Period
to 23 September 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 23 September 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
23 Sep 2018
Same period 2017 Same period 2016
Rank 84 70 55
Rank change year-on-year -14 -15 -23
Contract jobs citing Data Warehouse 30 35 45
As % of all contract IT jobs advertised in Glasgow 1.76% 2.52% 3.47%
As % of the Database & Business Intelligence category 6.21% 9.21% 13.12%
Number of daily rates quoted 19 19 25
Glasgow median daily rate £375 £400 £400
Median daily rate % change year-on-year -6.25% - +17.65%
10th Percentile £318 £315 £318
90th Percentile £453 £526 £525
Scotland median daily rate £400 £400 £400
Number of hourly rates quoted 2 0 0
Glasgow median hourly rate £10.20 - -
Scotland median hourly rate £10.20 - -

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 483 380 343
As % of all contract IT jobs advertised in Glasgow 28.33% 27.38% 26.49%
Number of daily rates quoted 269 188 192
Glasgow median daily rate £425 £380 £350
Median daily rate % change year-on-year +11.84% +8.57% -
10th Percentile £315 £300 £251
90th Percentile £550 £497 £450
Scotland median daily rate £400 £388 £350
% change year-on-year +3.23% +10.71% -
Number of hourly rates quoted 4 8 1
Glasgow median hourly rate £21.45 £107.00 £44.50
Median hourly rate % change year-on-year -79.95% +140.45% +14.84%
10th Percentile £10.06 £12.77 £43.25
90th Percentile £34.63 £195.00 £45.75
Scotland median hourly rate £16.25 £43.39 £36.00
% change year-on-year -62.55% +20.53% +11.03%

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 23 September 2018.

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 23 September 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 20 (66.67%) ETL
2 17 (56.67%) Business Intelligence
2 17 (56.67%) SQL
2 17 (56.67%) Data Modelling
3 16 (53.33%) Agile Software Development
4 13 (43.33%) SQL Server Integration Services
5 12 (40.00%) Big Data
5 12 (40.00%) SQL Server
5 12 (40.00%) Power BI
6 11 (36.67%) Microsoft
6 11 (36.67%) SQL Server Reporting Services
6 11 (36.67%) SQL Server Analysis Services
7 10 (33.33%) Analytics
7 10 (33.33%) Hadoop
7 10 (33.33%) Oracle
7 10 (33.33%) T-SQL
8 9 (30.00%) Visualisation
8 9 (30.00%) Microsoft Azure
8 9 (30.00%) PaaS
8 9 (30.00%) Azure SQL Database
8 9 (30.00%) Tableau
8 9 (30.00%) Machine Learning
8 9 (30.00%) Microsoft Analysis Services
8 9 (30.00%) HDInsight
8 9 (30.00%) Data Lake
8 9 (30.00%) Dynamics 365
8 9 (30.00%) Azure Data Factory
9 7 (23.33%) Data Strategy
9 7 (23.33%) Digital Transformation Programme
9 7 (23.33%) Service Design

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 (6.67%) Apache Spark
2 1 (3.33%) SAS
Applications
1 3 (10.00%) Microsoft Excel
2 1 (3.33%) Spreadsheet
Business Applications
1 3 (10.00%) Dynamics CRM
Cloud Services
1 9 (30.00%) Azure Data Factory
1 9 (30.00%) Dynamics 365
1 9 (30.00%) Microsoft Azure
1 9 (30.00%) PaaS
2 2 (6.67%) Office 365
3 1 (3.33%) GitHub
Communications & Networking
1 1 (3.33%) Firewall
1 1 (3.33%) VLAN
1 1 (3.33%) WAN
Database & Business Intelligence
1 13 (43.33%) SQL Server Integration Services
2 12 (40.00%) Big Data
2 12 (40.00%) Power BI
2 12 (40.00%) SQL Server
3 11 (36.67%) SQL Server Analysis Services
3 11 (36.67%) SQL Server Reporting Services
4 10 (33.33%) Hadoop
5 9 (30.00%) Azure SQL Database
5 9 (30.00%) Data Lake
5 9 (30.00%) HDInsight
5 9 (30.00%) Microsoft Analysis Services
6 3 (10.00%) MongoDB
6 3 (10.00%) Relational Database
7 2 (6.67%) BusinessObjects
7 2 (6.67%) IBM InfoSphere
7 2 (6.67%) Impala
7 2 (6.67%) NoSQL
7 2 (6.67%) Oracle Database
7 2 (6.67%) Pentaho
7 2 (6.67%) RDBMS
Development Applications
1 3 (10.00%) JIRA
General
1 6 (20.00%) Retail
2 4 (13.33%) Finance
3 3 (10.00%) Manufacturing
3 3 (10.00%) Telecoms
4 2 (6.67%) Banking
4 2 (6.67%) Marketing
5 1 (3.33%) Electronics
5 1 (3.33%) Retail Banking
Job Titles
1 18 (60.00%) Developer
2 11 (36.67%) ETL Developer
3 5 (16.67%) Data Modeller
4 4 (13.33%) Analyst
4 4 (13.33%) SQL Developer
5 3 (10.00%) Business Intelligence Developer
5 3 (10.00%) Oracle Developer
6 2 (6.67%) 1st Line Support
6 2 (6.67%) Agile Developer
6 2 (6.67%) Azure Developer
6 2 (6.67%) Business Developer
6 2 (6.67%) Data Warehouse Analyst
6 2 (6.67%) Data Warehouse Test Analyst
6 2 (6.67%) SAP BusinessObjects (BO) Developer
6 2 (6.67%) SQL Analyst
6 2 (6.67%) SQL Data Analyst
6 2 (6.67%) Test Analyst
7 1 (3.33%) Consultant
7 1 (3.33%) Data Architect
7 1 (3.33%) Network Engineer
Libraries, Frameworks & Software Standards
1 1 (3.33%) ActiveMQ
1 1 (3.33%) JSON
Miscellaneous
1 4 (13.33%) NHS
2 2 (6.67%) Analytical Skills
2 2 (6.67%) Self-Motivation
3 1 (3.33%) AS400
3 1 (3.33%) Data Centre
3 1 (3.33%) Management Information System
Operating Systems
1 1 (3.33%) Unix
1 1 (3.33%) Windows
Processes & Methodologies
1 20 (66.67%) ETL
2 17 (56.67%) Business Intelligence
2 17 (56.67%) Data Modelling
3 16 (53.33%) Agile Software Development
4 10 (33.33%) Analytics
5 9 (30.00%) Machine Learning
5 9 (30.00%) Visualisation
6 7 (23.33%) Data Strategy
6 7 (23.33%) Digital Transformation Programme
6 7 (23.33%) Service Design
7 4 (13.33%) Scrum
8 3 (10.00%) CRM
8 3 (10.00%) Data Analysis
8 3 (10.00%) Software Engineering
9 2 (6.67%) Data Protection
9 2 (6.67%) E-Commerce
9 2 (6.67%) Migration
9 2 (6.67%) Software Testing
9 2 (6.67%) UML
9 2 (6.67%) User Acceptance Testing
Programming Languages
1 17 (56.67%) SQL
2 10 (33.33%) T-SQL
3 2 (6.67%) PL/SQL
4 1 (3.33%) Java
4 1 (3.33%) VBA
Qualifications
1 3 (10.00%) Security Cleared
2 1 (3.33%) BC Cleared
2 1 (3.33%) BPSS Clearance
2 1 (3.33%) DV Cleared
Quality Assurance & Compliance
1 4 (13.33%) PMO
2 2 (6.67%) GDPR
3 1 (3.33%) Data Quality
3 1 (3.33%) QA
System Software
1 1 (3.33%) HDFS
1 1 (3.33%) VMware Infrastructure
1 1 (3.33%) vSphere
Systems Management
1 1 (3.33%) Oracle Flashback
Vendors
1 11 (36.67%) Microsoft
2 10 (33.33%) Oracle
3 9 (30.00%) Tableau
4 5 (16.67%) Informatica
5 3 (10.00%) Talend
6 2 (6.67%) SAP
7 1 (3.33%) Cisco
7 1 (3.33%) F5
7 1 (3.33%) Juniper
7 1 (3.33%) Palo Alto
7 1 (3.33%) Red Hat
7 1 (3.33%) ServiceNow
7 1 (3.33%) Sybase
7 1 (3.33%) VMware