The following table provides summary statistics for contract job vacancies advertised in Edinburgh 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 29 March 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
Scotland / Edinburgh
3 months to
29 Mar 2017
Same period 2016 Same period 2015
Rank 51 33 23
Rank change year-on-year -18 -10  
Contract jobs citing Data Warehouse 20 69 84
As % of all contract IT jobs advertised in Edinburgh 2.20% 4.58% 5.84%
As % of the Database & Business Intelligence category 12.42% 22.19% 30.00%
Number of daily rates quoted 16 58 59
Median daily rate £450 £400 £400
Median daily rate % change year-on-year +12.50% -  
90% offered a daily rate of more than £375 £325 £269
10% offered a daily rate of more than £500 £500 £505
UK excluding London median daily rate £400 £415 £400
% change year-on-year -3.61% +3.75%  
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK excluding London median hourly rate £35.00 £43.00 £34.00
% change year-on-year -18.60% +26.47%  

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 Edinburgh with a requirement for database and business intelligence skills.

Contract Database & Business Intelligence Skills
Edinburgh
Contract job vacancies with a requirement for database and business intelligence skills 161 311 280
As % of all contract IT job vacancies advertised in Edinburgh 17.69% 20.62% 19.47%
Number of daily rates quoted 96 198 173
Median daily rate £375 £400 £400
Median daily rate % change year-on-year -6.25% -  
90% offered a daily rate of more than £275 £325 £250
10% offered a daily rate of more than £475 £500 £500
UK excluding London median daily rate £400 £388 £375
% change year-on-year +3.22% +3.33%  
Number of hourly rates quoted 6 2 2
Median hourly rate £52.09 £15.00 £47.50
Median hourly rate % change year-on-year +247.23% -68.42%  
UK excluding London median hourly rate £34.24 £32.50 £32.50
% change year-on-year +5.35% -  

Data Warehouse
Job Vacancy Trend in Edinburgh

The job posting trend of jobs advertised in Edinburgh 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 Edinburgh

Data Warehouse
Contractor Daily Rate Trend in Edinburgh

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

Contractor daily rate trend for Data Warehouse in Edinburgh

Data Warehouse
Contractor Daily Rate Histogram in Edinburgh

The daily rate distribution of IT jobs citing Data Warehouse in Edinburgh over the 3 months to 29 March 2017.

Contractor daily rate histogram for Data Warehouse in Edinburgh

Data Warehouse
Contractor Hourly Rate Trend in Edinburgh

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

Contractor hourly rate trend for Data Warehouse in Edinburgh

For the 6 months to 29 March 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 Edinburgh region with a requirement for Data Warehouse.

1 27 (57.45%) ETL
2 26 (55.32%) SQL
3 19 (40.43%) SQL Server
4 18 (38.30%) Finance
5 17 (36.17%) Banking
6 16 (34.04%) Oracle
7 15 (31.91%) Business Intelligence
8 11 (23.40%) SAS
8 11 (23.40%) Data Modelling
9 10 (21.28%) Agile Software Development
9 10 (21.28%) SQL Server Integration Services
10 9 (19.15%) Retail
10 9 (19.15%) Data Analysis
10 9 (19.15%) Microsoft
10 9 (19.15%) Migration
10 9 (19.15%) Data Architecture
10 9 (19.15%) Cloudera
11 8 (17.02%) Teradata
11 8 (17.02%) Retail Banking
12 7 (14.89%) Business Analysis
12 7 (14.89%) SQL Server Reporting Services
12 7 (14.89%) Data Management
13 6 (12.77%) Asset Management
13 6 (12.77%) Big Data
13 6 (12.77%) Analytics
13 6 (12.77%) Amazon AWS
13 6 (12.77%) Hadoop
14 5 (10.64%) Tableau
14 5 (10.64%) Management Information System
14 5 (10.64%) Stakeholder Management

Data Warehouse
Co-occurring IT Skills in Edinburgh 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 11 (23.40%) SAS
2 3 (6.38%) Apache Spark
2 3 (6.38%) SharePoint
3 2 (4.26%) Apache Airflow
4 1 (2.13%) Oracle Spatial
Applications
1 2 (4.26%) MS Excel
2 1 (2.13%) MS Project
Business Applications
1 2 (4.26%) thinkFolio
Cloud Services
1 6 (12.77%) Amazon AWS
2 2 (4.26%) Amazon S3
3 1 (2.13%) Microsoft Azure
Communications & Networking
1 2 (4.26%) Firewall
1 2 (4.26%) LAN
1 2 (4.26%) VLAN
1 2 (4.26%) VPN
1 2 (4.26%) WAN
Database & Business Intelligence
1 19 (40.43%) SQL Server
2 10 (21.28%) SQL Server Integration Services
3 7 (14.89%) SQL Server Reporting Services
4 6 (12.77%) Big Data
4 6 (12.77%) Hadoop
5 4 (8.51%) Enterprise Data Warehouse
5 4 (8.51%) Relational Database
6 3 (6.38%) Apache Cassandra
6 3 (6.38%) BusinessObjects
6 3 (6.38%) Data Lake
6 3 (6.38%) HBase
6 3 (6.38%) RDBMS
6 3 (6.38%) SQL Server 2012
7 2 (4.26%) Apache Hive
7 2 (4.26%) BusinessObjects Business Intelligence
7 2 (4.26%) BusinessObjects Web Intelligence
7 2 (4.26%) OLAP
7 2 (4.26%) SAP Data Services
7 2 (4.26%) SQL Server 2008
7 2 (4.26%) SQL Server Analysis Services
Development Applications
1 2 (4.26%) ERwin
2 1 (2.13%) Cucumber
2 1 (2.13%) Selenium
2 1 (2.13%) Subversion
2 1 (2.13%) Talend Open Studio
2 1 (2.13%) TortoiseSVN
General
1 18 (38.30%) Finance
2 17 (36.17%) Banking
3 9 (19.15%) Retail
4 8 (17.02%) Retail Banking
5 2 (4.26%) Legal
Job Titles
1 20 (42.55%) Analyst
2 14 (29.79%) Developer
3 10 (21.28%) Data Analyst
4 9 (19.15%) Business Intelligence Developer
5 6 (12.77%) SQL Developer
5 6 (12.77%) Systems Analyst
6 5 (10.64%) Architect
6 5 (10.64%) Data Architect
7 4 (8.51%) Business Analyst
7 4 (8.51%) Designer
7 4 (8.51%) ETL Developer
7 4 (8.51%) Solutions Designer
7 4 (8.51%) SQL BI Developer
8 3 (6.38%) SSIS Developer
9 2 (4.26%) Data Modeller
9 2 (4.26%) Data Warehouse Analyst
9 2 (4.26%) Data Warehouse Developer
9 2 (4.26%) Infrastructure Manager
9 2 (4.26%) Solutions Architect
9 2 (4.26%) SQL Analyst
Libraries, Frameworks & Software Standards
1 5 (10.64%) Web Services
2 2 (4.26%) Kafka
3 1 (2.13%) PostGIS
Miscellaneous
1 5 (10.64%) Management Information System
2 4 (8.51%) Analytical Skills
3 3 (6.38%) Data Structures
3 3 (6.38%) Taxonomies
4 1 (2.13%) Mainframe
4 1 (2.13%) Social Media
Operating Systems
1 2 (4.26%) Windows
1 2 (4.26%) Windows Server
2 1 (2.13%) Unix
Processes & Methodologies
1 27 (57.45%) ETL
2 15 (31.91%) Business Intelligence
3 11 (23.40%) Data Modelling
4 10 (21.28%) Agile Software Development
5 9 (19.15%) Data Analysis
5 9 (19.15%) Data Architecture
5 9 (19.15%) Migration
6 7 (14.89%) Business Analysis
6 7 (14.89%) Data Management
7 6 (12.77%) Analytics
7 6 (12.77%) Asset Management
8 5 (10.64%) Stakeholder Management
9 4 (8.51%) Kimball Methodology
9 4 (8.51%) Ontologies
9 4 (8.51%) Requirements Analysis
9 4 (8.51%) Visualisation
10 3 (6.38%) Data Visualisation
10 3 (6.38%) ETL Development
10 3 (6.38%) Master Data Management
10 3 (6.38%) Project Management
Programming Languages
1 26 (55.32%) SQL
2 3 (6.38%) PL/SQL
2 3 (6.38%) R
2 3 (6.38%) Scala
2 3 (6.38%) VBA
3 2 (4.26%) Java
3 2 (4.26%) Python
3 2 (4.26%) T-SQL
Qualifications
1 5 (10.64%) Degree
2 1 (2.13%) APMP
2 1 (2.13%) Oracle Certification
Quality Assurance & Compliance
1 3 (6.38%) Data Quality
1 3 (6.38%) Disclosure Scotland
System Software
1 2 (4.26%) Active Directory
1 2 (4.26%) HDFS
1 2 (4.26%) VMware ESX
1 2 (4.26%) VMware Infrastructure
Systems Management
1 2 (4.26%) Hadoop YARN
1 2 (4.26%) Oozie
Vendors
1 16 (34.04%) Oracle
2 9 (19.15%) Cloudera
2 9 (19.15%) Microsoft
3 8 (17.02%) Teradata
4 5 (10.64%) Tableau
5 3 (6.38%) SAP
6 2 (4.26%) Ab Initio
6 2 (4.26%) Charles River
6 2 (4.26%) CheckPoint
6 2 (4.26%) Cisco
6 2 (4.26%) Cognos
6 2 (4.26%) Informatica
6 2 (4.26%) Juniper
6 2 (4.26%) VMware
7 1 (2.13%) Alteryx
7 1 (2.13%) Netezza
7 1 (2.13%) Pega
7 1 (2.13%) Talend