Period
to 27 May 2018

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 27 May 2018 with a comparison to the same period in the previous 2 years.

Data Warehousing
Scotland > Glasgow
6 months to
27 May 2018
Same period 2017 Same period 2016
Rank 87 39 59
Rank change year-on-year -48 +20 +1
Permanent jobs citing Data Warehouse 77 124 119
As % of all permanent IT jobs advertised in Glasgow 3.14% 6.22% 4.51%
As % of the Database & Business Intelligence category 7.78% 13.45% 11.81%
Number of salaries quoted 46 57 98
Glasgow median annual salary £43,250 £45,000 £47,500
Median salary % change year-on-year -3.89% -5.26% +9.20%
10th Percentile £36,500 £27,000 £31,600
90th Percentile £62,250 £59,700 £65,000
Scotland median annual salary £45,000 £47,500 £47,500
% change year-on-year -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 990 922 1,008
As % of all permanent IT jobs advertised in Glasgow 40.39% 46.22% 38.23%
Number of salaries quoted 748 550 511
Glasgow median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% +4.94%
10th Percentile £32,000 £28,975 £28,750
90th Percentile £72,875 £70,000 £65,000
Scotland median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - +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 27 May 2018.

Salary histogram for Data Warehouse in Glasgow

For the 6 months to 27 May 2018, IT 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 permanent job ads across the Glasgow region with a requirement for Data Warehouse.

1 65 (84.42%) SQL
2 42 (54.55%) ETL
3 32 (41.56%) Analytics
4 31 (40.26%) Business Intelligence
5 30 (38.96%) Microsoft
5 30 (38.96%) SQL Server Integration Services
6 25 (32.47%) Oracle
7 23 (29.87%) SQL Server
8 22 (28.57%) Relational Database
9 21 (27.27%) Machine Learning
9 21 (27.27%) Python
10 20 (25.97%) Big Data
10 20 (25.97%) Data Science
11 19 (24.68%) Data Modelling
12 18 (23.38%) Data Analysis
13 17 (22.08%) Finance
13 17 (22.08%) QlikView
13 17 (22.08%) Microsoft Azure
14 16 (20.78%) Algorithms
14 16 (20.78%) Statistics
15 15 (19.48%) SQL Server Analysis Services
15 15 (19.48%) SQL Server Reporting Services
15 15 (19.48%) Informatica
16 14 (18.18%) Agile Software Development
17 13 (16.88%) BusinessObjects
17 13 (16.88%) T-SQL
18 11 (14.29%) PostgreSQL
18 11 (14.29%) Analytical Skills
18 11 (14.29%) Amazon Redshift
19 10 (12.99%) Power BI

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 7 (9.09%) Apache Spark
2 1 (1.30%) SharePoint
2 1 (1.30%) Tomcat
Applications
1 1 (1.30%) Microsoft Project
1 1 (1.30%) Mingle
1 1 (1.30%) MS Visio
Business Applications
1 1 (1.30%) Cognos Business Intelligence
1 1 (1.30%) Cognos TM1
Cloud Services
1 17 (22.08%) Microsoft Azure
2 9 (11.69%) Cloud Computing
3 8 (10.39%) Amazon AWS
4 7 (9.09%) Azure Data Factory
5 1 (1.30%) Google Analytics
Database & Business Intelligence
1 30 (38.96%) SQL Server Integration Services
2 23 (29.87%) SQL Server
3 22 (28.57%) Relational Database
4 20 (25.97%) Big Data
5 17 (22.08%) QlikView
6 15 (19.48%) SQL Server Analysis Services
6 15 (19.48%) SQL Server Reporting Services
7 13 (16.88%) BusinessObjects
8 11 (14.29%) Amazon Redshift
8 11 (14.29%) PostgreSQL
9 10 (12.99%) Power BI
10 9 (11.69%) RDBMS
11 8 (10.39%) Data Mining
11 8 (10.39%) IBM InfoSphere
11 8 (10.39%) OLTP
11 8 (10.39%) Spotfire
12 7 (9.09%) Data Lake
12 7 (9.09%) Hadoop
12 7 (9.09%) Snowflake Schema
12 7 (9.09%) Star Schema
Development Applications
1 2 (2.60%) Oracle Forms
2 1 (1.30%) Toad
General
1 17 (22.08%) Finance
2 6 (7.79%) Retail
3 2 (2.60%) Legal
4 1 (1.30%) Advertising
4 1 (1.30%) Banking
4 1 (1.30%) Manufacturing
4 1 (1.30%) Retail Finance
4 1 (1.30%) Telecoms
Job Titles
1 24 (31.17%) Developer
2 19 (24.68%) Data Scientist
3 9 (11.69%) Analyst
3 9 (11.69%) Data Warehouse Developer
4 8 (10.39%) ETL Developer
4 8 (10.39%) Software Developer
5 7 (9.09%) Business Intelligence Developer
5 7 (9.09%) DBA
5 7 (9.09%) Designer
5 7 (9.09%) Support Analyst
6 6 (7.79%) SQL DBA
7 5 (6.49%) Business Intelligence Analyst
7 5 (6.49%) Business Intelligence Support Analyst
7 5 (6.49%) Business Support Analyst
8 3 (3.90%) Architect
8 3 (3.90%) Business Intelligence Lead
8 3 (3.90%) SQL Developer
9 2 (2.60%) Administrator
9 2 (2.60%) Applications Support
9 2 (2.60%) Business Developer
Libraries, Frameworks & Software Standards
1 1 (1.30%) SOAP
1 1 (1.30%) XML
Miscellaneous
1 16 (20.78%) Algorithms
2 11 (14.29%) Analytical Skills
3 8 (10.39%) User Experience
4 5 (6.49%) Reference Data
5 2 (2.60%) Social Media
6 1 (1.30%) Clustering
6 1 (1.30%) Driving Licence
6 1 (1.30%) FMCG
6 1 (1.30%) Management Information System
Operating Systems
1 8 (10.39%) Unix
2 1 (1.30%) Windows
Processes & Methodologies
1 42 (54.55%) ETL
2 32 (41.56%) Analytics
3 31 (40.26%) Business Intelligence
4 21 (27.27%) Machine Learning
5 20 (25.97%) Data Science
6 19 (24.68%) Data Modelling
7 18 (23.38%) Data Analysis
8 16 (20.78%) Statistics
9 14 (18.18%) Agile Software Development
10 10 (12.99%) Stakeholder Management
10 10 (12.99%) Visualisation
11 9 (11.69%) Data Transformation
12 8 (10.39%) Anomaly Detection
12 8 (10.39%) BDD
12 8 (10.39%) Data Visualisation
12 8 (10.39%) Performance Tuning
12 8 (10.39%) Problem-Solving
12 8 (10.39%) Software Delivery
12 8 (10.39%) TDD
13 7 (9.09%) Information Management
Programming Languages
1 65 (84.42%) SQL
2 21 (27.27%) Python
3 13 (16.88%) T-SQL
4 9 (11.69%) PL/SQL
4 9 (11.69%) R
5 8 (10.39%) Java
6 1 (1.30%) C#
6 1 (1.30%) Perl
6 1 (1.30%) Shell Script
Qualifications
1 1 (1.30%) Degree
1 1 (1.30%) MCP
1 1 (1.30%) Microsoft Certification
1 1 (1.30%) PRINCE2 Certification
Quality Assurance & Compliance
1 9 (11.69%) Data Quality
2 1 (1.30%) SLA
Vendors
1 30 (38.96%) Microsoft
2 25 (32.47%) Oracle
3 15 (19.48%) Informatica
4 9 (11.69%) Cognos
4 9 (11.69%) Netezza
5 8 (10.39%) MicroStrategy
5 8 (10.39%) Tableau
5 8 (10.39%) Talend
6 5 (6.49%) IBM
6 5 (6.49%) Vertica
7 2 (2.60%) OutlookSoft
8 1 (1.30%) Google
8 1 (1.30%) SAP
8 1 (1.30%) Sybase
8 1 (1.30%) Twitter