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 24 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
24 Sep 2016
Same period 2015 Same period 2014
Data Warehousing
Rank 64 43 40
Rank change year-on-year
-21 -3
Contract jobs citing Data Warehouse 59 114 104
As % of all contract IT jobs located in Scotland 2.69% 3.52% 3.74%
As % of the Database & Business Intelligence category 11.82% 19.19% 15.71%
Number of daily rates quoted 33 70 54
Median daily rate £390 £375 £400
Median daily rate % change year-on-year
+4.00% -6.25%
90% offered a daily rate of more than £313 £290 £310
10% offered a daily rate of more than £475 £525 £550
UK excluding London median daily rate £400 £400 £375
% change year-on-year
- +6.66%
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK excluding London median hourly rate £44.00 £30.00 £67.00
% change year-on-year
+46.66% -55.22%
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
499 594 662
As % of all contract IT jobs located in Scotland 22.71% 18.36% 23.80%
Number of daily rates quoted 274 324 369
Median daily rate £350 £363 £375
Median daily rate % change year-on-year
-3.44% -3.33%
90% offered a daily rate of more than £273 £288 £253
10% offered a daily rate of more than £475 £525 £550
UK excluding London median daily rate £375 £375 £350
% change year-on-year
- +7.14%
Number of hourly rates quoted 9 4 8
Median hourly rate £42.00 £12.50 £17.50
Median hourly rate % change year-on-year
+236.00% -28.57%
90% offered a hourly rate of more than £10.91 £10.62 £11.00
10% offered a hourly rate of more than £47.25 £32.43 £135.00
UK excluding London median hourly rate £36.00 £33.55 £23.75
% change year-on-year
+7.30% +41.26%

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 24 September 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 24 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 -9 31 £363 -10.49% 6
Glasgow -21 15 £450 +30.43% 3
Stirling +4 3 £475 -
Dundee - 1 £350 -
Scottish Borders - 1 £325 -
Data Warehouse
UK

Data Warehouse
Top 30 Related IT Skills in Scotland

For the 6 months to 24 September 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 (46.04%) ETL
2 63 (45.32%) Finance
3 58 (41.73%) SQL
4 56 (40.29%) Data Modelling
5 48 (34.53%) Oracle
6 44 (31.65%) Business Intelligence
7 31 (22.30%) SQL Server
7 31 (22.30%) Relational Database
8 26 (18.71%) Agile Software Development
9 25 (17.99%) Banking
9 25 (17.99%) SQL Server Integration Services
10 24 (17.27%) RDBMS
11 22 (15.83%) Migration
11 22 (15.83%) Oracle Database
12 21 (15.11%) Stakeholder Management
12 21 (15.11%) Data Architecture
13 19 (13.67%) Analytics
14 18 (12.95%) Talend
14 18 (12.95%) Data Integration
14 18 (12.95%) Talend Open Studio
14 18 (12.95%) Teradata
15 17 (12.23%) SAS
16 16 (11.51%) PL/SQL
16 16 (11.51%) User Acceptance Testing
17 15 (10.79%) Enterprise Data Warehouse
18 14 (10.07%) Dimensional Modelling
18 14 (10.07%) Data Analysis
18 14 (10.07%) Microsoft
18 14 (10.07%) MicroStrategy
18 14 (10.07%) Unix

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 17 (12.23%) SAS
2 2 (1.44%) Oracle Workflow
2 2 (1.44%) PowerExchange
2 2 (1.44%) SharePoint
2 2 (1.44%) SharePoint 2010
3 1 (0.72%) JBoss
3 1 (0.72%) Oracle Application Server
Applications
1 7 (5.04%) MS Excel
2 4 (2.88%) MS PowerPoint
3 3 (2.16%) MS Project
4 2 (1.44%) MS Visio
5 1 (0.72%) Spreadsheet
Business Applications
1 2 (1.44%) Cognos TM1
2 1 (0.72%) Infor M3
2 1 (0.72%) Maximo
2 1 (0.72%) OpenLink RightAngle
2 1 (0.72%) Oracle ERP
2 1 (0.72%) Primavera
Cloud Services
1 1 (0.72%) SaaS
Communications & Networking
1 2 (1.44%) LAN
2 1 (0.72%) Firewall
2 1 (0.72%) Internet
2 1 (0.72%) SAN
2 1 (0.72%) VLAN
2 1 (0.72%) VPN
2 1 (0.72%) WAN
2 1 (0.72%) Wi-Fi
2 1 (0.72%) WLAN
Database & Business Intelligence
1 31 (22.30%) Relational Database
1 31 (22.30%) SQL Server
2 25 (17.99%) SQL Server Integration Services
3 24 (17.27%) RDBMS
4 22 (15.83%) Oracle Database
5 15 (10.79%) Enterprise Data Warehouse
6 13 (9.35%) Oracle Reports
6 13 (9.35%) SQL Server Reporting Services
7 11 (7.91%) Big Data
8 9 (6.47%) Hadoop
9 8 (5.76%) BusinessObjects
10 6 (4.32%) MongoDB
10 6 (4.32%) Oracle Database 10g
10 6 (4.32%) Oracle Database 11g
10 6 (4.32%) Oracle8/8i Database
10 6 (4.32%) Oracle9i Database
10 6 (4.32%) SQL Server 2012
11 5 (3.60%) IBM PureData
11 5 (3.60%) SQL Server 2008
11 5 (3.60%) SQL Server Analysis Services
Development Applications
1 18 (12.95%) Talend Open Studio
2 6 (4.32%) PVCS
3 4 (2.88%) ERwin
4 2 (1.44%) SQL Server Management Studio (SSMS)
4 2 (1.44%) Subversion
4 2 (1.44%) Team Foundation Server
4 2 (1.44%) Visual Studio
5 1 (0.72%) FitNesse
5 1 (0.72%) JIRA
5 1 (0.72%) VSS/SourceSafe
General
1 63 (45.32%) Finance
2 25 (17.99%) Banking
3 13 (9.35%) Retail
4 11 (7.91%) Retail Banking
5 6 (4.32%) Law
6 1 (0.72%) Billing
6 1 (0.72%) Investment Banking
6 1 (0.72%) Manufacturing
6 1 (0.72%) Marketing
6 1 (0.72%) Wholesale Banking
Job Titles
1 39 (28.06%) Analyst
2 29 (20.86%) Architect
3 27 (19.42%) Data Architect
4 24 (17.27%) Developer
5 18 (12.95%) Data Analyst
6 16 (11.51%) Data Warehouse Architect
7 12 (8.63%) Data Warehouse Analyst
7 12 (8.63%) ETL Developer
8 11 (7.91%) Business Analyst
9 10 (7.19%) Consultant
10 9 (6.47%) SQL Developer
11 8 (5.76%) Business Intelligence Developer
11 8 (5.76%) Data Business Analyst
12 7 (5.04%) Solutions Architect
12 7 (5.04%) Test Analyst
13 6 (4.32%) Project Manager
13 6 (4.32%) SSIS Developer
14 5 (3.60%) Big Data Architect
14 5 (3.60%) SQL BI Developer
14 5 (3.60%) Talend Developer
Libraries, Frameworks & Software Standards
1 4 (2.88%) HTML
2 3 (2.16%) .NET
2 3 (2.16%) HTML5
2 3 (2.16%) XML
3 2 (1.44%) CSS
3 2 (1.44%) MDX
4 1 (0.72%) AngularJS
4 1 (0.72%) Apache CXF
4 1 (0.72%) ASP.NET
4 1 (0.72%) ASP.NET MVC
4 1 (0.72%) CSS3
4 1 (0.72%) FpML
4 1 (0.72%) Middleware
4 1 (0.72%) OC4J
4 1 (0.72%) REST
4 1 (0.72%) SOAP
4 1 (0.72%) Spring
4 1 (0.72%) Spring Boot
4 1 (0.72%) Web Services
4 1 (0.72%) XML Schema
Miscellaneous
1 18 (12.95%) Data Integration
2 12 (8.63%) Credit Risk
3 11 (7.91%) Analytical Skills
4 3 (2.16%) Reference Data
5 2 (1.44%) Data Structures
5 2 (1.44%) Enterprise Software
5 2 (1.44%) Mainframe
5 2 (1.44%) Visualisation
6 1 (0.72%) Data Extraction
6 1 (0.72%) Hedge funds
6 1 (0.72%) Management Information System
6 1 (0.72%) Minimum Viable Product
6 1 (0.72%) Private Cloud
6 1 (0.72%) SCADA
6 1 (0.72%) Statistics
Operating Systems
1 14 (10.07%) Unix
2 2 (1.44%) Windows
3 1 (0.72%) AIX
3 1 (0.72%) Linux
3 1 (0.72%) Tru64
3 1 (0.72%) Windows Server
Processes & Methodologies
1 64 (46.04%) ETL
2 56 (40.29%) Data Modelling
3 44 (31.65%) Business Intelligence
4 26 (18.71%) Agile Software Development
5 22 (15.83%) Migration
6 21 (15.11%) Data Architecture
6 21 (15.11%) Stakeholder Management
7 19 (13.67%) Analytics
8 16 (11.51%) User Acceptance Testing
9 14 (10.07%) Data Analysis
9 14 (10.07%) Dimensional Modelling
10 13 (9.35%) Business Analysis
11 12 (8.63%) Kimball Methodology
12 10 (7.19%) Data Migration
13 9 (6.47%) Data Mapping
13 9 (6.47%) Performance Tuning
14 8 (5.76%) Logical Data Model
14 8 (5.76%) Mentoring
15 7 (5.04%) Scrum
16 6 (4.32%) Waterfall
Programming Languages
1 58 (41.73%) SQL
2 16 (11.51%) PL/SQL
3 10 (7.19%) T-SQL
4 3 (2.16%) Java
5 2 (1.44%) C
6 1 (0.72%) C#
6 1 (0.72%) JavaScript
6 1 (0.72%) Python
6 1 (0.72%) SAS Macro
6 1 (0.72%) VBA
Qualifications
1 6 (4.32%) Security Cleared
2 4 (2.88%) ISEB
3 2 (1.44%) Degree
Quality Assurance & Compliance
1 12 (8.63%) Data Quality
2 4 (2.88%) QA
3 1 (0.72%) Basel III
3 1 (0.72%) Disclosure Scotland
System Software
1 1 (0.72%) Active Directory
1 1 (0.72%) HDFS
1 1 (0.72%) Oracle RAC
1 1 (0.72%) VMware ESX
1 1 (0.72%) VMware Infrastructure
Systems Management
1 3 (2.16%) HP Quality Center
2 1 (0.72%) Oracle RMAN
Vendors
1 48 (34.53%) Oracle
2 18 (12.95%) Talend
2 18 (12.95%) Teradata
3 14 (10.07%) Microsoft
3 14 (10.07%) MicroStrategy
4 13 (9.35%) Informatica
5 9 (6.47%) IBM
6 5 (3.60%) Cognos
6 5 (3.60%) Netezza
6 5 (3.60%) Trillium
7 2 (1.44%) Alteryx
7 2 (1.44%) CA
7 2 (1.44%) Cloudera
7 2 (1.44%) Nintex
7 2 (1.44%) Tableau
8 1 (0.72%) CheckPoint
8 1 (0.72%) Cisco
8 1 (0.72%) Juniper
8 1 (0.72%) Siemens
8 1 (0.72%) Ventyx