Period
to 15 December 2018

The following table provides summary statistics for contract job vacancies advertised in Glasgow 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 6 months to 15 December 2018 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 > Glasgow
6 months to
15 Dec 2018
Same period 2017 Same period 2016
Rank 76 70 47
Rank change year-on-year -6 -23 -19
Contract jobs citing Data Warehouse 44 26 44
As % of all contract IT jobs advertised in Glasgow 2.56% 2.07% 3.87%
As % of the Database & Business Intelligence category 9.76% 8.47% 15.02%
Number of daily rates quoted 29 13 16
Glasgow median daily rate £375 £500 £423
Median daily rate % change year-on-year -25.00% +18.34% +20.71%
10th Percentile £315 £316 £263
90th Percentile £438 £538 £491
Scotland median daily rate £406 £413 £400
% change year-on-year -1.52% +3.13% +6.67%
Number of hourly rates quoted 0 0 0
Glasgow median hourly rate - - -
Scotland median hourly rate £11.00 - -

Data Warehouse is in the Databases and Business Intelligence category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in Glasgow with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Glasgow
Contract vacancies with a requirement for database or business intelligence skills 451 307 293
As % of all contract IT jobs advertised in Glasgow 26.27% 24.42% 25.75%
Number of daily rates quoted 268 166 139
Glasgow median daily rate £400 £380 £363
Median daily rate % change year-on-year +5.26% +4.83% +7.41%
10th Percentile £313 £263 £261
90th Percentile £542 £500 £475
Scotland median daily rate £400 £388 £350
% change year-on-year +3.23% +10.71% -6.67%
Number of hourly rates quoted 2 7 1
Glasgow median hourly rate £33.75 £24.00 £44.50
Median hourly rate % change year-on-year +40.63% -46.07% +43.76%
10th Percentile £31.63 £12.48 £43.25
90th Percentile £34.88 £195.00 £45.75
Scotland median hourly rate £31.25 £42.00 £43.50
% change year-on-year -25.60% -3.45% +74.00%

Data Warehouse
Job Vacancy Trend in Glasgow

Job postings citing Data Warehouse as a percentage of all IT jobs advertised in Glasgow.

Job vacancy trend for Data Warehouse in Glasgow

Data Warehouse
Contractor Daily Rate Trend in Glasgow

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

Contractor daily rate trend for Data Warehouse in Glasgow

Data Warehouse
Contractor Hourly Rate Trend in Glasgow

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

Contractor hourly rate trend for Data Warehouse in Glasgow

For the 6 months to 15 December 2018, IT contractor jobs citing Data Warehouse also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all contract job ads across the Glasgow region with a requirement for Data Warehouse.

1 30 (68.18%) SQL
2 27 (61.36%) SQL Server Reporting Services
2 27 (61.36%) Power BI
3 26 (59.09%) SQL Server
3 26 (59.09%) Business Intelligence
4 25 (56.82%) SQL Server Integration Services
4 25 (56.82%) SQL Server Analysis Services
5 22 (50.00%) ETL
6 21 (47.73%) Agile Software Development
7 20 (45.45%) Microsoft Azure
7 20 (45.45%) Data Modelling
7 20 (45.45%) Microsoft
8 14 (31.82%) Big Data
9 13 (29.55%) Analytics
9 13 (29.55%) Data Lake
10 12 (27.27%) Hadoop
10 12 (27.27%) T-SQL
11 11 (25.00%) PaaS
11 11 (25.00%) Microsoft Analysis Services
12 10 (22.73%) Tableau
12 10 (22.73%) Azure Data Factory
13 9 (20.45%) HDInsight
13 9 (20.45%) Dynamics 365
13 9 (20.45%) Machine Learning
13 9 (20.45%) Azure SQL Database
13 9 (20.45%) Visualisation
14 7 (15.91%) Service Design
14 7 (15.91%) Data Strategy
14 7 (15.91%) Digital Transformation Programme
15 6 (13.64%) Scrum

Data Warehouse
Co-occurring IT Skills in Glasgow 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 2 (4.55%) SAS
2 1 (2.27%) JBoss
2 1 (2.27%) Oracle Application Server
Applications
1 3 (6.82%) Microsoft Excel
Business Applications
1 3 (6.82%) Dynamics CRM
Cloud Services
1 20 (45.45%) Microsoft Azure
2 11 (25.00%) PaaS
3 10 (22.73%) Azure Data Factory
4 9 (20.45%) Dynamics 365
5 3 (6.82%) Office 365
6 1 (2.27%) Amazon AWS
6 1 (2.27%) Google Cloud Platform
Communications & Networking
1 1 (2.27%) Internet
Database & Business Intelligence
1 27 (61.36%) Power BI
1 27 (61.36%) SQL Server Reporting Services
2 26 (59.09%) SQL Server
3 25 (56.82%) SQL Server Analysis Services
3 25 (56.82%) SQL Server Integration Services
4 14 (31.82%) Big Data
5 13 (29.55%) Data Lake
6 12 (27.27%) Hadoop
7 11 (25.00%) Microsoft Analysis Services
8 9 (20.45%) Azure SQL Database
8 9 (20.45%) HDInsight
9 6 (13.64%) RDBMS
9 6 (13.64%) Relational Database
10 4 (9.09%) Azure SQL Data Warehouse
10 4 (9.09%) BusinessObjects
10 4 (9.09%) BusinessObjects Web Intelligence
10 4 (9.09%) Pentaho
11 3 (6.82%) SQL Server 2016
12 2 (4.55%) IBM InfoSphere
12 2 (4.55%) Oracle Database
Development Applications
1 4 (9.09%) Visual Studio
General
1 4 (9.09%) Banking
1 4 (9.09%) Investment Banking
2 3 (6.82%) Finance
2 3 (6.82%) Manufacturing
2 3 (6.82%) Retail
2 3 (6.82%) Telecoms
3 1 (2.27%) Electronics
3 1 (2.27%) Marketing
Job Titles
1 31 (70.45%) Developer
2 11 (25.00%) ETL Developer
3 8 (18.18%) Business Intelligence Developer
4 7 (15.91%) SQL Developer
5 5 (11.36%) Business Developer
6 4 (9.09%) SAP BusinessObjects (BO) Developer
7 3 (6.82%) Analyst
7 3 (6.82%) Azure Engineer
7 3 (6.82%) Consultant
7 3 (6.82%) Data Engineer
7 3 (6.82%) Data Warehouse Developer
7 3 (6.82%) DBA
7 3 (6.82%) Oracle Developer
7 3 (6.82%) SSAS Developer
8 2 (4.55%) Agile Developer
8 2 (4.55%) Azure Developer
8 2 (4.55%) Data Warehouse Analyst
8 2 (4.55%) Power BI Developer
8 2 (4.55%) SQL Analyst
8 2 (4.55%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 1 (2.27%) AngularJS
1 1 (2.27%) Ext JS
1 1 (2.27%) HTML
1 1 (2.27%) HTML5
1 1 (2.27%) JMS
1 1 (2.27%) OC4J
1 1 (2.27%) React
1 1 (2.27%) Spring
Miscellaneous
1 4 (9.09%) Analytical Skills
2 2 (4.55%) AS400
2 2 (4.55%) Management Information System
3 1 (2.27%) Greenfield Project
3 1 (2.27%) NHS
3 1 (2.27%) Replication
Operating Systems
1 1 (2.27%) AIX
1 1 (2.27%) Linux
1 1 (2.27%) Tru64
1 1 (2.27%) Unix
1 1 (2.27%) Windows
1 1 (2.27%) Windows Server
Processes & Methodologies
1 26 (59.09%) Business Intelligence
2 22 (50.00%) ETL
3 21 (47.73%) Agile Software Development
4 20 (45.45%) Data Modelling
5 13 (29.55%) Analytics
6 9 (20.45%) Machine Learning
6 9 (20.45%) Visualisation
7 7 (15.91%) Data Strategy
7 7 (15.91%) Digital Transformation Programme
7 7 (15.91%) Service Design
8 6 (13.64%) Scrum
9 4 (9.09%) Dashboard Development
9 4 (9.09%) Software Engineering
9 4 (9.09%) Wealth Management
10 3 (6.82%) Artificial Intelligence
10 3 (6.82%) CRM
10 3 (6.82%) Data Extraction
10 3 (6.82%) Data Science
11 2 (4.55%) Customer Engagement
11 2 (4.55%) Performance Tuning
Programming Languages
1 30 (68.18%) SQL
2 12 (27.27%) T-SQL
3 3 (6.82%) Data Analysis Expressions (DAX)
3 3 (6.82%) U-SQL
4 2 (4.55%) PL/SQL
5 1 (2.27%) Java
5 1 (2.27%) Java 8
5 1 (2.27%) Scala
5 1 (2.27%) VB
Qualifications
1 2 (4.55%) Security Cleared
2 1 (2.27%) BC Cleared
2 1 (2.27%) BPSS Clearance
2 1 (2.27%) Degree
2 1 (2.27%) MCDBA
2 1 (2.27%) MCITP
2 1 (2.27%) MCTS
2 1 (2.27%) Microsoft Certification
Quality Assurance & Compliance
1 1 (2.27%) Data Quality
1 1 (2.27%) GDPR
1 1 (2.27%) PMO
System Software
1 1 (2.27%) Active Directory
1 1 (2.27%) Oracle RAC
Systems Management
1 2 (4.55%) SCCM
2 1 (2.27%) Enterprise Manager Cloud Control
2 1 (2.27%) Oracle RMAN
Vendors
1 20 (45.45%) Microsoft
2 10 (22.73%) Tableau
3 6 (13.64%) Informatica
4 5 (11.36%) Oracle
4 5 (11.36%) SAP
5 2 (4.55%) Sybase
5 2 (4.55%) Talend