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 3 December 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
3 Dec 2016
Same period 2015 Same period 2014
Data Modelling
Rank 55 33 49
Rank change year-on-year
-22 +16
Contract jobs citing Data Modelling 21 69 41
As % of all contract IT jobs located in Edinburgh 2.29% 4.55% 2.81%
As % of the Processes & Methodologies category 2.86% 5.56% 3.69%
Number of daily rates quoted 10 43 24
Median daily rate £413 £438 £400
Median daily rate % change year-on-year
-5.71% +9.37%
90% offered a daily rate of more than £189 £325 £358
10% offered a daily rate of more than £600 £595 £500
UK excluding London median daily rate £450 £425 £446
% change year-on-year
+5.88% -4.60%
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK excluding London median hourly rate £46.50 £35.21 £74.50
% change year-on-year
+32.08% -52.74%
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
735 1242 1110
As % of all contract IT jobs located in Edinburgh 80.24% 81.87% 76.03%
Number of daily rates quoted 428 616 617
Median daily rate £400 £380 £400
Median daily rate % change year-on-year
+5.26% -5.00%
90% offered a daily rate of more than £275 £275 £285
10% offered a daily rate of more than £550 £500 £525
UK excluding London median daily rate £413 £400 £385
% change year-on-year
+3.12% +3.89%
Number of hourly rates quoted 13 11 5
Median hourly rate £43.00 £19.02 £22.50
Median hourly rate % change year-on-year
+126.07% -15.46%
90% offered a hourly rate of more than £14.96 £12.35 £11.50
10% offered a hourly rate of more than £45.00 £40.38 £90.00
UK excluding London median hourly rate £31.00 £34.95 £25.00
% change year-on-year
-11.30% +39.80%

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 3 December 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 3 December 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 26 (45.61%) ETL
2 20 (35.09%) Data Warehouse
3 17 (29.82%) Finance
3 17 (29.82%) Agile Software Development
4 16 (28.07%) Oracle
5 15 (26.32%) Data Architecture
6 13 (22.81%) Use Case
7 12 (21.05%) Teradata
7 12 (21.05%) SQL
7 12 (21.05%) Migration
8 10 (17.54%) UML
8 10 (17.54%) Logical Data Model
9 9 (15.79%) Dimensional Modelling
9 9 (15.79%) Data Migration
10 8 (14.04%) Enterprise Architecture
10 8 (14.04%) Stakeholder Management
10 8 (14.04%) Physical Data Model
11 7 (12.28%) Relational Database
11 7 (12.28%) SOA
11 7 (12.28%) Business Analysis
11 7 (12.28%) Document Management
11 7 (12.28%) Data Analysis
11 7 (12.28%) Data Mapping
11 7 (12.28%) BPMN
12 6 (10.53%) Scrum
12 6 (10.53%) CRM
12 6 (10.53%) Data Governance
13 5 (8.77%) PostGIS
13 5 (8.77%) User Stories
13 5 (8.77%) Dashboard Development

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 (7.02%) JBoss
1 4 (7.02%) Oracle SOA Suite
2 3 (5.26%) SAS
2 3 (5.26%) SharePoint
3 2 (3.51%) Oracle Workflow
3 2 (3.51%) PowerExchange
4 1 (1.75%) CMS
Applications
1 5 (8.77%) MS Visio
2 2 (3.51%) MS PowerPoint
Business Applications
1 4 (7.02%) Oracle BPM
2 1 (1.75%) Dynamics CRM
2 1 (1.75%) thinkFolio
Database & Business Intelligence
1 20 (35.09%) Data Warehouse
2 7 (12.28%) Relational Database
3 5 (8.77%) PostgreSQL
3 5 (8.77%) QlikView
3 5 (8.77%) Spatial Data
4 4 (7.02%) Enterprise Data Warehouse
4 4 (7.02%) GIS
4 4 (7.02%) Oracle Database
4 4 (7.02%) RDBMS
5 3 (5.26%) Big Data
5 3 (5.26%) PowerCenter
5 3 (5.26%) QGIS
6 2 (3.51%) Data Lake
6 2 (3.51%) Hadoop
6 2 (3.51%) SAS EBI
7 1 (1.75%) Data Mart
7 1 (1.75%) MongoDB
7 1 (1.75%) SQL Server Analysis Services
7 1 (1.75%) SQL Server Integration Services
7 1 (1.75%) SQL Server Reporting Services
Development Applications
1 4 (7.02%) ERwin
1 4 (7.02%) Jenkins
2 3 (5.26%) Flyway
2 3 (5.26%) Git (software)
3 1 (1.75%) Selenium
General
1 17 (29.82%) Finance
2 5 (8.77%) Banking
3 2 (3.51%) Law
3 2 (3.51%) Retail
4 1 (1.75%) Legal
4 1 (1.75%) Telecoms
Job Titles
1 23 (40.35%) Architect
2 19 (33.33%) Analyst
3 18 (31.58%) Data Architect
4 9 (15.79%) Business Analyst
5 7 (12.28%) Data Analyst
5 7 (12.28%) Developer
5 7 (12.28%) Solutions Architect
6 6 (10.53%) Data Warehouse Architect
7 5 (8.77%) QlikView Developer
8 4 (7.02%) Systems Analyst
9 3 (5.26%) Consultant
9 3 (5.26%) Data Business Analyst
9 3 (5.26%) Technical Architect
10 2 (3.51%) Business Data Analyst
10 2 (3.51%) Business Systems Analyst
10 2 (3.51%) Data Modeller
10 2 (3.51%) Informatica Consultant
10 2 (3.51%) Senior Analyst
10 2 (3.51%) UML Analyst
10 2 (3.51%) UML Business Analyst
Libraries, Frameworks & Software Standards
1 5 (8.77%) PostGIS
2 4 (7.02%) Apache CXF
2 4 (7.02%) JPA
2 4 (7.02%) JSF
2 4 (7.02%) RichFaces
3 3 (5.26%) Web Services
4 2 (3.51%) Drools
4 2 (3.51%) Hibernate
5 1 (1.75%) .NET
5 1 (1.75%) ASP.NET
5 1 (1.75%) ASP.NET Web Forms
5 1 (1.75%) Middleware
Miscellaneous
1 4 (7.02%) Analytical Skills
1 4 (7.02%) Data Integration
2 3 (5.26%) Mainframe
3 2 (3.51%) Management Information System
3 2 (3.51%) Reference Data
4 1 (1.75%) Data Structures
4 1 (1.75%) User Experience
4 1 (1.75%) Visualisation
Operating Systems
1 3 (5.26%) Unix
2 1 (1.75%) zOS
Processes & Methodologies
1 26 (45.61%) ETL
2 17 (29.82%) Agile Software Development
3 15 (26.32%) Data Architecture
4 13 (22.81%) Use Case
5 12 (21.05%) Migration
6 10 (17.54%) Logical Data Model
6 10 (17.54%) UML
7 9 (15.79%) Data Migration
7 9 (15.79%) Dimensional Modelling
8 8 (14.04%) Enterprise Architecture
8 8 (14.04%) Physical Data Model
8 8 (14.04%) Stakeholder Management
9 7 (12.28%) BPMN
9 7 (12.28%) Business Analysis
9 7 (12.28%) Data Analysis
9 7 (12.28%) Data Mapping
9 7 (12.28%) Document Management
9 7 (12.28%) SOA
10 6 (10.53%) Data Governance
10 6 (10.53%) Scrum
Programming Languages
1 12 (21.05%) SQL
2 5 (8.77%) VB
3 4 (7.02%) PL/SQL
4 3 (5.26%) Java
4 3 (5.26%) VBA
Qualifications
1 2 (3.51%) ISEB
1 2 (3.51%) SC Cleared
1 2 (3.51%) Security Cleared
2 1 (1.75%) BPSS Clearance
2 1 (1.75%) Degree
2 1 (1.75%) Oracle Certification
Quality Assurance & Compliance
1 3 (5.26%) Data Quality
1 3 (5.26%) Disclosure Scotland
2 1 (1.75%) QA
System Software
1 3 (5.26%) Docker
Systems Management
1 4 (7.02%) Ansible
Vendors
1 16 (28.07%) Oracle
2 12 (21.05%) Teradata
3 5 (8.77%) Informatica
4 3 (5.26%) Cognos
5 2 (3.51%) CA
6 1 (1.75%) Charles River
6 1 (1.75%) Cloudera
6 1 (1.75%) IBM
6 1 (1.75%) MapR
6 1 (1.75%) Microsoft
6 1 (1.75%) NetSuite
6 1 (1.75%) Pega
6 1 (1.75%) Trillium