Period
to 17 June 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 17 June 2018 with a comparison to the same period in the previous 2 years.

Data Warehousing
Scotland > Edinburgh
6 months to
17 Jun 2018
Same period 2017 Same period 2016
Rank 100 85 34
Rank change year-on-year -15 -51 +51
Permanent jobs citing Data Warehouse 49 57 139
As % of all permanent IT jobs advertised in Edinburgh 1.84% 2.49% 5.53%
As % of the Database & Business Intelligence category 6.89% 7.31% 20.09%
Number of salaries quoted 20 33 102
Edinburgh median annual salary £54,750 £50,000 £47,500
Median salary % change year-on-year +9.50% +5.26% -5.00%
10th Percentile £39,300 £37,550 £37,500
90th Percentile £114,250 £75,000 £65,000
Scotland median annual salary £45,000 £45,000 £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 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 711 780 692
As % of all permanent IT jobs advertised in Edinburgh 26.75% 34.06% 27.54%
Number of salaries quoted 474 500 413
Edinburgh median annual salary £43,941 £42,500 £45,000
Median salary % change year-on-year +3.39% -5.56% +5.88%
10th Percentile £28,000 £28,554 £28,550
90th Percentile £67,500 £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 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 17 June 2018.

Salary histogram for Data Warehouse in Edinburgh

For the 6 months to 17 June 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 34 (69.39%) SQL
2 21 (42.86%) Business Intelligence
3 18 (36.73%) ETL
4 16 (32.65%) Statistics
4 16 (32.65%) Relational Database
5 15 (30.61%) Machine Learning
5 15 (30.61%) Finance
6 14 (28.57%) Python
6 14 (28.57%) Data Science
7 13 (26.53%) Analytics
8 12 (24.49%) PostgreSQL
9 11 (22.45%) Agile Software Development
10 9 (18.37%) Amazon Redshift
10 9 (18.37%) Algorithms
10 9 (18.37%) Creative Thinking
10 9 (18.37%) T-SQL
10 9 (18.37%) SQL Server
11 7 (14.29%) Windows
11 7 (14.29%) Oracle
11 7 (14.29%) SAS
11 7 (14.29%) SQL Server Integration Services
11 7 (14.29%) Problem-Solving
12 6 (12.24%) SDLC
12 6 (12.24%) Apache Spark
12 6 (12.24%) SQL Server Reporting Services
12 6 (12.24%) Big Data
12 6 (12.24%) High Availability
12 6 (12.24%) R
12 6 (12.24%) Microsoft
12 6 (12.24%) Banking

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 7 (14.29%) SAS
2 6 (12.24%) Apache Spark
3 1 (2.04%) Apache Pig
3 1 (2.04%) Tomcat
3 1 (2.04%) WebLogic
Business Applications
1 1 (2.04%) Oracle EBS R12
Cloud Services
1 4 (8.16%) SaaS
2 3 (6.12%) Amazon AWS
2 3 (6.12%) Google Analytics
3 1 (2.04%) Amazon EC2
3 1 (2.04%) Amazon EMR
3 1 (2.04%) Amazon S3
3 1 (2.04%) AWS Data Pipeline
3 1 (2.04%) AWS Lambda
3 1 (2.04%) Google Cloud Platform
3 1 (2.04%) Serverless
Communications & Networking
1 4 (8.16%) Wi-Fi
Database & Business Intelligence
1 16 (32.65%) Relational Database
2 12 (24.49%) PostgreSQL
3 9 (18.37%) Amazon Redshift
3 9 (18.37%) SQL Server
4 7 (14.29%) SQL Server Integration Services
5 6 (12.24%) Big Data
5 6 (12.24%) SQL Server Reporting Services
6 5 (10.20%) Enterprise Data Warehouse
6 5 (10.20%) Oracle Database
6 5 (10.20%) SAS Data Integration Studio
6 5 (10.20%) SAS EBI
6 5 (10.20%) SAS Visual Analytics
6 5 (10.20%) Star Schema
7 4 (8.16%) MongoDB
7 4 (8.16%) SQL Server Analysis Services
8 3 (6.12%) Oracle Database 11g
8 3 (6.12%) Oracle Database 12c
8 3 (6.12%) SQL Server 2012
9 2 (4.08%) Apache Hive
9 2 (4.08%) SQL Server 2014
Development Applications
1 5 (10.20%) Team Foundation Server
1 5 (10.20%) Visual Studio
2 4 (8.16%) SQL Server Management Studio (SSMS)
General
1 15 (30.61%) Finance
2 6 (12.24%) Banking
3 3 (6.12%) Publishing
4 2 (4.08%) Marketing
5 1 (2.04%) Electronics
5 1 (2.04%) Manufacturing
5 1 (2.04%) Retail
5 1 (2.04%) Telecoms
Job Titles
1 11 (22.45%) Data Scientist
2 8 (16.33%) Analyst
3 6 (12.24%) Consultant
3 6 (12.24%) DBA
4 5 (10.20%) Business Intelligence Analyst
4 5 (10.20%) SAS Consultant
4 5 (10.20%) Test Analyst
5 4 (8.16%) Administrator
5 4 (8.16%) Business Test Analyst
5 4 (8.16%) Chief Information Officer
5 4 (8.16%) CIO
5 4 (8.16%) Data Warehouse Specialist
5 4 (8.16%) Teradata Specialist
6 3 (6.12%) Developer
7 2 (4.08%) Business Intelligence Developer
7 2 (4.08%) Engineering Manager
7 2 (4.08%) Software Engineering Manager
7 2 (4.08%) Software Manager
7 2 (4.08%) SQL DBA
7 2 (4.08%) SQL Server DBA
Libraries, Frameworks & Software Standards
1 4 (8.16%) Middleware
1 4 (8.16%) MLlib
1 4 (8.16%) NumPy
1 4 (8.16%) SciPy
2 1 (2.04%) .NET
2 1 (2.04%) AngularJS
2 1 (2.04%) Kafka
2 1 (2.04%) Node.js
Miscellaneous
1 9 (18.37%) Algorithms
2 5 (10.20%) Mainframe
3 3 (6.12%) Analytical Skills
3 3 (6.12%) Data Structures
4 1 (2.04%) Analytical Mindset
4 1 (2.04%) Computer Science
4 1 (2.04%) Enterprise Software
4 1 (2.04%) Private Cloud
4 1 (2.04%) Public Cloud
Operating Systems
1 7 (14.29%) Windows
2 5 (10.20%) Unix
3 4 (8.16%) Linux
4 3 (6.12%) AIX
5 2 (4.08%) Windows Server
Processes & Methodologies
1 21 (42.86%) Business Intelligence
2 18 (36.73%) ETL
3 16 (32.65%) Statistics
4 15 (30.61%) Machine Learning
5 14 (28.57%) Data Science
6 13 (26.53%) Analytics
7 11 (22.45%) Agile Software Development
8 9 (18.37%) Creative Thinking
9 7 (14.29%) Problem-Solving
10 6 (12.24%) High Availability
10 6 (12.24%) SDLC
11 5 (10.20%) Data Analytics
11 5 (10.20%) Migration
11 5 (10.20%) Stakeholder Management
11 5 (10.20%) Visual Analytics
11 5 (10.20%) Visualisation
12 4 (8.16%) Change Data Capture
12 4 (8.16%) Co-Design
12 4 (8.16%) Creative Problem-Solving
12 4 (8.16%) Regression Testing
Programming Languages
1 34 (69.39%) SQL
2 14 (28.57%) Python
3 9 (18.37%) T-SQL
4 6 (12.24%) R
5 3 (6.12%) PL/SQL
5 3 (6.12%) Shell Script
6 2 (4.08%) C#
7 1 (2.04%) Java
7 1 (2.04%) PHP
7 1 (2.04%) Ruby
7 1 (2.04%) Scala
Qualifications
1 5 (10.20%) Degree
2 3 (6.12%) BPSS Clearance
3 1 (2.04%) Computer Science Degree
3 1 (2.04%) Numerate Degree
Quality Assurance & Compliance
1 4 (8.16%) SLA
2 3 (6.12%) Data Quality
System Software
1 3 (6.12%) Virtual Machines
2 1 (2.04%) HDFS
Systems Management
1 3 (6.12%) Data Guard
1 3 (6.12%) Oracle RMAN
2 1 (2.04%) Oozie
2 1 (2.04%) Puppet
Vendors
1 7 (14.29%) Oracle
2 6 (12.24%) Microsoft
3 5 (10.20%) Teradata
4 3 (6.12%) Google
5 2 (4.08%) Tableau
6 1 (2.04%) IBM
6 1 (2.04%) Netezza
6 1 (2.04%) SAP