The table below looks at the statistics for Data Warehouse 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 Warehouse over the 3 months to 2 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
2 Dec 2016
Same period 2015 Same period 2014
Data Warehousing
Rank 68 49 34
Rank change year-on-year
-19 -15
Contract jobs citing Data Warehouse 51 97 116
As % of all contract IT jobs located in Scotland 2.53% 3.33% 4.08%
As % of the Database & Business Intelligence category 11.56% 15.62% 16.93%
Number of daily rates quoted 22 66 65
Median daily rate £394 £400 £375
Median daily rate % change year-on-year
-1.56% +6.66%
90% offered a daily rate of more than £325 £266 £310
10% offered a daily rate of more than £438 £500 £500
UK excluding London median daily rate £400 £400 £380
% change year-on-year
- +5.26%
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK excluding London median hourly rate £39.88 £25.44 £38.25
% change year-on-year
+56.74% -33.49%
Data Warehouse
UK

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

Database & Business Intelligence Category
Scotland
Contract IT job ads with a match in the
Database & Business Intelligence category
441 621 685
As % of all contract IT jobs located in Scotland 21.91% 21.32% 24.09%
Number of daily rates quoted 234 362 404
Median daily rate £363 £375 £370
Median daily rate % change year-on-year
-3.33% +1.35%
90% offered a daily rate of more than £285 £265 £270
10% offered a daily rate of more than £450 £500 £550
UK excluding London median daily rate £400 £385 £363
% change year-on-year
+3.89% +6.20%
Number of hourly rates quoted 9 4 0
Median hourly rate £52.00 £25.00 -
Median hourly rate % change year-on-year
+108.00% -
UK excluding London median hourly rate £38.00 £26.25 £32.75
% change year-on-year
+44.76% -19.84%

Data Warehouse
Jobs Demand Trend in Scotland

The demand trend of contract jobs across the Scotland region citing Data Warehouse as a proportion of all IT contracts with a match in the Database & Business Intelligence category.

Data Warehouse Jobs Demand Trend in Scotland

Data Warehouse
Daily Rate Trend in Scotland

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

Data Warehouse Daily Rate Trend in Scotland

Data Warehouse
Daily Rate Histogram in Scotland

This chart provides a histogram of daily rates quoted in contract IT jobs citing Data Warehouse across the Scotland region over the 3 months to 2 December 2016.

Data Warehouse Daily Rate Histogram in Scotland

Data Warehouse
Hourly Rate Trend in Scotland

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

Data Warehouse Hourly Rate Trend in Scotland

Data Warehouse
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 Warehouse within the Scotland region over the 3 months to 2 December 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 27 £379 -15.83% 9
Glasgow -12 21 £400 +15.10% 5
Stirling 0 2 £431 -23.33%
Dundee - 1 £350 -
Data Warehouse
UK

Data Warehouse
Top 30 Related IT Skills in Scotland

For the 6 months to 2 December 2016, IT contractor jobs citing Data Warehouse 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 Warehouse.

1 64 (47.06%) SQL
2 60 (44.12%) ETL
3 51 (37.50%) Finance
4 50 (36.76%) Business Intelligence
5 44 (32.35%) SQL Server
6 42 (30.88%) Oracle
6 42 (30.88%) Data Modelling
7 32 (23.53%) SQL Server Integration Services
8 28 (20.59%) Agile Software Development
9 23 (16.91%) Relational Database
10 22 (16.18%) Banking
10 22 (16.18%) SQL Server Reporting Services
11 18 (13.24%) Data Integration
11 18 (13.24%) Oracle Database
12 17 (12.50%) Microsoft
13 16 (11.76%) Migration
14 15 (11.03%) RDBMS
14 15 (11.03%) PL/SQL
14 15 (11.03%) Data Architecture
14 15 (11.03%) Talend Open Studio
14 15 (11.03%) Business Analysis
14 15 (11.03%) Talend
14 15 (11.03%) Analytical Skills
15 14 (10.29%) Analytics
15 14 (10.29%) Stakeholder Management
16 13 (9.56%) T-SQL
16 13 (9.56%) Data Analysis
16 13 (9.56%) Kimball Methodology
17 12 (8.82%) Dimensional Modelling
17 12 (8.82%) SAS

Data Warehouse
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 12 (8.82%) SAS
2 5 (3.68%) SharePoint
3 3 (2.21%) JBoss
3 3 (2.21%) Oracle Application Server
3 3 (2.21%) Oracle SOA Suite
4 2 (1.47%) Oracle Workflow
4 2 (1.47%) PowerExchange
4 2 (1.47%) SharePoint 2010
Applications
1 7 (5.15%) MS Excel
2 1 (0.74%) MS PowerPoint
2 1 (0.74%) Spreadsheet
Business Applications
1 2 (1.47%) Cognos TM1
1 2 (1.47%) thinkFolio
2 1 (0.74%) Infor M3
2 1 (0.74%) Maximo
2 1 (0.74%) OpenLink RightAngle
2 1 (0.74%) Oracle ERP
2 1 (0.74%) Primavera
Cloud Services
1 2 (1.47%) Microsoft Azure
2 1 (0.74%) SaaS
Communications & Networking
1 5 (3.68%) LAN
2 3 (2.21%) Firewall
2 3 (2.21%) VLAN
2 3 (2.21%) VPN
2 3 (2.21%) WAN
3 2 (1.47%) Wi-Fi
4 1 (0.74%) Internet
4 1 (0.74%) SAN
4 1 (0.74%) WLAN
Database & Business Intelligence
1 44 (32.35%) SQL Server
2 32 (23.53%) SQL Server Integration Services
3 23 (16.91%) Relational Database
4 22 (16.18%) SQL Server Reporting Services
5 18 (13.24%) Oracle Database
6 15 (11.03%) RDBMS
7 9 (6.62%) BusinessObjects
7 9 (6.62%) Enterprise Data Warehouse
7 9 (6.62%) SQL Server Analysis Services
8 8 (5.88%) Oracle Reports
8 8 (5.88%) SQL Server 2012
9 5 (3.68%) MongoDB
9 5 (3.68%) Oracle Database 10g
9 5 (3.68%) SQL Server 2014
10 4 (2.94%) Big Data
10 4 (2.94%) Data Lake
10 4 (2.94%) IBM PureData
10 4 (2.94%) Oracle Exadata
10 4 (2.94%) Oracle8/8i Database
10 4 (2.94%) Oracle9i Database
Development Applications
1 15 (11.03%) Talend Open Studio
2 5 (3.68%) ERwin
3 4 (2.94%) PVCS
3 4 (2.94%) Visual Studio
4 2 (1.47%) SQL Server Management Studio (SSMS)
4 2 (1.47%) Subversion
5 1 (0.74%) Cucumber
5 1 (0.74%) FitNesse
5 1 (0.74%) JIRA
5 1 (0.74%) Selenium
5 1 (0.74%) Team Foundation Server
General
1 51 (37.50%) Finance
2 22 (16.18%) Banking
3 8 (5.88%) Law
3 8 (5.88%) Retail
4 7 (5.15%) Retail Banking
5 3 (2.21%) Legal
6 1 (0.74%) Billing
6 1 (0.74%) Front Office
6 1 (0.74%) Investment Banking
6 1 (0.74%) Manufacturing
6 1 (0.74%) Marketing
6 1 (0.74%) Wholesale Banking
Job Titles
1 38 (27.94%) Analyst
2 31 (22.79%) Developer
3 19 (13.97%) Architect
4 15 (11.03%) Data Architect
5 13 (9.56%) Business Intelligence Developer
6 12 (8.82%) Data Analyst
6 12 (8.82%) ETL Developer
7 11 (8.09%) SQL Developer
8 10 (7.35%) Consultant
9 9 (6.62%) Data Warehouse Architect
10 8 (5.88%) Business Analyst
11 7 (5.15%) Data Business Analyst
11 7 (5.15%) Senior Analyst
11 7 (5.15%) SQL BI Developer
11 7 (5.15%) SSIS Developer
12 6 (4.41%) Data Modeller
12 6 (4.41%) Systems Analyst
13 5 (3.68%) Project Manager
13 5 (3.68%) Solutions Architect
13 5 (3.68%) Test Analyst
Libraries, Frameworks & Software Standards
1 4 (2.94%) HTML
1 4 (2.94%) MDX
2 3 (2.21%) HTML5
2 3 (2.21%) OC4J
3 2 (1.47%) .NET
3 2 (1.47%) CSS
3 2 (1.47%) PostGIS
3 2 (1.47%) XML
4 1 (0.74%) AngularJS
4 1 (0.74%) Apache CXF
4 1 (0.74%) CSS3
4 1 (0.74%) FpML
4 1 (0.74%) Middleware
4 1 (0.74%) REST
4 1 (0.74%) SOAP
4 1 (0.74%) Spring
4 1 (0.74%) Spring Boot
4 1 (0.74%) Web Services
4 1 (0.74%) XML Schema
Miscellaneous
1 18 (13.24%) Data Integration
2 15 (11.03%) Analytical Skills
3 7 (5.15%) Management Information System
4 5 (3.68%) Credit Risk
4 5 (3.68%) Visualisation
5 3 (2.21%) Data Structures
5 3 (2.21%) Enterprise Software
5 3 (2.21%) Mainframe
6 2 (1.47%) Data Centre
6 2 (1.47%) Data Extraction
6 2 (1.47%) Ontologies
6 2 (1.47%) Reference Data
6 2 (1.47%) Statistics
7 1 (0.74%) Minimum Viable Product
7 1 (0.74%) Private Cloud
7 1 (0.74%) Remote Sensing
7 1 (0.74%) SCADA
Operating Systems
1 10 (7.35%) Unix
2 4 (2.94%) Windows
3 3 (2.21%) AIX
3 3 (2.21%) Linux
3 3 (2.21%) Tru64
3 3 (2.21%) Windows Server
Processes & Methodologies
1 60 (44.12%) ETL
2 50 (36.76%) Business Intelligence
3 42 (30.88%) Data Modelling
4 28 (20.59%) Agile Software Development
5 16 (11.76%) Migration
6 15 (11.03%) Business Analysis
6 15 (11.03%) Data Architecture
7 14 (10.29%) Analytics
7 14 (10.29%) Stakeholder Management
8 13 (9.56%) Data Analysis
8 13 (9.56%) Kimball Methodology
9 12 (8.82%) Dimensional Modelling
10 10 (7.35%) Asset Management
11 9 (6.62%) User Acceptance Testing
12 8 (5.88%) Data Migration
12 8 (5.88%) ETL Development
12 8 (5.88%) Logical Data Model
12 8 (5.88%) Physical Data Model
13 7 (5.15%) Scrum
13 7 (5.15%) SDLC
Programming Languages
1 64 (47.06%) SQL
2 15 (11.03%) PL/SQL
3 13 (9.56%) T-SQL
4 4 (2.94%) Java
4 4 (2.94%) Python
5 3 (2.21%) VBA
6 2 (1.47%) C
7 1 (0.74%) JavaScript
7 1 (0.74%) SAS Macro
Qualifications
1 5 (3.68%) Degree
1 5 (3.68%) Security Cleared
2 1 (0.74%) ISEB
2 1 (0.74%) Oracle Certification
2 1 (0.74%) Postgraduate
Quality Assurance & Compliance
1 9 (6.62%) Data Quality
2 4 (2.94%) Disclosure Scotland
3 3 (2.21%) QA
4 1 (0.74%) BS7666
System Software
1 3 (2.21%) Active Directory
1 3 (2.21%) Oracle RAC
1 3 (2.21%) VMware ESX
1 3 (2.21%) VMware Infrastructure
Systems Management
1 3 (2.21%) Enterprise Manager Cloud Control
1 3 (2.21%) Oracle RMAN
Vendors
1 42 (30.88%) Oracle
2 17 (12.50%) Microsoft
3 15 (11.03%) Talend
4 12 (8.82%) Informatica
5 11 (8.09%) MicroStrategy
5 11 (8.09%) Teradata
6 8 (5.88%) Cognos
7 6 (4.41%) IBM
8 5 (3.68%) SAP
8 5 (3.68%) Tableau
9 4 (2.94%) Netezza
10 3 (2.21%) CheckPoint
10 3 (2.21%) Cisco
10 3 (2.21%) Juniper
10 3 (2.21%) VMware
11 2 (1.47%) Alteryx
11 2 (1.47%) CA
11 2 (1.47%) Charles River
11 2 (1.47%) Cloudera
11 2 (1.47%) Nintex
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