The following table provides summary statistics for contract job vacancies advertised in Scotland with a requirement for Data Warehouse skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Data Warehouse over the 3 months to 28 June 2017 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Data Warehousing
UK / Scotland
3 months to
28 Jun 2017
Same period 2016 Same period 2015
Rank 72 75 35
Rank change year-on-year +3 -40  
Contract jobs citing Data Warehouse 45 79 126
As % of all contract IT jobs advertised in Scotland 2.04% 2.69% 4.26%
As % of the Database & Business Intelligence category 9.83% 11.52% 20.83%
Number of daily rates quoted 30 55 74
Median daily rate £404 £400 £369
Median daily rate % change year-on-year +0.93% +8.47%  
90% offered a daily rate of more than £318 £325 £270
10% offered a daily rate of more than £475 £500 £450
UK excluding London median daily rate £410 £400 £375
% change year-on-year +2.50% +6.66%  
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK excluding London median hourly rate £52.00 £20.50 £31.50
% change year-on-year +153.65% -34.92%  

Data Warehouse is in the database and business intelligence skills category. The next table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in Scotland with a requirement for database and business intelligence skills.

Contract Database & Business Intelligence Skills
Scotland
Contract job vacancies with a requirement for database and business intelligence skills 458 686 605
As % of all contract IT job vacancies advertised in Scotland 20.78% 23.32% 20.47%
Number of daily rates quoted 233 387 320
Median daily rate £400 £353 £350
Median daily rate % change year-on-year +13.47% +0.71%  
90% offered a daily rate of more than £300 £266 £275
10% offered a daily rate of more than £525 £500 £450
UK excluding London median daily rate £400 £375 £350
% change year-on-year +6.66% +7.14%  
Number of hourly rates quoted 6 14 3
Median hourly rate £43.39 £36.00 £42.50
Median hourly rate % change year-on-year +20.52% -15.29%  
UK excluding London median hourly rate £38.00 £31.14 £26.00
% change year-on-year +22.04% +19.75%  

Data Warehouse
Job Vacancy Trend in Scotland

The job posting trend of jobs advertised in Scotland citing Data Warehouse as a proportion of all contract or permanent IT jobs with a match in the Database & Business Intelligence category.

Job vacancy trend for Data Warehouse in Scotland

Data Warehouse
Contractor Daily Rate Trend in Scotland

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

Contractor daily rate trend for Data Warehouse in Scotland

Data Warehouse
Contractor Daily Rate Histogram in Scotland

The daily rate distribution of IT jobs citing Data Warehouse in Scotland over the 3 months to 28 June 2017.

Contractor daily rate histogram for Data Warehouse in Scotland

Data Warehouse
Contractor Hourly Rate Trend in Scotland

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

Contractor hourly rate trend for Data Warehouse 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 28 June 2017. 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 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 25 £400 -6.97% 6
Glasgow -17 12 £413 +3.12% 5
Stirling +9 6 £475 -11.62% 1
Aberdeen -8 1 £160 -
Data Warehouse
UK

For the 6 months to 28 June 2017, 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 40 (41.24%) Finance
2 39 (40.21%) ETL
3 38 (39.18%) SQL
4 34 (35.05%) Business Intelligence
5 33 (34.02%) SQL Server
6 27 (27.84%) Agile Software Development
6 27 (27.84%) SQL Server Integration Services
7 24 (24.74%) Oracle
7 24 (24.74%) Microsoft
8 22 (22.68%) Data Modelling
9 19 (19.59%) Banking
10 18 (18.56%) Analytics
11 17 (17.53%) Data Analysis
12 16 (16.49%) SQL Server Reporting Services
13 15 (15.46%) SAS
14 14 (14.43%) Informatica
15 13 (13.40%) Migration
15 13 (13.40%) Data Management
15 13 (13.40%) Data Architecture
16 12 (12.37%) Data Integration
16 12 (12.37%) Stakeholder Management
17 11 (11.34%) MVC
17 11 (11.34%) Teradata
18 10 (10.31%) Retail
19 9 (9.28%) Hadoop
19 9 (9.28%) Big Data
19 9 (9.28%) Cloudera
19 9 (9.28%) Microsoft Excel
19 9 (9.28%) Analytical Skills
20 8 (8.25%) ASP.NET

Data Warehouse
Co-occurring 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 15 (15.46%) SAS
2 4 (4.12%) Apache Spark
3 2 (2.06%) Apache Airflow
3 2 (2.06%) SharePoint
4 1 (1.03%) JBoss
4 1 (1.03%) Oracle Application Server
4 1 (1.03%) Oracle Spatial
4 1 (1.03%) PowerExchange
Applications
1 9 (9.28%) Microsoft Excel
2 4 (4.12%) MS Visio
2 4 (4.12%) SPSS
3 2 (2.06%) Microsoft Project
4 1 (1.03%) Microsoft Office
4 1 (1.03%) Microsoft PowerPoint
Business Applications
1 2 (2.06%) Cognos Business Intelligence
2 1 (1.03%) Markit EDM
Cloud Services
1 7 (7.22%) Microsoft Azure
2 6 (6.19%) Amazon AWS
3 2 (2.06%) Amazon S3
Communications & Networking
1 2 (2.06%) Internet
Database & Business Intelligence
1 33 (34.02%) SQL Server
2 27 (27.84%) SQL Server Integration Services
3 16 (16.49%) SQL Server Reporting Services
4 9 (9.28%) Big Data
4 9 (9.28%) Hadoop
5 7 (7.22%) QlikView
5 7 (7.22%) Relational Database
5 7 (7.22%) SQL Server Analysis Services
6 6 (6.19%) Enterprise Data Warehouse
6 6 (6.19%) SQL Server 2012
7 5 (5.15%) Oracle Database
7 5 (5.15%) RDBMS
7 5 (5.15%) SQL Server 2016
8 4 (4.12%) Apache Cassandra
8 4 (4.12%) BusinessObjects
8 4 (4.12%) Data Lake
8 4 (4.12%) HBase
9 3 (3.09%) MS Access
9 3 (3.09%) SAP BW
9 3 (3.09%) SQL Server 2014
Development Applications
1 3 (3.09%) ERwin
2 2 (2.06%) Git (software)
2 2 (2.06%) Subversion
2 2 (2.06%) Talend Open Studio
3 1 (1.03%) Artifactory
3 1 (1.03%) Bitbucket
3 1 (1.03%) Jenkins
3 1 (1.03%) Maven
3 1 (1.03%) Sonatype Nexus
3 1 (1.03%) Team Foundation Server
3 1 (1.03%) TeamCity
3 1 (1.03%) TortoiseSVN
General
1 40 (41.24%) Finance
2 19 (19.59%) Banking
3 10 (10.31%) Retail
4 8 (8.25%) Retail Banking
5 7 (7.22%) Back Office
6 2 (2.06%) Manufacturing
7 1 (1.03%) Investment Banking
7 1 (1.03%) Legal
7 1 (1.03%) Marketing
Job Titles
1 31 (31.96%) Developer
2 29 (29.90%) Analyst
3 10 (10.31%) Data Analyst
4 9 (9.28%) SQL Developer
5 8 (8.25%) Designer
6 7 (7.22%) .NET Developer
6 7 (7.22%) Business Analyst
6 7 (7.22%) Business Intelligence Developer
6 7 (7.22%) ETL Developer
7 6 (6.19%) Architect
7 6 (6.19%) Data Architect
7 6 (6.19%) Data Warehouse Analyst
7 6 (6.19%) Project Manager
7 6 (6.19%) Solutions Designer
8 5 (5.15%) Senior Analyst
9 4 (4.12%) Analyst Programmer
9 4 (4.12%) DBA
9 4 (4.12%) Programmer
9 4 (4.12%) Systems Analyst
9 4 (4.12%) Test Analyst
Libraries, Frameworks & Software Standards
1 8 (8.25%) .NET
1 8 (8.25%) ASP.NET
1 8 (8.25%) ASP.NET MVC
1 8 (8.25%) Web Services
2 4 (4.12%) ASP.NET Web API
2 4 (4.12%) WinForms
3 3 (3.09%) Apache Cordova
3 3 (3.09%) CSS
3 3 (3.09%) CSS3
3 3 (3.09%) HTML
3 3 (3.09%) HTML5
3 3 (3.09%) PhoneGap
4 2 (2.06%) Kafka
5 1 (1.03%) OC4J
5 1 (1.03%) XML
Miscellaneous
1 9 (9.28%) Analytical Skills
2 8 (8.25%) Credit Risk
3 3 (3.09%) FMCG
3 3 (3.09%) Taxonomies
4 2 (2.06%) Data Structures
4 2 (2.06%) Hedge funds
4 2 (2.06%) Management Information System
5 1 (1.03%) Enterprise Software
5 1 (1.03%) iSeries
5 1 (1.03%) Mainframe
5 1 (1.03%) Mobile App
5 1 (1.03%) Social Media
Operating Systems
1 4 (4.12%) Unix
2 2 (2.06%) Linux
3 1 (1.03%) AIX
3 1 (1.03%) Tru64
3 1 (1.03%) Windows
3 1 (1.03%) Windows Server
3 1 (1.03%) Windows Server 2012
Processes & Methodologies
1 39 (40.21%) ETL
2 34 (35.05%) Business Intelligence
3 27 (27.84%) Agile Software Development
4 22 (22.68%) Data Modelling
5 18 (18.56%) Analytics
6 17 (17.53%) Data Analysis
7 13 (13.40%) Data Architecture
7 13 (13.40%) Data Management
7 13 (13.40%) Migration
8 12 (12.37%) Data Integration
8 12 (12.37%) Stakeholder Management
9 11 (11.34%) MVC
10 8 (8.25%) Business Analysis
10 8 (8.25%) Data Visualisation
10 8 (8.25%) Visualisation
11 7 (7.22%) Data Analytics
11 7 (7.22%) Logical Data Model
11 7 (7.22%) Scrum
11 7 (7.22%) Workflow
12 6 (6.19%) Master Data Management
Programming Languages
1 38 (39.18%) SQL
2 8 (8.25%) C#
2 8 (8.25%) R
3 5 (5.15%) PL/SQL
3 5 (5.15%) Python
4 4 (4.12%) Scala
5 3 (3.09%) C
5 3 (3.09%) JavaScript
6 2 (2.06%) Java
6 2 (2.06%) T-SQL
7 1 (1.03%) Bash Shell
7 1 (1.03%) PowerShell
7 1 (1.03%) VB.NET
7 1 (1.03%) VBA
Qualifications
1 6 (6.19%) Degree
2 2 (2.06%) ISEB
3 1 (1.03%) APMP
3 1 (1.03%) Oracle Certification
3 1 (1.03%) PMI Certification
3 1 (1.03%) PMP
3 1 (1.03%) Security Cleared
Quality Assurance & Compliance
1 4 (4.12%) Data Quality
2 3 (3.09%) Basel III
3 2 (2.06%) PMO
4 1 (1.03%) Disclosure Scotland
4 1 (1.03%) FATCA
4 1 (1.03%) SLA
System Software
1 2 (2.06%) HDFS
2 1 (1.03%) Oracle RAC
2 1 (1.03%) Tivoli Workload Scheduler
Systems Management
1 2 (2.06%) Hadoop YARN
1 2 (2.06%) HP Quality Center
1 2 (2.06%) Oozie
2 1 (1.03%) Ansible
2 1 (1.03%) Control-M
2 1 (1.03%) Enterprise Manager Cloud Control
2 1 (1.03%) Opscode Chef
2 1 (1.03%) Oracle RMAN
2 1 (1.03%) Puppet
2 1 (1.03%) Terraform
2 1 (1.03%) Tivoli
Vendors
1 24 (24.74%) Microsoft
1 24 (24.74%) Oracle
2 14 (14.43%) Informatica
3 11 (11.34%) Teradata
4 9 (9.28%) Cloudera
5 4 (4.12%) Cognos
5 4 (4.12%) SAP
6 3 (3.09%) Netezza
7 2 (2.06%) Ab Initio
7 2 (2.06%) IBM
7 2 (2.06%) Talend
8 1 (1.03%) Alteryx
8 1 (1.03%) CA
8 1 (1.03%) MicroStrategy
8 1 (1.03%) Pega
8 1 (1.03%) Perforce
8 1 (1.03%) Tableau
8 1 (1.03%) Trillium
8 1 (1.03%) Twitter
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