Period
to 9 December 2018

The following table provides summary statistics for permanent job vacancies advertised in Edinburgh 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 9 December 2018 with a comparison to the same period in the previous 2 years.

Data Warehousing
Scotland > Edinburgh
6 months to
9 Dec 2018
Same period 2017 Same period 2016
Rank 102 81 78
Rank change year-on-year -21 -3 -32
Permanent jobs citing Data Warehouse 45 73 65
As % of all permanent IT jobs advertised in Edinburgh 1.78% 2.76% 2.81%
As % of the Database & Business Intelligence category 6.68% 8.27% 10.32%
Number of salaries quoted 35 35 57
Edinburgh median annual salary £57,500 £42,500 £55,000
Median salary % change year-on-year +35.29% -22.73% +15.79%
10th Percentile £34,250 £32,000 £37,000
90th Percentile £75,450 £61,000 £75,000
Scotland median annual salary £52,000 £45,000 £50,000
% change year-on-year +15.56% -10.00% +5.26%

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 Edinburgh with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Edinburgh
Permanent vacancies with a requirement for database or business intelligence skills 674 883 630
As % of all permanent IT jobs advertised in Edinburgh 26.61% 33.40% 27.27%
Number of salaries quoted 477 567 466
Edinburgh median annual salary £45,000 £40,000 £45,000
Median salary % change year-on-year +12.50% -11.11% +9.76%
10th Percentile £27,500 £27,500 £29,875
90th Percentile £68,750 £60,000 £62,500
Scotland median annual salary £45,000 £42,500 £43,000
% change year-on-year +5.88% -1.16% +3.61%

Data Warehouse
Job Vacancy Trend in Edinburgh

Job postings citing Data Warehouse as a percentage of all IT jobs advertised in Edinburgh.

Job vacancy trend for Data Warehouse in Edinburgh

Data Warehouse
Salary Trend in Edinburgh

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

Salary trend for Data Warehouse in Edinburgh

Data Warehouse
Salary Histogram in Edinburgh

The salary distribution of IT jobs citing Data Warehouse in Edinburgh over the 6 months to 9 December 2018.

Salary histogram for Data Warehouse in Edinburgh

For the 6 months to 9 December 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 Edinburgh region with a requirement for Data Warehouse.

1 31 (68.89%) SQL
2 27 (60.00%) Business Intelligence
3 26 (57.78%) Finance
4 21 (46.67%) ETL
5 18 (40.00%) Analytics
6 17 (37.78%) SAS
7 16 (35.56%) Agile Software Development
8 14 (31.11%) Microsoft
8 14 (31.11%) Data Modelling
9 12 (26.67%) SQL Server Reporting Services
9 12 (26.67%) SQL Server Integration Services
10 10 (22.22%) Data Management
10 10 (22.22%) Oracle
10 10 (22.22%) Unix
10 10 (22.22%) Migration
11 9 (20.00%) Teradata
11 9 (20.00%) SQL Server
11 9 (20.00%) QlikView
11 9 (20.00%) SQL Server Analysis Services
12 8 (17.78%) Data Integration
12 8 (17.78%) Data Migration
12 8 (17.78%) Banking
12 8 (17.78%) Relational Database
13 7 (15.56%) Data Quality
13 7 (15.56%) Data Analytics
13 7 (15.56%) Qlik Sense
13 7 (15.56%) Power BI
13 7 (15.56%) Tivoli
13 7 (15.56%) Tivoli Workload Scheduler
13 7 (15.56%) Project Management

Data Warehouse
Co-occurring IT Skills in Edinburgh 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 17 (37.78%) SAS
2 2 (4.44%) Apache Spark
3 1 (2.22%) Apache
3 1 (2.22%) Apache Pig
Business Applications
1 1 (2.22%) Dynamics AX
Cloud Services
1 3 (6.67%) Amazon AWS
1 3 (6.67%) Microsoft Azure
2 1 (2.22%) Amazon EC2
2 1 (2.22%) Amazon EMR
2 1 (2.22%) Amazon S3
2 1 (2.22%) AWS Lambda
2 1 (2.22%) Google Cloud Platform
2 1 (2.22%) Serverless
Database & Business Intelligence
1 12 (26.67%) SQL Server Integration Services
1 12 (26.67%) SQL Server Reporting Services
2 9 (20.00%) QlikView
2 9 (20.00%) SQL Server
2 9 (20.00%) SQL Server Analysis Services
3 8 (17.78%) Relational Database
4 7 (15.56%) Power BI
4 7 (15.56%) Qlik Sense
5 6 (13.33%) SAS Data Integration Studio
5 6 (13.33%) SAS EBI
5 6 (13.33%) SAS Visual Analytics
6 5 (11.11%) DataStage
6 5 (11.11%) IBM InfoSphere
6 5 (11.11%) Star Schema
7 2 (4.44%) Big Data
7 2 (4.44%) Enterprise Data Warehouse
7 2 (4.44%) Hadoop
7 2 (4.44%) PostgreSQL
8 1 (2.22%) BigQuery
8 1 (2.22%) Presto
Development Applications
1 3 (6.67%) ER Studio
1 3 (6.67%) Toad
2 2 (4.44%) SQL Server Management Studio (SSMS)
2 2 (4.44%) Visual Studio
3 1 (2.22%) Atlassian Bamboo
3 1 (2.22%) CA Release Automation
3 1 (2.22%) Git (software)
3 1 (2.22%) Jenkins
3 1 (2.22%) Oracle Forms
3 1 (2.22%) Subversion
3 1 (2.22%) Team Foundation Server
3 1 (2.22%) TeamCity
General
1 26 (57.78%) Finance
2 8 (17.78%) Banking
3 3 (6.67%) Manufacturing
3 3 (6.67%) Marketing
4 2 (4.44%) Electronics
4 2 (4.44%) Telecoms
5 1 (2.22%) Retail
5 1 (2.22%) Retail Banking
Job Titles
1 17 (37.78%) Consultant
2 8 (17.78%) Developer
3 6 (13.33%) SAS Consultant
4 5 (11.11%) Analyst
5 3 (6.67%) Ab Initio Developer
5 3 (6.67%) Business Intelligence Consultant
5 3 (6.67%) C# Developer
5 3 (6.67%) Senior C# Developer
5 3 (6.67%) Senior Developer
5 3 (6.67%) Test Analyst
6 2 (4.44%) Business Intelligence Analyst
6 2 (4.44%) Data Engineer
6 2 (4.44%) Designer
6 2 (4.44%) Engineering Manager
6 2 (4.44%) QlikView Consultant
6 2 (4.44%) Software Engineering Manager
6 2 (4.44%) Software Manager
6 2 (4.44%) SQL Developer
7 1 (2.22%) Big Data Manager
7 1 (2.22%) C# .NET Developer
Libraries, Frameworks & Software Standards
1 6 (13.33%) .NET
2 2 (4.44%) .NET Framework
2 2 (4.44%) Entity Framework
2 2 (4.44%) Web Services
2 2 (4.44%) WPF
3 1 (2.22%) ASP.NET
3 1 (2.22%) Kafka
Miscellaneous
1 5 (11.11%) Mainframe
2 2 (4.44%) Algorithms
2 2 (4.44%) Data Structures
2 2 (4.44%) Fintech
2 2 (4.44%) N-Tier
2 2 (4.44%) User Experience
3 1 (2.22%) Analytical Skills
3 1 (2.22%) Credit Risk
3 1 (2.22%) Self-Motivation
Operating Systems
1 10 (22.22%) Unix
2 5 (11.11%) Windows
3 3 (6.67%) AIX
3 3 (6.67%) Linux
Processes & Methodologies
1 27 (60.00%) Business Intelligence
2 21 (46.67%) ETL
3 18 (40.00%) Analytics
4 16 (35.56%) Agile Software Development
5 14 (31.11%) Data Modelling
6 10 (22.22%) Data Management
6 10 (22.22%) Migration
7 8 (17.78%) Data Integration
7 8 (17.78%) Data Migration
8 7 (15.56%) Data Analytics
8 7 (15.56%) Project Management
9 6 (13.33%) Business Analytics
9 6 (13.33%) SDLC
9 6 (13.33%) Statistics
9 6 (13.33%) Visual Analytics
10 5 (11.11%) Creative Thinking
10 5 (11.11%) ETL Development
10 5 (11.11%) Mentoring
10 5 (11.11%) Software Engineering
10 5 (11.11%) Stakeholder Management
Programming Languages
1 31 (68.89%) SQL
2 5 (11.11%) C#
3 4 (8.89%) Java
3 4 (8.89%) Python
4 3 (6.67%) R
4 3 (6.67%) T-SQL
5 2 (4.44%) PL/SQL
5 2 (4.44%) Shell Script
6 1 (2.22%) Perl
6 1 (2.22%) Ruby
6 1 (2.22%) Scala
6 1 (2.22%) X++
Qualifications
1 1 (2.22%) Degree
Quality Assurance & Compliance
1 7 (15.56%) Data Quality
System Software
1 7 (15.56%) Tivoli Workload Scheduler
2 2 (4.44%) Docker
3 1 (2.22%) HDFS
Systems Management
1 7 (15.56%) Tivoli
2 2 (4.44%) Systems Management Server (SMS)
3 1 (2.22%) Ansible
3 1 (2.22%) Docker Swarm
3 1 (2.22%) Kubernetes
3 1 (2.22%) Mesos
3 1 (2.22%) Oozie
3 1 (2.22%) Opscode Chef
3 1 (2.22%) Puppet
3 1 (2.22%) Rundeck
Vendors
1 14 (31.11%) Microsoft
2 10 (22.22%) Oracle
3 9 (20.00%) Teradata
4 5 (11.11%) Ab Initio
4 5 (11.11%) IBM
5 3 (6.67%) Informatica
6 2 (4.44%) SAP
6 2 (4.44%) Tableau
7 1 (2.22%) Cloudera
7 1 (2.22%) Google