (0.96%) XSLT
Miscellaneous
1 10 (9.62%) Analytical Skills
2 3 (2.88%) User Experience
2 3 (2.88%) Visualisation
3 2 (1.92%) Credit Risk
3 2 (1.92%) Data Integration
3 2 (1.92%) Mainframe
4 1 (0.96%) Enterprise Software
4 1 (0.96%) Management Information System
4 1 (0.96%) Reference Data
Operating Systems
1 10 (9.62%) Unix
Processes & Methodologies
1 43 (41.35%) ETL
2 31 (29.81%) Migration
3 26 (25.00%) Logical Data Model
4 24 (23.08%) Data Architecture
5 22 (21.15%) Data Migration
5 22 (21.15%) UML
5 22 (21.15%) Use Case
6 21 (20.19%) SOA
7 19 (18.27%) OO
8 18 (17.31%) Data Analysis
9 16 (15.38%) Agile Software Development
9 16 (15.38%) Dimensional Modelling
10 14 (13.46%) BPMN
10 14 (13.46%) Data Management
10 14 (13.46%) Stakeholder Management
11 12 (11.54%) Wireframes
12 11 (10.58%) ETL Development
13 10 (9.62%) Analytics
13 10 (9.62%) User Acceptance Testing
14 8 (7.69%) Data Mapping
Programming Languages
1 29 (27.88%) SQL
2 24 (23.08%) Java
3 6 (5.77%) PL/SQL
4 4 (3.85%) VBA
5 3 (2.88%) VB
6 2 (1.92%) JavaScript
7 1 (0.96%) Python
Qualifications
1 3 (2.88%) Degree
1 3 (2.88%) ISEB
2 1 (0.96%) IIBA
2 1 (0.96%) Security Cleared
Quality Assurance & Compliance
1 19 (18.27%) Data Quality
2 4 (3.85%) Disclosure Scotland
Vendors
1 38 (36.54%) Oracle
2 26 (25.00%) Teradata
3 16 (15.38%) Informatica
4 10 (9.62%) CA
5 4 (3.85%) Microsoft
6 2 (1.92%) Trillium
7 1 (0.96%) Cognos
7 1 (0.96%) MicroStrategy