Period
to 18 April 2019

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 18 April 2019 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
18 Apr 2019
Same period 2018 Same period 2017
Rank 52 75 37
Rank change year-on-year +23 -38 -4
Contract jobs citing Data Warehouse 56 29 47
As % of all contract IT jobs advertised in Glasgow 3.73% 2.06% 4.43%
As % of the Database & Business Intelligence category 14.62% 8.26% 17.09%
Number of daily rates quoted 41 19 29
Glasgow median daily rate £400 £400 £365
Median daily rate % change year-on-year - +9.59% +4.29%
10th Percentile £313 £313 £307
90th Percentile £695 £465 £418
Scotland median daily rate £425 £400 £400
% change year-on-year +6.25% - +6.67%
Number of hourly rates quoted 0 1 0
Glasgow median hourly rate - £10.00 -
Scotland median hourly rate - £10.00 -

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 383 351 275
As % of all contract IT jobs advertised in Glasgow 25.52% 24.96% 25.89%
Number of daily rates quoted 249 212 139
Glasgow median daily rate £400 £390 £363
Median daily rate % change year-on-year +2.56% +7.59% +3.57%
10th Percentile £310 £287 £262
90th Percentile £575 £500 £478
Scotland median daily rate £400 £400 £363
% change year-on-year - +10.34% -3.33%
Number of hourly rates quoted 4 1 6
Glasgow median hourly rate £12.50 £10.00 £17.32
Median hourly rate % change year-on-year +25.00% -42.26% -64.95%
10th Percentile £12.25 £10.00 £14.74
90th Percentile £21.68 £10.00 £17.36
Scotland median hourly rate £25.00 £42.00 £40.25
% change year-on-year -40.48% +4.35% +177.59%

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 Daily Rate Histogram in Glasgow

The daily rate distribution of IT jobs citing Data Warehouse in Glasgow over the 6 months to 18 April 2019.

Contractor daily rate histogram 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 18 April 2019, 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 37 (66.07%) SQL
2 24 (42.86%) Data Modelling
3 23 (41.07%) SQL Server
3 23 (41.07%) SQL Server Integration Services
4 21 (37.50%) Business Intelligence
4 21 (37.50%) Analytics
5 20 (35.71%) Power BI
5 20 (35.71%) Microsoft Azure
6 19 (33.93%) SQL Server Reporting Services
6 19 (33.93%) SQL Server Analysis Services
7 17 (30.36%) Agile Software Development
8 16 (28.57%) Big Data
9 15 (26.79%) Microsoft
9 15 (26.79%) ETL
10 14 (25.00%) NoSQL
11 13 (23.21%) Visualisation
11 13 (23.21%) RDBMS
11 13 (23.21%) Relational Database
12 12 (21.43%) Data Management
12 12 (21.43%) Enterprise Architecture
13 11 (19.64%) Data Analytics
13 11 (19.64%) Logical Data Model
13 11 (19.64%) Physical Data Model
14 10 (17.86%) Management Information System
14 10 (17.86%) Ontologies
15 9 (16.07%) Data Protection
15 9 (16.07%) Data Architecture
15 9 (16.07%) Microservices
16 8 (14.29%) Data Lineage
16 8 (14.29%) Technical Architecture

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 (3.57%) Confluence
1 2 (3.57%) JBoss
1 2 (3.57%) Oracle Application Server
2 1 (1.79%) SAS
Applications
1 4 (7.14%) Microsoft Excel
2 2 (3.57%) Microsoft Office
Cloud Services
1 20 (35.71%) Microsoft Azure
2 2 (3.57%) Azure Data Factory
2 2 (3.57%) PaaS
3 1 (1.79%) Amazon AWS
3 1 (1.79%) Google Cloud Platform
3 1 (1.79%) Office 365
Communications & Networking
1 2 (3.57%) Internet
Database & Business Intelligence
1 23 (41.07%) SQL Server
1 23 (41.07%) SQL Server Integration Services
2 20 (35.71%) Power BI
3 19 (33.93%) SQL Server Analysis Services
3 19 (33.93%) SQL Server Reporting Services
4 16 (28.57%) Big Data
5 14 (25.00%) NoSQL
6 13 (23.21%) RDBMS
6 13 (23.21%) Relational Database
7 6 (10.71%) Data Lake
8 5 (8.93%) Azure SQL Data Warehouse
8 5 (8.93%) Oracle Database
8 5 (8.93%) Oracle Database 12c
8 5 (8.93%) SQL Server 2016
9 3 (5.36%) Data Mart
9 3 (5.36%) Microsoft Analysis Services
9 3 (5.36%) MongoDB
9 3 (5.36%) SQL Server 2000
10 2 (3.57%) BusinessObjects
10 2 (3.57%) BusinessObjects Web Intelligence
Development Applications
1 4 (7.14%) Visual Studio
2 3 (5.36%) Oracle Forms
3 2 (3.57%) JIRA
General
1 8 (14.29%) Banking
2 6 (10.71%) Finance
2 6 (10.71%) Investment Banking
Job Titles
1 21 (37.50%) Developer
2 13 (23.21%) Architect
3 11 (19.64%) Data Architect
4 9 (16.07%) Business Intelligence Developer
5 7 (12.50%) SQL Developer
6 6 (10.71%) Analyst
6 6 (10.71%) Data Engineer
6 6 (10.71%) DBA
7 5 (8.93%) Lead Architect
7 5 (8.93%) Lead Data Architect
8 4 (7.14%) Azure Engineer
8 4 (7.14%) Data Analyst
9 3 (5.36%) Business Developer
9 3 (5.36%) Power BI Developer
9 3 (5.36%) Solutions Architect
9 3 (5.36%) SQL DBA
10 2 (3.57%) Business Intelligence Consultant
10 2 (3.57%) Consultant
10 2 (3.57%) Oracle DBA
10 2 (3.57%) Quality Engineer
Libraries, Frameworks & Software Standards
1 3 (5.36%) REST
1 3 (5.36%) SOAP
1 3 (5.36%) Web Services
2 2 (3.57%) OC4J
3 1 (1.79%) React
Miscellaneous
1 10 (17.86%) Management Information System
2 2 (3.57%) Analytical Skills
2 2 (3.57%) User Experience
3 1 (1.79%) Greenfield Project
3 1 (1.79%) Replication
3 1 (1.79%) Self-Motivation
Operating Systems
1 3 (5.36%) Windows
1 3 (5.36%) Windows Server
2 2 (3.57%) AIX
2 2 (3.57%) Linux
2 2 (3.57%) Tru64
2 2 (3.57%) Unix
Processes & Methodologies
1 24 (42.86%) Data Modelling
2 21 (37.50%) Analytics
2 21 (37.50%) Business Intelligence
3 17 (30.36%) Agile Software Development
4 15 (26.79%) ETL
5 13 (23.21%) Visualisation
6 12 (21.43%) Data Management
6 12 (21.43%) Enterprise Architecture
7 11 (19.64%) Data Analytics
7 11 (19.64%) Logical Data Model
7 11 (19.64%) Physical Data Model
8 10 (17.86%) Ontologies
9 9 (16.07%) Data Architecture
9 9 (16.07%) Data Protection
9 9 (16.07%) Microservices
10 8 (14.29%) ArchiMate
10 8 (14.29%) Data Lineage
10 8 (14.29%) Information Security
10 8 (14.29%) Technical Architecture
10 8 (14.29%) TOGAF
Programming Languages
1 37 (66.07%) SQL
2 7 (12.50%) T-SQL
3 5 (8.93%) PL/SQL
4 4 (7.14%) Python
5 3 (5.36%) Data Analysis Expressions (DAX)
5 3 (5.36%) U-SQL
6 2 (3.57%) Java
7 1 (1.79%) Clojure
7 1 (1.79%) R
7 1 (1.79%) VB
Qualifications
1 4 (7.14%) BPSS Clearance
2 3 (5.36%) Degree
3 2 (3.57%) Security Cleared
4 1 (1.79%) MCDBA
4 1 (1.79%) MCITP
4 1 (1.79%) MCTS
4 1 (1.79%) Microsoft Certification
Quality Assurance & Compliance
1 7 (12.50%) Data Quality
2 1 (1.79%) Disclosure Scotland
2 1 (1.79%) GDPR
System Software
1 3 (5.36%) Active Directory
2 2 (3.57%) Oracle RAC
Systems Management
1 2 (3.57%) Enterprise Manager Cloud Control
1 2 (3.57%) Oracle RMAN
2 1 (1.79%) SCCM
Vendors
1 15 (26.79%) Microsoft
2 6 (10.71%) Oracle
3 3 (5.36%) Informatica
4 2 (3.57%) SAP
4 2 (3.57%) Tableau
5 1 (1.79%) Databricks