Period
to 22 June 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 22 June 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
22 Jun 2018
Same period 2017 Same period 2016
Rank 78 51 48
Rank change year-on-year -27 -3 -5
Contract jobs citing Data Warehouse 36 39 49
As % of all contract IT jobs advertised in Glasgow 2.22% 3.35% 3.84%
As % of the Database & Business Intelligence category 8.22% 12.50% 16.67%
Number of daily rates quoted 24 29 31
Glasgow median daily rate £400 £365 £400
Median daily rate % change year-on-year +9.50% -8.68% +6.67%
10th Percentile £313 £307 £300
90th Percentile £505 £453 £488
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 438 312 294
As % of all contract IT jobs advertised in Glasgow 26.99% 26.78% 23.06%
Number of daily rates quoted 249 152 174
Glasgow median daily rate £400 £363 £350
Median daily rate % change year-on-year +10.34% +3.57% -6.67%
10th Percentile £305 £276 £253
90th Percentile £515 £449 £438
Scotland median daily rate £400 £375 £375
% change year-on-year +6.67% - -
Number of hourly rates quoted 3 6 0
Glasgow median hourly rate £10.41 £17.36 -
Median hourly rate % change year-on-year -40.05% - -
Scotland median hourly rate £16.25 £43.39 £33.10
% change year-on-year -62.55% +31.08% -22.11%

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 22 June 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 22 June 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 19 (52.78%) Business Intelligence
2 18 (50.00%) SQL
3 17 (47.22%) ETL
4 13 (36.11%) Oracle
4 13 (36.11%) SQL Server Integration Services
5 11 (30.56%) SQL Server Reporting Services
6 9 (25.00%) QA
6 9 (25.00%) QlikView
6 9 (25.00%) SQL Server
7 8 (22.22%) Data Modelling
7 8 (22.22%) Microsoft
7 8 (22.22%) SQL Server Analysis Services
7 8 (22.22%) Agile Software Development
8 7 (19.44%) Team Foundation Server
8 7 (19.44%) C#
8 7 (19.44%) Workflow
8 7 (19.44%) High Availability
8 7 (19.44%) Big Data
8 7 (19.44%) Kimball Methodology
8 7 (19.44%) Analytics
9 6 (16.67%) Retail
9 6 (16.67%) Data Analysis
10 5 (13.89%) Degree
10 5 (13.89%) Finance
10 5 (13.89%) NHS
10 5 (13.89%) Microsoft Certification
10 5 (13.89%) Power BI
10 5 (13.89%) PMO
11 4 (11.11%) Collaborative Working
11 4 (11.11%) Relational Database

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 (5.56%) Apache Spark
2 1 (2.78%) Jetty
2 1 (2.78%) Oracle SOA Suite
2 1 (2.78%) WebLogic
Applications
1 4 (11.11%) Microsoft Excel
2 1 (2.78%) Spreadsheet
Business Applications
1 1 (2.78%) Dynamics AX
Cloud Services
1 3 (8.33%) Azure Data Factory
1 3 (8.33%) Microsoft Azure
2 2 (5.56%) Cloud Computing
3 1 (2.78%) Dynamics 365
3 1 (2.78%) GitHub
Communications & Networking
1 1 (2.78%) Firewall
1 1 (2.78%) VLAN
1 1 (2.78%) WAN
Database & Business Intelligence
1 13 (36.11%) SQL Server Integration Services
2 11 (30.56%) SQL Server Reporting Services
3 9 (25.00%) QlikView
3 9 (25.00%) SQL Server
4 8 (22.22%) SQL Server Analysis Services
5 7 (19.44%) Big Data
6 5 (13.89%) Power BI
7 4 (11.11%) NoSQL
7 4 (11.11%) Relational Database
8 3 (8.33%) Hadoop
8 3 (8.33%) MongoDB
9 2 (5.56%) Apache Hive
9 2 (5.56%) BusinessObjects
9 2 (5.56%) Data Lake
9 2 (5.56%) Impala
9 2 (5.56%) MySQL
9 2 (5.56%) RDBMS
10 1 (2.78%) Data Mining
10 1 (2.78%) DataStage
10 1 (2.78%) OLAP
Development Applications
1 7 (19.44%) Team Foundation Server
2 3 (8.33%) JIRA
3 1 (2.78%) Cucumber
3 1 (2.78%) GitLab
3 1 (2.78%) Gradle
3 1 (2.78%) Mockito
3 1 (2.78%) SonarQube
General
1 6 (16.67%) Retail
2 5 (13.89%) Finance
3 3 (8.33%) Banking
4 1 (2.78%) Legal
4 1 (2.78%) Marketing
4 1 (2.78%) Retail Banking
Job Titles
1 15 (41.67%) Developer
2 8 (22.22%) Business Intelligence Developer
3 6 (16.67%) Data Modeller
3 6 (16.67%) SQL Developer
4 4 (11.11%) Analyst
4 4 (11.11%) Database Developer
4 4 (11.11%) ETL Developer
4 4 (11.11%) QlikView Developer
4 4 (11.11%) SQL BI Developer
5 3 (8.33%) Architect
5 3 (8.33%) SQL Database Developer
5 3 (8.33%) SQL Server BI Developer
5 3 (8.33%) SQL Server Developer
6 2 (5.56%) 1st Line Support
6 2 (5.56%) Data Analyst
6 2 (5.56%) Lead Developer
6 2 (5.56%) Senior Developer
6 2 (5.56%) Software Developer
7 1 (2.78%) Business Developer
7 1 (2.78%) Technical Architect
Libraries, Frameworks & Software Standards
1 2 (5.56%) AngularJS
1 2 (5.56%) Middleware
1 2 (5.56%) Node.js
2 1 (2.78%) ActiveMQ
2 1 (2.78%) Dropwizard
2 1 (2.78%) FreeMarker
2 1 (2.78%) J2EE
2 1 (2.78%) Java EE
2 1 (2.78%) JSON
2 1 (2.78%) Spring
2 1 (2.78%) Spring Boot
2 1 (2.78%) XML
Miscellaneous
1 5 (13.89%) NHS
2 4 (11.11%) Analytical Skills
3 2 (5.56%) Self-Motivation
4 1 (2.78%) Algorithms
4 1 (2.78%) Clustering
4 1 (2.78%) Data Centre
4 1 (2.78%) Data Structures
4 1 (2.78%) Management Information System
4 1 (2.78%) Mobile App
4 1 (2.78%) Taxonomies
Operating Systems
1 2 (5.56%) Unix
1 2 (5.56%) Windows
Processes & Methodologies
1 19 (52.78%) Business Intelligence
2 17 (47.22%) ETL
3 8 (22.22%) Agile Software Development
3 8 (22.22%) Data Modelling
4 7 (19.44%) Analytics
4 7 (19.44%) High Availability
4 7 (19.44%) Kimball Methodology
4 7 (19.44%) Workflow
5 6 (16.67%) Data Analysis
6 4 (11.11%) Collaborative Working
6 4 (11.11%) Scrum
7 3 (8.33%) E-Commerce
7 3 (8.33%) Performance Tuning
7 3 (8.33%) Problem-Solving
7 3 (8.33%) Stakeholder Management
7 3 (8.33%) UML
8 2 (5.56%) Artificial Intelligence
8 2 (5.56%) Kanban
8 2 (5.56%) Migration
8 2 (5.56%) Statistical Analysis
Programming Languages
1 18 (50.00%) SQL
2 7 (19.44%) C#
3 3 (8.33%) Java
3 3 (8.33%) PL/SQL
3 3 (8.33%) Python
4 2 (5.56%) T-SQL
5 1 (2.78%) R
5 1 (2.78%) VBA
Qualifications
1 5 (13.89%) Degree
1 5 (13.89%) Microsoft Certification
2 4 (11.11%) MCAD
2 4 (11.11%) MCSD
2 4 (11.11%) MCTS
3 1 (2.78%) DV Cleared
3 1 (2.78%) ISEB
3 1 (2.78%) ISTQB
3 1 (2.78%) ISTQB Foundation Certification
3 1 (2.78%) Security Cleared
Quality Assurance & Compliance
1 9 (25.00%) QA
2 5 (13.89%) PMO
3 3 (8.33%) Data Quality
4 1 (2.78%) GDPR
System Software
1 1 (2.78%) HDFS
1 1 (2.78%) VMware Infrastructure
1 1 (2.78%) vSphere
Systems Management
1 1 (2.78%) Oracle Flashback
Vendors
1 13 (36.11%) Oracle
2 8 (22.22%) Microsoft
3 4 (11.11%) Informatica
4 2 (5.56%) Tableau
5 1 (2.78%) Cisco
5 1 (2.78%) Cognos
5 1 (2.78%) F5
5 1 (2.78%) Juniper
5 1 (2.78%) MicroStrategy
5 1 (2.78%) Palo Alto
5 1 (2.78%) Red Hat
5 1 (2.78%) SAP
5 1 (2.78%) ServiceNow
5 1 (2.78%) Talend
5 1 (2.78%) VMware