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 24 February 2017 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
24 Feb 2017
Same period 2016 Same period 2015
Data Modelling
Scotland / Edinburgh
Rank 61 40 40
Rank change year-on-year
-21 0
Contract jobs citing Data Modelling 10 56 43
As % of all contract IT jobs located in Edinburgh 1.18% 3.82% 3.18%
As % of the Processes & Methodologies category 1.40% 4.60% 3.93%
Number of daily rates quoted 8 44 24
Median daily rate £375 £463 £400
Median daily rate % change year-on-year
-18.91% +15.62%
90% offered a daily rate of more than £320 £356 £356
10% offered a daily rate of more than £450 £594 £503
UK excluding London median daily rate £450 £438 £425
% change year-on-year
+2.85% +2.94%
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK excluding London median hourly rate £42.50 £46.58 £49.50
% change year-on-year
-8.75% -5.89%

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
715 1218 1093
As % of all contract IT jobs located in Edinburgh 84.52% 83.14% 80.72%
Number of daily rates quoted 475 643 621
Median daily rate £400 £400 £400
90% offered a daily rate of more than £275 £280 £275
10% offered a daily rate of more than £520 £553 £525
UK excluding London median daily rate £408 £400 £400
% change year-on-year
+1.87% -
Number of hourly rates quoted 5 5 11
Median hourly rate £15.00 £27.13 £28.50
Median hourly rate % change year-on-year
-44.70% -4.82%
90% offered a hourly rate of more than £14.67 £15.25 £14.00
10% offered a hourly rate of more than £38.90 £59.05 £47.50
UK excluding London median hourly rate £36.00 £40.00 £27.50
% change year-on-year
-10.00% +45.45%

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 24 February 2017.

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 24 February 2017, 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 12 (36.36%) Oracle
1 12 (36.36%) Agile Software Development
2 11 (33.33%) SQL
2 11 (33.33%) Logical Data Model
3 9 (27.27%) Use Case
4 8 (24.24%) ETL
4 8 (24.24%) UML
4 8 (24.24%) Physical Data Model
4 8 (24.24%) Relational Database
5 7 (21.21%) Data Warehouse
6 6 (18.18%) CRM
6 6 (18.18%) BPMN
7 5 (15.15%) Data Architecture
7 5 (15.15%) Document Management
7 5 (15.15%) Data Analysis
7 5 (15.15%) Scrum
7 5 (15.15%) Java
7 5 (15.15%) SOA
7 5 (15.15%) Business Intelligence
7 5 (15.15%) RDBMS
7 5 (15.15%) Oracle Database
8 4 (12.12%) User Stories
8 4 (12.12%) Ansible
8 4 (12.12%) Spatial Data
8 4 (12.12%) SAS
8 4 (12.12%) PL/SQL
8 4 (12.12%) Finance
8 4 (12.12%) PostgreSQL
8 4 (12.12%) Data Management
8 4 (12.12%) Migration

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 4 (12.12%) SAS
2 3 (9.09%) JBoss
2 3 (9.09%) SharePoint
3 2 (6.06%) Oracle SOA Suite
4 1 (3.03%) CMS
4 1 (3.03%) Oracle Workflow
Applications
1 3 (9.09%) MS Visio
Business Applications
1 3 (9.09%) Oracle BPM
2 1 (3.03%) Dynamics CRM
2 1 (3.03%) NetSuite
2 1 (3.03%) thinkFolio
Database & Business Intelligence
1 8 (24.24%) Relational Database
2 7 (21.21%) Data Warehouse
3 5 (15.15%) Oracle Database
3 5 (15.15%) RDBMS
4 4 (12.12%) PostgreSQL
4 4 (12.12%) Spatial Data
5 3 (9.09%) GIS
5 3 (9.09%) QGIS
6 2 (6.06%) Big Data
6 2 (6.06%) SAS EBI
7 1 (3.03%) Oracle Database 11g
7 1 (3.03%) Oracle Database 12c
7 1 (3.03%) QlikView
7 1 (3.03%) SQL Server
7 1 (3.03%) SQL Server Analysis Services
7 1 (3.03%) SQL Server Integration Services
7 1 (3.03%) SQL Server Reporting Services
7 1 (3.03%) TKPROF
Development Applications
1 4 (12.12%) Jenkins
2 3 (9.09%) Flyway
2 3 (9.09%) Git (software)
3 2 (6.06%) ERwin
4 1 (3.03%) Oracle Forms
4 1 (3.03%) Selenium
General
1 4 (12.12%) Finance
2 3 (9.09%) Banking
3 2 (6.06%) Legal
3 2 (6.06%) Telecoms
4 1 (3.03%) Marketing
4 1 (3.03%) Retail
4 1 (3.03%) Retail Banking
Job Titles
1 14 (42.42%) Analyst
2 11 (33.33%) Architect
3 7 (21.21%) Business Analyst
4 6 (18.18%) Data Architect
5 3 (9.09%) Data Analyst
5 3 (9.09%) Database Designer
5 3 (9.09%) Designer
5 3 (9.09%) Developer
5 3 (9.09%) Systems Analyst
5 3 (9.09%) Technical Architect
6 2 (6.06%) Data Modeller
6 2 (6.06%) Solutions Architect
7 1 (3.03%) Banking Analyst
7 1 (3.03%) Business Intelligence Analyst
7 1 (3.03%) Enterprise Architect
7 1 (3.03%) Implementation Analyst
7 1 (3.03%) Oracle Developer
7 1 (3.03%) SAS Analyst
7 1 (3.03%) Senior Analyst
7 1 (3.03%) Senior Business Analyst
Libraries, Frameworks & Software Standards
1 4 (12.12%) PostGIS
2 3 (9.09%) Apache CXF
2 3 (9.09%) JPA
2 3 (9.09%) JSF
2 3 (9.09%) Middleware
2 3 (9.09%) RichFaces
2 3 (9.09%) Web Services
3 2 (6.06%) Drools
3 2 (6.06%) Hibernate
4 1 (3.03%) .NET
4 1 (3.03%) ASP.NET
4 1 (3.03%) ASP.NET Web Forms
Miscellaneous
1 2 (6.06%) Management Information System
2 1 (3.03%) Analytical Skills
2 1 (3.03%) Credit Risk
2 1 (3.03%) Data Structures
2 1 (3.03%) Social Media
Operating Systems
1 3 (9.09%) Unix
Processes & Methodologies
1 12 (36.36%) Agile Software Development
2 11 (33.33%) Logical Data Model
3 9 (27.27%) Use Case
4 8 (24.24%) ETL
4 8 (24.24%) Physical Data Model
4 8 (24.24%) UML
5 6 (18.18%) BPMN
5 6 (18.18%) CRM
6 5 (15.15%) Business Intelligence
6 5 (15.15%) Data Analysis
6 5 (15.15%) Data Architecture
6 5 (15.15%) Document Management
6 5 (15.15%) Scrum
6 5 (15.15%) SOA
7 4 (12.12%) Analytics
7 4 (12.12%) Continuous Integration
7 4 (12.12%) Data Management
7 4 (12.12%) Domain-Driven Design
7 4 (12.12%) Enterprise Architecture
7 4 (12.12%) Migration
Programming Languages
1 11 (33.33%) SQL
2 5 (15.15%) Java
3 4 (12.12%) PL/SQL
4 1 (3.03%) MATLAB
4 1 (3.03%) VBA
Qualifications
1 2 (6.06%) Degree
1 2 (6.06%) SC Cleared
1 2 (6.06%) Security Cleared
2 1 (3.03%) BPSS Clearance
2 1 (3.03%) ISEB
2 1 (3.03%) Oracle Certification
Quality Assurance & Compliance
1 1 (3.03%) Disclosure Scotland
System Software
1 3 (9.09%) Docker
Systems Management
1 4 (12.12%) Ansible
Vendors
1 12 (36.36%) Oracle
2 1 (3.03%) Charles River
2 1 (3.03%) Cloudera
2 1 (3.03%) IBM
2 1 (3.03%) MapR
2 1 (3.03%) Microsoft
2 1 (3.03%) Pega