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 29 September 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
29 Sep 2016
Same period 2015 Same period 2014
Data Modelling
Rank 78 42 57
Rank change year-on-year
-36 +15
Contract jobs citing Data Modelling 43 108 82
As % of all contract IT jobs located in Scotland 1.98% 3.37% 2.97%
As % of the Processes & Methodologies category 2.42% 4.10% 3.82%
Number of daily rates quoted 22 72 51
Median daily rate £380 £390 £413
Median daily rate % change year-on-year
-2.56% -5.45%
90% offered a daily rate of more than £321 £321 £300
10% offered a daily rate of more than £450 £650 £463
UK excluding London median daily rate £420 £450 £413
% change year-on-year
-6.66% +9.09%
Number of hourly rates quoted 1 0 2
Median hourly rate £38.00 - £23.75
UK excluding London median hourly rate £39.00 £33.00 £30.00
% change year-on-year
+18.18% +10.00%
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
1776 2634 2149
As % of all contract IT jobs located in Scotland 81.62% 82.26% 77.83%
Number of daily rates quoted 1069 1383 1170
Median daily rate £375 £375 £375
Median daily rate % change year-on-year
-0.13% -
90% offered a daily rate of more than £275 £265 £250
10% offered a daily rate of more than £475 £500 £500
UK excluding London median daily rate £400 £400 £375
% change year-on-year
- +6.66%
Number of hourly rates quoted 45 54 41
Median hourly rate £38.50 £35.00 £32.50
Median hourly rate % change year-on-year
+10.00% +7.69%
90% offered a hourly rate of more than £11.98 £12.35 £12.00
10% offered a hourly rate of more than £47.25 £50.00 £135.00
UK excluding London median hourly rate £32.66 £34.00 £26.00
% change year-on-year
-3.95% +30.76%

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 29 September 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 29 September 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 -15 22 £388 -8.82% 5
Glasgow -20 13 £450 +28.57% 2
West Lothian - 4 £325 -
Aberdeen - 1 - -
Stirling - 1 £475 -
Scottish Borders - 1 £325 -
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in Scotland

For the 6 months to 29 September 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 59 (48.76%) ETL
2 54 (44.63%) Data Warehouse
3 51 (42.15%) SQL
3 51 (42.15%) Finance
4 43 (35.54%) Oracle
5 31 (25.62%) Agile Software Development
6 28 (23.14%) Data Architecture
7 26 (21.49%) Migration
7 26 (21.49%) Teradata
7 26 (21.49%) Relational Database
8 25 (20.66%) Oracle Database
9 23 (19.01%) RDBMS
10 21 (17.36%) Unix
10 21 (17.36%) Banking
11 20 (16.53%) Data Analysis
11 20 (16.53%) PL/SQL
11 20 (16.53%) Business Intelligence
12 17 (14.05%) SQL Server
12 17 (14.05%) Dimensional Modelling
12 17 (14.05%) Data Migration
12 17 (14.05%) Data Quality
13 16 (13.22%) Stakeholder Management
14 15 (12.40%) Data Mapping
14 15 (12.40%) Performance Tuning
14 15 (12.40%) Logical Data Model
15 14 (11.57%) Analytical Skills
15 14 (11.57%) Business Analysis
15 14 (11.57%) MicroStrategy
16 13 (10.74%) Informatica
16 13 (10.74%) 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 (6.61%) SAS
2 2 (1.65%) JBoss
2 2 (1.65%) Oracle Workflow
2 2 (1.65%) PowerExchange
3 1 (0.83%) CMS
3 1 (0.83%) SharePoint
3 1 (0.83%) Tomcat
Applications
1 7 (5.79%) MS Visio
2 4 (3.31%) MS PowerPoint
3 2 (1.65%) MS Excel
3 2 (1.65%) MS Project
4 1 (0.83%) AutoCAD
4 1 (0.83%) Siemens NX
Business Applications
1 4 (3.31%) Oracle EBS
2 2 (1.65%) Dynamics CRM
3 1 (0.83%) Oracle BPM
3 1 (0.83%) Oracle Financials
3 1 (0.83%) Teamcenter
Database & Business Intelligence
1 54 (44.63%) Data Warehouse
2 26 (21.49%) Relational Database
3 25 (20.66%) Oracle Database
4 23 (19.01%) RDBMS
5 17 (14.05%) SQL Server
6 13 (10.74%) Oracle Reports
7 11 (9.09%) Enterprise Data Warehouse
7 11 (9.09%) MongoDB
8 9 (7.44%) Big Data
8 9 (7.44%) PostgreSQL
8 9 (7.44%) PowerCenter
9 8 (6.61%) DB2
9 8 (6.61%) QlikView
10 6 (4.96%) Oracle Database 10g
10 6 (4.96%) Oracle Database 11g
10 6 (4.96%) Oracle8/8i Database
10 6 (4.96%) Oracle9i Database
10 6 (4.96%) SQL Server Integration Services
11 5 (4.13%) IBM PureData
11 5 (4.13%) Oracle Exadata
Development Applications
1 13 (10.74%) Talend Open Studio
2 9 (7.44%) ERwin
3 6 (4.96%) PVCS
4 4 (3.31%) Oracle APEX
5 3 (2.48%) JUnit
6 2 (1.65%) Maven
6 2 (1.65%) Subversion
6 2 (1.65%) Team Foundation Server
7 1 (0.83%) Ant
7 1 (0.83%) ClearCase
7 1 (0.83%) Eclipse
7 1 (0.83%) Hudson
7 1 (0.83%) Mockito
7 1 (0.83%) SQL Server Management Studio (SSMS)
7 1 (0.83%) TeamCity
General
1 51 (42.15%) Finance
2 21 (17.36%) Banking
3 6 (4.96%) Retail
4 5 (4.13%) Law
5 4 (3.31%) Billing
5 4 (3.31%) Retail Banking
5 4 (3.31%) Telecoms
6 2 (1.65%) Front Office
6 2 (1.65%) Investment Banking
7 1 (0.83%) Manufacturing
Job Titles
1 35 (28.93%) Architect
2 33 (27.27%) Analyst
2 33 (27.27%) Data Architect
3 20 (16.53%) Developer
4 16 (13.22%) Business Analyst
5 15 (12.40%) Data Analyst
5 15 (12.40%) Data Warehouse Architect
6 13 (10.74%) Consultant
7 9 (7.44%) Solutions Architect
8 7 (5.79%) Designer
8 7 (5.79%) Informatica Consultant
9 6 (4.96%) Data Modeller
9 6 (4.96%) QlikView Developer
10 5 (4.13%) Business Data Analyst
10 5 (4.13%) Java Developer
10 5 (4.13%) Senior Analyst
11 4 (3.31%) Data Business Analyst
11 4 (3.31%) Senior Consultant
11 4 (3.31%) SQL Analyst
11 4 (3.31%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 7 (5.79%) Spring
2 4 (3.31%) Apache CXF
2 4 (3.31%) Middleware
2 4 (3.31%) PostGIS
2 4 (3.31%) XML
3 3 (2.48%) SOAP
3 3 (2.48%) Web Services
4 2 (1.65%) J2SE
4 2 (1.65%) JMS
4 2 (1.65%) JSF
4 2 (1.65%) REST
4 2 (1.65%) RichFaces
4 2 (1.65%) Spring Boot
4 2 (1.65%) XSLT
5 1 (0.83%) Ajax
5 1 (0.83%) Apache Camel
5 1 (0.83%) ASP.NET Web Forms
5 1 (0.83%) Itk
5 1 (0.83%) Java EE
5 1 (0.83%) jBPM
Miscellaneous
1 14 (11.57%) Analytical Skills
2 11 (9.09%) Data Integration
3 4 (3.31%) Credit Risk
3 4 (3.31%) User Experience
4 3 (2.48%) Mainframe
4 3 (2.48%) Reference Data
4 3 (2.48%) Visualisation
5 2 (1.65%) Equity Derivative
5 2 (1.65%) Management Information System
6 1 (0.83%) Data Structures
6 1 (0.83%) Enterprise Software
6 1 (0.83%) Fat Client
6 1 (0.83%) Minimum Viable Product
6 1 (0.83%) Replication
6 1 (0.83%) Thin Client
Operating Systems
1 21 (17.36%) Unix
2 2 (1.65%) Linux
3 1 (0.83%) Windows
3 1 (0.83%) zOS
Processes & Methodologies
1 59 (48.76%) ETL
2 31 (25.62%) Agile Software Development
3 28 (23.14%) Data Architecture
4 26 (21.49%) Migration
5 20 (16.53%) Business Intelligence
5 20 (16.53%) Data Analysis
6 17 (14.05%) Data Migration
6 17 (14.05%) Dimensional Modelling
7 16 (13.22%) Stakeholder Management
8 15 (12.40%) Data Mapping
8 15 (12.40%) Logical Data Model
8 15 (12.40%) Performance Tuning
9 14 (11.57%) Business Analysis
10 13 (10.74%) Physical Data Model
11 12 (9.92%) Use Case
12 11 (9.09%) CRM
12 11 (9.09%) ETL Development
12 11 (9.09%) Scrum
12 11 (9.09%) SDLC
13 10 (8.26%) Kimball Methodology
Programming Languages
1 51 (42.15%) SQL
2 20 (16.53%) PL/SQL
3 12 (9.92%) Java
4 6 (4.96%) VB
5 3 (2.48%) JavaScript
5 3 (2.48%) T-SQL
5 3 (2.48%) VBA
6 1 (0.83%) C
6 1 (0.83%) C++
6 1 (0.83%) Tcl
6 1 (0.83%) XPath
Qualifications
1 5 (4.13%) Security Cleared
2 3 (2.48%) ISEB
3 2 (1.65%) Degree
Quality Assurance & Compliance
1 17 (14.05%) Data Quality
2 3 (2.48%) Disclosure Scotland
2 3 (2.48%) QA
System Software
1 1 (0.83%) Active Directory
Vendors
1 43 (35.54%) Oracle
2 26 (21.49%) Teradata
3 14 (11.57%) MicroStrategy
4 13 (10.74%) Informatica
4 13 (10.74%) Talend
5 8 (6.61%) CA
6 7 (5.79%) Microsoft
7 6 (4.96%) IBM
8 5 (4.13%) Cognos
8 5 (4.13%) Netezza
9 4 (3.31%) Sybase
9 4 (3.31%) Trillium
10 2 (1.65%) Alteryx
11 1 (0.83%) Infor
11 1 (0.83%) NetSuite
11 1 (0.83%) Pega
11 1 (0.83%) Perforce
11 1 (0.83%) Salesforce.com
11 1 (0.83%) Tableau
11 1 (0.83%) webMethods
Edinburgh, Midlothian
Cathcart Associates Ltd
Rate: £400 per day
Posted: Yesterday