The table below looks at the statistics for Data Modelling skills in IT contracts advertised for the Scotland region. Included is a guide to the contractor rates offered in IT contracts that have cited Data Modelling over the 3 months to 27 July 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 Jul 2016
Same period 2015 Same period 2014
Data Modelling
Rank 65 47 59
Rank change year-on-year
-18 +12
Contract jobs citing Data Modelling 72 106 77
As % of all contract IT jobs located in Scotland 2.85% 3.32% 2.80%
As % of the Processes & Methodologies category 3.42% 4.08% 3.51%
Number of daily rates quoted 41 53 40
Median daily rate £450 £375 £400
Median daily rate % change year-on-year
+20.00% -6.25%
90% offered a daily rate of more than £305 £300 £282
10% offered a daily rate of more than £500 £473 £478
UK excluding London median daily rate £425 £421 £400
% change year-on-year
+0.89% +5.31%
Number of hourly rates quoted 0 0 1
Median hourly rate - - £30.00
UK excluding London median hourly rate £45.00 £42.00 £22.69
% change year-on-year
+7.14% +85.08%
Data Modelling
UK

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

Processes & Methodologies Category
Scotland
Contract IT job ads with a match in the
Processes & Methodologies category
2104 2599 2191
As % of all contract IT jobs located in Scotland 83.23% 81.42% 79.64%
Number of daily rates quoted 1248 1311 1149
Median daily rate £355 £375 £375
Median daily rate % change year-on-year
-5.33% -
90% offered a daily rate of more than £245 £270 £250
10% offered a daily rate of more than £483 £475 £500
UK excluding London median daily rate £400 £388 £375
% change year-on-year
+3.22% +3.33%
Number of hourly rates quoted 29 58 37
Median hourly rate £40.00 £30.50 £28.75
Median hourly rate % change year-on-year
+31.14% +6.08%
90% offered a hourly rate of more than £11.86 £12.35 £12.00
10% offered a hourly rate of more than £47.25 £46.70 £165.00
UK excluding London median hourly rate £30.00 £30.00 £26.98
% change year-on-year
- +11.21%

Data Modelling
Jobs Demand Trend in Scotland

The demand trend of contract jobs across the Scotland 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 Scotland

Data Modelling
Daily Rate Trend in Scotland

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

Data Modelling Daily Rate Trend in Scotland

Data Modelling
Daily Rate Histogram in Scotland

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

Data Modelling Daily Rate Histogram in Scotland

Data Modelling
Hourly Rate Trend in Scotland

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

Data Modelling Hourly Rate Trend in Scotland

Data Modelling
Contract Job Locations in Scotland

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Data Modelling within the Scotland region over the 3 months to 27 July 2016. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location
(Click see detailed
statistics and trends)
Rank Change
on Same Period
Last Year
Matching
Contract
IT Job Ads
Median
Daily Rate
Last 3 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
Edinburgh +8 51 £475 +25.00% 6
Glasgow -15 19 £400 +15.94% 3
Aberdeen -3 1 - - 1
Scottish Borders - 1 £450 -
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in Scotland

For the 6 months to 27 July 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 Scotland region with a requirement for Data Modelling.

1 68 (46.90%) Finance
2 64 (44.14%) Data Warehouse
3 62 (42.76%) ETL
4 58 (40.00%) SQL
5 57 (39.31%) Oracle
6 38 (26.21%) Migration
7 36 (24.83%) Data Architecture
8 34 (23.45%) Agile Software Development
9 29 (20.00%) Relational Database
9 29 (20.00%) Logical Data Model
10 28 (19.31%) Data Quality
10 28 (19.31%) Teradata
11 27 (18.62%) Banking
12 26 (17.93%) Java
13 25 (17.24%) Business Intelligence
13 25 (17.24%) Data Analysis
13 25 (17.24%) Data Migration
13 25 (17.24%) Oracle Database
14 22 (15.17%) Stakeholder Management
15 21 (14.48%) Use Case
16 20 (13.79%) UML
16 20 (13.79%) Unix
17 19 (13.10%) RDBMS
17 19 (13.10%) SOA
18 18 (12.41%) OO
19 17 (11.72%) JBoss
19 17 (11.72%) Informatica
19 17 (11.72%) Dimensional Modelling
19 17 (11.72%) Apache CXF
20 16 (11.03%) PL/SQL

Data Modelling
Top Related IT Skills in Scotland 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 (11.72%) JBoss
2 13 (8.97%) SAS
3 3 (2.07%) Oracle Workflow
4 2 (1.38%) PowerExchange
5 1 (0.69%) Apache
5 1 (0.69%) CMS
5 1 (0.69%) Tomcat
Applications
1 6 (4.14%) MS Visio
2 4 (2.76%) MS PowerPoint
3 3 (2.07%) MS Excel
4 2 (1.38%) MS Office
5 1 (0.69%) AutoCAD
5 1 (0.69%) MS Project
5 1 (0.69%) Siemens NX
Business Applications
1 7 (4.83%) Oracle BPM
2 4 (2.76%) Oracle EBS
3 1 (0.69%) Dynamics CRM
3 1 (0.69%) Oracle Financials
3 1 (0.69%) Teamcenter
Database & Business Intelligence
1 64 (44.14%) Data Warehouse
2 29 (20.00%) Relational Database
3 25 (17.24%) Oracle Database
4 19 (13.10%) RDBMS
5 15 (10.34%) SQL Server
6 12 (8.28%) Enterprise Data Warehouse
6 12 (8.28%) MongoDB
7 11 (7.59%) Oracle Reports
7 11 (7.59%) PostgreSQL
7 11 (7.59%) PowerCenter
8 8 (5.52%) Big Data
9 6 (4.14%) DB2
10 5 (3.45%) Data Mart
10 5 (3.45%) IBM PureData
10 5 (3.45%) NoSQL
10 5 (3.45%) Oracle Database 10g
10 5 (3.45%) Oracle Database 11g
10 5 (3.45%) Oracle Exadata
10 5 (3.45%) QlikView
10 5 (3.45%) Spatial Data
Development Applications
1 10 (6.90%) ERwin
2 9 (6.21%) Talend Open Studio
3 5 (3.45%) Oracle APEX
4 4 (2.76%) PVCS
5 3 (2.07%) Subversion
6 2 (1.38%) Git (software)
6 2 (1.38%) JUnit
6 2 (1.38%) Maven
7 1 (0.69%) Ant
7 1 (0.69%) ClearCase
7 1 (0.69%) Eclipse
7 1 (0.69%) Grunt
7 1 (0.69%) gulp
7 1 (0.69%) Hudson
7 1 (0.69%) JProfiler
7 1 (0.69%) Mockito
7 1 (0.69%) Moq
7 1 (0.69%) NUnit
7 1 (0.69%) TeamCity
General
1 68 (46.90%) Finance
2 27 (18.62%) Banking
3 13 (8.97%) Retail
4 10 (6.90%) Retail Banking
5 6 (4.14%) Law
6 2 (1.38%) Investment Banking
7 1 (0.69%) Front Office
Job Titles
1 55 (37.93%) Architect
2 42 (28.97%) Analyst
3 39 (26.90%) Data Architect
4 23 (15.86%) Business Analyst
4 23 (15.86%) Data Analyst
4 23 (15.86%) Solutions Architect
5 21 (14.48%) Developer
6 16 (11.03%) Data Warehouse Architect
7 13 (8.97%) Consultant
8 9 (6.21%) Data Modeller
9 8 (5.52%) Data Business Analyst
9 8 (5.52%) Data Warehouse Analyst
10 7 (4.83%) Informatica Consultant
10 7 (4.83%) Senior Analyst
11 6 (4.14%) Business Data Analyst
11 6 (4.14%) Java Architect
11 6 (4.14%) Java Solutions Architect
11 6 (4.14%) SQL Analyst
12 5 (3.45%) Oracle Developer
12 5 (3.45%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 17 (11.72%) Apache CXF
2 15 (10.34%) JPA
3 14 (9.66%) JSF
4 12 (8.28%) Hibernate
5 10 (6.90%) Drools
5 10 (6.90%) RichFaces
6 7 (4.83%) Spring
7 5 (3.45%) PostGIS
8 4 (2.76%) REST
9 3 (2.07%) SOAP
9 3 (2.07%) Web Services
9 3 (2.07%) XML
10 2 (1.38%) HTML
10 2 (1.38%) Java EE
10 2 (1.38%) Spring Boot
10 2 (1.38%) XSLT
11 1 (0.69%) AngularJS
11 1 (0.69%) HTML5
11 1 (0.69%) Node.js
11 1 (0.69%) Task Parallel Library
Miscellaneous
1 13 (8.97%) Analytical Skills
2 7 (4.83%) Data Integration
3 5 (3.45%) User Experience
4 4 (2.76%) Credit Risk
4 4 (2.76%) Management Information System
5 3 (2.07%) Data Structures
5 3 (2.07%) Visualisation
6 2 (1.38%) Enterprise Software
6 2 (1.38%) Mainframe
6 2 (1.38%) Reference Data
7 1 (0.69%) Derivative
7 1 (0.69%) Equities
7 1 (0.69%) Equity Derivative
7 1 (0.69%) Fat Client
7 1 (0.69%) Replication
7 1 (0.69%) Thin Client
Operating Systems
1 20 (13.79%) Unix
2 4 (2.76%) Linux
3 3 (2.07%) Mac OS X
4 1 (0.69%) Windows
Processes & Methodologies
1 62 (42.76%) ETL
2 38 (26.21%) Migration
3 36 (24.83%) Data Architecture
4 34 (23.45%) Agile Software Development
5 29 (20.00%) Logical Data Model
6 25 (17.24%) Business Intelligence
6 25 (17.24%) Data Analysis
6 25 (17.24%) Data Migration
7 22 (15.17%) Stakeholder Management
8 21 (14.48%) Use Case
9 20 (13.79%) UML
10 19 (13.10%) SOA
11 18 (12.41%) OO
12 17 (11.72%) Dimensional Modelling
13 15 (10.34%) Data Management
13 15 (10.34%) Data Mapping
14 13 (8.97%) Enterprise Architecture
14 13 (8.97%) ETL Development
15 12 (8.28%) BPMN
15 12 (8.28%) Scrum
Programming Languages
1 58 (40.00%) SQL
2 26 (17.93%) Java
3 16 (11.03%) PL/SQL
4 7 (4.83%) JavaScript
5 4 (2.76%) VB
5 4 (2.76%) VBA
6 3 (2.07%) Clojure
6 3 (2.07%) Ruby
7 2 (1.38%) T-SQL
8 1 (0.69%) C
8 1 (0.69%) C#
8 1 (0.69%) C++
8 1 (0.69%) Python
8 1 (0.69%) Tcl
8 1 (0.69%) XAML
8 1 (0.69%) XPath
Qualifications
1 9 (6.21%) Security Cleared
2 6 (4.14%) ISEB
3 2 (1.38%) Degree
3 2 (1.38%) SC Cleared
4 1 (0.69%) IIBA
Quality Assurance & Compliance
1 28 (19.31%) Data Quality
2 7 (4.83%) Disclosure Scotland
3 2 (1.38%) QA
System Software
1 1 (0.69%) Active Directory
Vendors
1 57 (39.31%) Oracle
2 28 (19.31%) Teradata
3 17 (11.72%) Informatica
4 13 (8.97%) MicroStrategy
5 10 (6.90%) CA
6 9 (6.21%) Talend
7 6 (4.14%) IBM
8 5 (3.45%) Cognos
8 5 (3.45%) Netezza
9 4 (2.76%) Microsoft
9 4 (2.76%) Trillium
10 3 (2.07%) Sybase
11 1 (0.69%) DevExpress
11 1 (0.69%) Infor
11 1 (0.69%) Perforce
11 1 (0.69%) Salesforce.com
11 1 (0.69%) SAP
11 1 (0.69%) Tableau
11 1 (0.69%) webMethods
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