Period
to 24 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Glasgow with a requirement for Data Warehouse skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Warehouse over the 6 months to 24 November 2017 with a comparison to the same period in the previous 2 years.

Data Warehousing
Scotland > Glasgow
6 months to
24 Nov 2017
Same period 2016 Same period 2015
Rank 56 63 46
Rank change year-on-year +7 -17 +58
Permanent jobs citing Data Warehouse 105 82 137
As % of all permanent IT jobs advertised in Glasgow 4.55% 3.82% 5.26%
As % of the Database & Business Intelligence category 12.01% 9.95% 13.73%
Number of salaries quoted 34 44 114
Glasgow median annual salary £45,000 £50,000 £47,500
Median salary % change year-on-year -10.00% +5.26% +11.76%
10th Percentile £32,031 £37,500 £28,750
90th Percentile £61,025 £91,000 £60,000
Scotland median annual salary £45,000 £50,000 £47,500
% change year-on-year -10.00% +5.26% +5.56%

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 permanent job vacancies advertised in Glasgow with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Glasgow
Permanent vacancies with a requirement for database or business intelligence skills 874 824 998
As % of all permanent IT jobs advertised in Glasgow 37.90% 38.41% 38.34%
Number of salaries quoted 508 397 619
Glasgow median annual salary £45,000 £42,500 £40,500
Median salary % change year-on-year +5.88% +4.94% +2.53%
10th Percentile £31,500 £29,150 £28,750
90th Percentile £66,625 £61,250 £60,000
Scotland median annual salary £42,000 £42,500 £40,000
% change year-on-year -1.18% +6.25% -

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
Salary Trend in Glasgow

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Warehouse in Glasgow.

Salary trend for Data Warehouse in Glasgow

Data Warehouse
Salary Histogram in Glasgow

The salary distribution of IT jobs citing Data Warehouse in Glasgow over the 6 months to 24 November 2017.

Salary histogram for Data Warehouse in Glasgow

For the 6 months to 24 November 2017, IT 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 job ads across the Glasgow region with a requirement for Data Warehouse.

1 81 (77.14%) SQL
2 49 (46.67%) Business Intelligence
3 37 (35.24%) Agile Software Development
4 32 (30.48%) ETL
5 30 (28.57%) SQL Server
6 29 (27.62%) Oracle
6 29 (27.62%) Microsoft
7 28 (26.67%) Relational Database
8 20 (19.05%) SQL Server Integration Services
8 20 (19.05%) PL/SQL
9 19 (18.10%) T-SQL
9 19 (18.10%) Finance
10 18 (17.14%) Analytical Skills
11 17 (16.19%) Machine Learning
11 17 (16.19%) User Acceptance Testing
12 16 (15.24%) Statistics
12 16 (15.24%) Python
13 15 (14.29%) Data Modelling
13 15 (14.29%) Java
13 15 (14.29%) PostgreSQL
13 15 (14.29%) Amazon Redshift
13 15 (14.29%) SDLC
13 15 (14.29%) Business Analysis
14 14 (13.33%) Algorithms
14 14 (13.33%) Data Quality
14 14 (13.33%) Informatica
15 13 (12.38%) Telecoms
15 13 (12.38%) Analytics
16 12 (11.43%) Computer Science
16 12 (11.43%) SQL Server Reporting Services

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 5 (4.76%) SAS
2 3 (2.86%) Apache Spark
3 1 (0.95%) JBoss
3 1 (0.95%) Oracle Application Server
3 1 (0.95%) SharePoint
3 1 (0.95%) Tomcat
Applications
1 10 (9.52%) MS Visio
2 4 (3.81%) Microsoft Excel
2 4 (3.81%) Microsoft Office
2 4 (3.81%) Mingle
3 2 (1.90%) Microsoft PowerPoint
Business Applications
1 2 (1.90%) Cognos Business Intelligence
Cloud Services
1 5 (4.76%) Microsoft Azure
2 3 (2.86%) Azure Data Factory
Communications & Networking
1 1 (0.95%) Internet
Database & Business Intelligence
1 30 (28.57%) SQL Server
2 28 (26.67%) Relational Database
3 20 (19.05%) SQL Server Integration Services
4 15 (14.29%) Amazon Redshift
4 15 (14.29%) PostgreSQL
5 12 (11.43%) BusinessObjects
5 12 (11.43%) SQL Server Reporting Services
6 10 (9.52%) SQL Server 2012
7 9 (8.57%) Big Data
7 9 (8.57%) Power BI
7 9 (8.57%) SQL Server Analysis Services
8 8 (7.62%) PowerCenter
9 6 (5.71%) BusinessObjects Web Intelligence
10 5 (4.76%) QlikView
11 4 (3.81%) BusinessObjects Business Intelligence
11 4 (3.81%) SQL Server 2016
11 4 (3.81%) Star Schema
12 3 (2.86%) Data Lake
12 3 (2.86%) DB2
12 3 (2.86%) Snowflake Schema
Development Applications
1 9 (8.57%) JIRA
2 8 (7.62%) Selenium
3 7 (6.67%) Subversion
4 5 (4.76%) JUnit
4 5 (4.76%) Maven
4 5 (4.76%) tSQLt
5 4 (3.81%) Oracle Forms
5 4 (3.81%) TeamCity
5 4 (3.81%) Toad
6 3 (2.86%) ERwin
7 2 (1.90%) SQL Server Management Studio (SSMS)
8 1 (0.95%) Team Foundation Server
8 1 (0.95%) Visual Studio
General
1 19 (18.10%) Finance
2 13 (12.38%) Telecoms
3 7 (6.67%) Marketing
4 6 (5.71%) Manufacturing
5 5 (4.76%) Banking
5 5 (4.76%) Electronics
6 4 (3.81%) Investment Banking
7 3 (2.86%) Advertising
8 2 (1.90%) Retail
9 1 (0.95%) Back Office
9 1 (0.95%) Financial Institution
9 1 (0.95%) Front Office
9 1 (0.95%) Legal
9 1 (0.95%) Retail Banking
Job Titles
1 35 (33.33%) Developer
2 19 (18.10%) Analyst
3 16 (15.24%) Data Scientist
4 13 (12.38%) SQL Developer
5 11 (10.48%) Business Analyst
6 8 (7.62%) ETL Tester
6 8 (7.62%) Tester
7 7 (6.67%) Consultant
7 7 (6.67%) DBA
7 7 (6.67%) Technical Analyst
8 6 (5.71%) Business Intelligence Developer
8 6 (5.71%) ETL Developer
8 6 (5.71%) Informatica Developer
8 6 (5.71%) SQL Server Developer
8 6 (5.71%) Systems Analyst
9 5 (4.76%) Administrator
9 5 (4.76%) Business Systems Analyst
9 5 (4.76%) Data Warehouse Developer
9 5 (4.76%) SQL DBA
9 5 (4.76%) Technical Business Analyst
Libraries, Frameworks & Software Standards
1 2 (1.90%) Natural Language Processing
2 1 (0.95%) Bokeh
2 1 (0.95%) CGI
2 1 (0.95%) CSS
2 1 (0.95%) HTML
2 1 (0.95%) MDX
2 1 (0.95%) Middleware
2 1 (0.95%) OC4J
2 1 (0.95%) Pandas
2 1 (0.95%) PySpark
2 1 (0.95%) SparkR
Miscellaneous
1 18 (17.14%) Analytical Skills
2 14 (13.33%) Algorithms
3 12 (11.43%) Computer Science
4 7 (6.67%) Management Information System
5 4 (3.81%) FMCG
6 2 (1.90%) Credit Risk
6 2 (1.90%) Data Structures
6 2 (1.90%) Hedge funds
7 1 (0.95%) Mainframe
7 1 (0.95%) User Experience
Operating Systems
1 4 (3.81%) Linux
1 4 (3.81%) Unix
2 3 (2.86%) Windows
3 1 (0.95%) AIX
3 1 (0.95%) Tru64
3 1 (0.95%) Windows 10
Processes & Methodologies
1 49 (46.67%) Business Intelligence
2 37 (35.24%) Agile Software Development
3 32 (30.48%) ETL
4 17 (16.19%) Machine Learning
4 17 (16.19%) User Acceptance Testing
5 16 (15.24%) Statistics
6 15 (14.29%) Business Analysis
6 15 (14.29%) Data Modelling
6 15 (14.29%) SDLC
7 13 (12.38%) Analytics
8 9 (8.57%) Data Analysis
8 9 (8.57%) Data Integration
8 9 (8.57%) Data Management
8 9 (8.57%) Information Management
8 9 (8.57%) Master Data Management
8 9 (8.57%) Scrum
9 8 (7.62%) Non-Functional Testing
9 8 (7.62%) Performance Testing
9 8 (7.62%) Performance Tuning
9 8 (7.62%) Test Automation
Programming Languages
1 81 (77.14%) SQL
2 20 (19.05%) PL/SQL
3 19 (18.10%) T-SQL
4 16 (15.24%) Python
5 15 (14.29%) Java
6 4 (3.81%) C#
7 3 (2.86%) Scala
8 2 (1.90%) Perl
8 2 (1.90%) R
9 1 (0.95%) C++
9 1 (0.95%) HiveQL
9 1 (0.95%) JavaScript
9 1 (0.95%) Korn
Qualifications
1 7 (6.67%) Degree
2 3 (2.86%) MCSA
2 3 (2.86%) Microsoft Certification
Quality Assurance & Compliance
1 14 (13.33%) Data Quality
2 7 (6.67%) QA
3 2 (1.90%) Basel III
4 1 (0.95%) GDPR
System Software
1 1 (0.95%) Oracle RAC
Systems Management
1 1 (0.95%) Enterprise Manager Cloud Control
1 1 (0.95%) Oracle RMAN
Vendors
1 29 (27.62%) Microsoft
1 29 (27.62%) Oracle
2 14 (13.33%) Informatica
3 9 (8.57%) SAP
4 8 (7.62%) Cognizant
5 7 (6.67%) Netezza
6 6 (5.71%) MicroStrategy
7 4 (3.81%) Tableau
7 4 (3.81%) Teradata
8 3 (2.86%) BT
8 3 (2.86%) Cognos
9 1 (0.95%) F5
9 1 (0.95%) IBM
9 1 (0.95%) Salesforce.com