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 28 August 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
28 Aug 2016
Same period 2015 Same period 2014
Data Modelling
Rank 64 42 52
Rank change year-on-year
-22 +10
Contract jobs citing Data Modelling 63 105 85
As % of all contract IT jobs located in Scotland 2.82% 3.20% 3.07%
As % of the Processes & Methodologies category 3.41% 3.92% 3.83%
Number of daily rates quoted 38 62 47
Median daily rate £400 £375 £413
Median daily rate % change year-on-year
+6.66% -9.09%
90% offered a daily rate of more than £300 £313 £280
10% offered a daily rate of more than £500 £475 £472
UK excluding London median daily rate £420 £440 £413
% change year-on-year
-4.54% +6.66%
Number of hourly rates quoted 1 0 2
Median hourly rate £38.00 - £23.75
UK excluding London median hourly rate £40.00 £34.00 £17.50
% change year-on-year
+17.64% +94.28%
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
1849 2680 2219
As % of all contract IT jobs located in Scotland 82.62% 81.78% 80.11%
Number of daily rates quoted 1087 1401 1136
Median daily rate £360 £375 £375
Median daily rate % change year-on-year
-4.00% -
90% offered a daily rate of more than £270 £270 £251
10% offered a daily rate of more than £475 £482 £490
UK excluding London median daily rate £400 £400 £375
% change year-on-year
- +6.66%
Number of hourly rates quoted 39 60 29
Median hourly rate £38.00 £30.50 £22.50
Median hourly rate % change year-on-year
+24.59% +35.55%
90% offered a hourly rate of more than £11.37 £12.35 £12.00
10% offered a hourly rate of more than £47.25 £55.00 £165.00
UK excluding London median hourly rate £30.00 £33.00 £26.00
% change year-on-year
-9.09% +26.92%

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 28 August 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 28 August 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 -2 38 £413 +1.85% 3
Glasgow -8 22 £400 +18.08% 1
West Lothian - 2 £327 -
Stirling +3 1 £475 -
Aberdeen 0 1 - -
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in Scotland

For the 6 months to 28 August 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 61 (49.59%) ETL
2 58 (47.15%) Finance
3 57 (46.34%) Data Warehouse
4 51 (41.46%) SQL
5 46 (37.40%) Oracle
6 33 (26.83%) Migration
6 33 (26.83%) Agile Software Development
7 28 (22.76%) Teradata
7 28 (22.76%) Oracle Database
8 27 (21.95%) Relational Database
8 27 (21.95%) Data Architecture
9 25 (20.33%) Data Quality
10 24 (19.51%) RDBMS
11 22 (17.89%) Banking
12 21 (17.07%) Data Analysis
12 21 (17.07%) Data Migration
12 21 (17.07%) Stakeholder Management
13 20 (16.26%) Unix
14 17 (13.82%) PL/SQL
14 17 (13.82%) Informatica
14 17 (13.82%) Dimensional Modelling
15 16 (13.01%) Business Intelligence
15 16 (13.01%) Logical Data Model
16 14 (11.38%) Analytical Skills
17 13 (10.57%) SQL Server
17 13 (10.57%) Java
17 13 (10.57%) Use Case
17 13 (10.57%) Data Mapping
18 12 (9.76%) Business Analysis
18 12 (9.76%) Oracle Reports

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 8 (6.50%) SAS
2 4 (3.25%) JBoss
3 2 (1.63%) Oracle Workflow
3 2 (1.63%) PowerExchange
4 1 (0.81%) CMS
4 1 (0.81%) Tomcat
Applications
1 7 (5.69%) MS Visio
2 4 (3.25%) MS PowerPoint
3 2 (1.63%) MS Excel
3 2 (1.63%) MS Project
4 1 (0.81%) AutoCAD
4 1 (0.81%) Siemens NX
Business Applications
1 4 (3.25%) Oracle EBS
2 2 (1.63%) Oracle BPM
3 1 (0.81%) Dynamics CRM
3 1 (0.81%) Oracle Financials
3 1 (0.81%) Teamcenter
Database & Business Intelligence
1 57 (46.34%) Data Warehouse
2 28 (22.76%) Oracle Database
3 27 (21.95%) Relational Database
4 24 (19.51%) RDBMS
5 13 (10.57%) SQL Server
6 12 (9.76%) Enterprise Data Warehouse
6 12 (9.76%) Oracle Reports
7 11 (8.94%) MongoDB
7 11 (8.94%) PowerCenter
8 10 (8.13%) PostgreSQL
9 8 (6.50%) Big Data
9 8 (6.50%) DB2
10 6 (4.88%) QlikView
11 5 (4.07%) Data Mart
11 5 (4.07%) IBM PureData
11 5 (4.07%) Oracle Database 10g
11 5 (4.07%) Oracle Database 11g
11 5 (4.07%) Oracle Exadata
11 5 (4.07%) Oracle8/8i Database
11 5 (4.07%) Oracle9i Database
Development Applications
1 11 (8.94%) ERwin
2 10 (8.13%) Talend Open Studio
3 5 (4.07%) PVCS
4 4 (3.25%) Oracle APEX
5 3 (2.44%) JUnit
6 2 (1.63%) Maven
7 1 (0.81%) Ant
7 1 (0.81%) ClearCase
7 1 (0.81%) Eclipse
7 1 (0.81%) Hudson
7 1 (0.81%) Mockito
7 1 (0.81%) Subversion
7 1 (0.81%) Team Foundation Server
7 1 (0.81%) TeamCity
General
1 58 (47.15%) Finance
2 22 (17.89%) Banking
3 8 (6.50%) Retail
4 5 (4.07%) Law
4 5 (4.07%) Retail Banking
5 2 (1.63%) Billing
5 2 (1.63%) Front Office
5 2 (1.63%) Investment Banking
5 2 (1.63%) Telecoms
6 1 (0.81%) Manufacturing
Job Titles
1 39 (31.71%) Architect
2 36 (29.27%) Analyst
3 35 (28.46%) Data Architect
4 20 (16.26%) Data Analyst
5 19 (15.45%) Business Analyst
5 19 (15.45%) Developer
6 16 (13.01%) Data Warehouse Architect
7 12 (9.76%) Consultant
7 12 (9.76%) Solutions Architect
8 8 (6.50%) Data Business Analyst
8 8 (6.50%) Data Warehouse Analyst
9 7 (5.69%) Data Modeller
9 7 (5.69%) Informatica Consultant
10 6 (4.88%) Designer
11 5 (4.07%) Business Data Analyst
11 5 (4.07%) Java Developer
11 5 (4.07%) QlikView Developer
11 5 (4.07%) Senior Analyst
12 4 (3.25%) Data Warehouse Business Analyst
12 4 (3.25%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 7 (5.69%) Spring
2 6 (4.88%) Apache CXF
3 4 (3.25%) JSF
3 4 (3.25%) PostGIS
3 4 (3.25%) REST
4 3 (2.44%) Drools
4 3 (2.44%) Hibernate
4 3 (2.44%) JPA
4 3 (2.44%) RichFaces
4 3 (2.44%) SOAP
4 3 (2.44%) Web Services
4 3 (2.44%) XML
5 2 (1.63%) J2SE
5 2 (1.63%) JMS
5 2 (1.63%) Middleware
5 2 (1.63%) Spring Boot
5 2 (1.63%) XSLT
6 1 (0.81%) Apache Camel
6 1 (0.81%) Itk
6 1 (0.81%) WSDL
Miscellaneous
1 14 (11.38%) Analytical Skills
2 8 (6.50%) Data Integration
3 4 (3.25%) Credit Risk
3 4 (3.25%) User Experience
4 3 (2.44%) Mainframe
4 3 (2.44%) Reference Data
4 3 (2.44%) Visualisation
5 2 (1.63%) Equity Derivative
5 2 (1.63%) Management Information System
6 1 (0.81%) Enterprise Software
6 1 (0.81%) Fat Client
6 1 (0.81%) Minimum Viable Product
6 1 (0.81%) Replication
6 1 (0.81%) Thin Client
Operating Systems
1 20 (16.26%) Unix
2 2 (1.63%) Linux
3 1 (0.81%) Windows
3 1 (0.81%) zOS
Processes & Methodologies
1 61 (49.59%) ETL
2 33 (26.83%) Agile Software Development
2 33 (26.83%) Migration
3 27 (21.95%) Data Architecture
4 21 (17.07%) Data Analysis
4 21 (17.07%) Data Migration
4 21 (17.07%) Stakeholder Management
5 17 (13.82%) Dimensional Modelling
6 16 (13.01%) Business Intelligence
6 16 (13.01%) Logical Data Model
7 13 (10.57%) Data Mapping
7 13 (10.57%) Use Case
8 12 (9.76%) Business Analysis
8 12 (9.76%) ETL Development
8 12 (9.76%) Performance Tuning
9 11 (8.94%) Data Management
9 11 (8.94%) Kimball Methodology
9 11 (8.94%) Physical Data Model
9 11 (8.94%) UML
10 10 (8.13%) Scrum
Programming Languages
1 51 (41.46%) SQL
2 17 (13.82%) PL/SQL
3 13 (10.57%) Java
4 6 (4.88%) VB
5 3 (2.44%) JavaScript
5 3 (2.44%) VBA
6 2 (1.63%) T-SQL
7 1 (0.81%) C
7 1 (0.81%) C++
7 1 (0.81%) Python
7 1 (0.81%) Tcl
7 1 (0.81%) XPath
Qualifications
1 6 (4.88%) ISEB
1 6 (4.88%) Security Cleared
2 1 (0.81%) Degree
Quality Assurance & Compliance
1 25 (20.33%) Data Quality
2 6 (4.88%) Disclosure Scotland
3 3 (2.44%) QA
System Software
1 1 (0.81%) Active Directory
Vendors
1 46 (37.40%) Oracle
2 28 (22.76%) Teradata
3 17 (13.82%) Informatica
4 11 (8.94%) MicroStrategy
5 10 (8.13%) CA
5 10 (8.13%) Talend
6 6 (4.88%) IBM
7 5 (4.07%) Cognos
7 5 (4.07%) Netezza
8 4 (3.25%) Microsoft
8 4 (3.25%) Sybase
8 4 (3.25%) Trillium
9 1 (0.81%) Infor
9 1 (0.81%) Pega
9 1 (0.81%) Perforce
9 1 (0.81%) Salesforce.com
9 1 (0.81%) Tableau
9 1 (0.81%) webMethods
Edinburgh, Midlothian
Cathcart Associates Ltd
Rate: £350 - £375 per day
Posted: 3 days ago
Scotland
Harvey Nash plc
Rate: £300 - £350 per day
Posted: 3 days ago