Period
to 20 September 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 20 September 2018 with a comparison to the same period in the previous 2 years.

Data Warehousing
Scotland > Edinburgh
6 months to
20 Sep 2018
Same period 2017 Same period 2016
Rank 99 84 64
Rank change year-on-year -15 -20 -7
Permanent jobs citing Data Warehouse 48 69 85
As % of all permanent IT jobs advertised in Edinburgh 1.90% 2.62% 3.57%
As % of the Database & Business Intelligence category 6.98% 7.63% 12.94%
Number of salaries quoted 33 36 53
Edinburgh median annual salary £57,500 £48,750 £55,000
Median salary % change year-on-year +17.95% -11.36% +10.00%
10th Percentile £33,950 £32,250 £36,500
90th Percentile £112,000 £72,500 £73,750
Scotland median annual salary £47,250 £45,000 £50,000
% change year-on-year +5.00% -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 688 904 657
As % of all permanent IT jobs advertised in Edinburgh 27.27% 34.28% 27.56%
Number of salaries quoted 489 567 425
Edinburgh median annual salary £45,000 £40,000 £45,000
Median salary % change year-on-year +12.50% -11.11% +10.43%
10th Percentile £28,000 £27,000 £26,850
90th Percentile £68,750 £65,000 £63,750
Scotland median annual salary £45,000 £41,500 £43,750
% change year-on-year +8.43% -5.14% +2.94%

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 20 September 2018.

Salary histogram for Data Warehouse in Edinburgh

For the 6 months to 20 September 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 36 (75.00%) SQL
2 30 (62.50%) Business Intelligence
3 26 (54.17%) Finance
4 25 (52.08%) ETL
5 18 (37.50%) Analytics
6 15 (31.25%) SAS
7 14 (29.17%) Data Modelling
8 12 (25.00%) Agile Software Development
8 12 (25.00%) Unix
8 12 (25.00%) Oracle
8 12 (25.00%) SQL Server
8 12 (25.00%) Relational Database
9 10 (20.83%) Microsoft
9 10 (20.83%) Banking
9 10 (20.83%) SQL Server Integration Services
10 9 (18.75%) SQL Server Reporting Services
10 9 (18.75%) Migration
10 9 (18.75%) Data Analytics
11 8 (16.67%) SAS Data Integration Studio
11 8 (16.67%) Visual Analytics
11 8 (16.67%) SDLC
11 8 (16.67%) SAS EBI
11 8 (16.67%) SAS Visual Analytics
11 8 (16.67%) Software Engineering
11 8 (16.67%) Statistics
12 7 (14.58%) Star Schema
12 7 (14.58%) Mainframe
12 7 (14.58%) Windows
12 7 (14.58%) T-SQL
12 7 (14.58%) Creative Thinking

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 15 (31.25%) SAS
2 3 (6.25%) Apache Spark
3 2 (4.17%) Apache Pig
4 1 (2.08%) Apache
Business Applications
1 1 (2.08%) Dynamics AX
Cloud Services
1 6 (12.50%) Amazon AWS
2 3 (6.25%) Google Analytics
2 3 (6.25%) Microsoft Azure
3 2 (4.17%) Amazon EC2
3 2 (4.17%) Amazon EMR
3 2 (4.17%) Amazon S3
3 2 (4.17%) AWS Lambda
3 2 (4.17%) Google Cloud Platform
3 2 (4.17%) Serverless
4 1 (2.08%) AWS Data Pipeline
Database & Business Intelligence
1 12 (25.00%) Relational Database
1 12 (25.00%) SQL Server
2 10 (20.83%) SQL Server Integration Services
3 9 (18.75%) SQL Server Reporting Services
4 8 (16.67%) SAS Data Integration Studio
4 8 (16.67%) SAS EBI
4 8 (16.67%) SAS Visual Analytics
5 7 (14.58%) Star Schema
6 5 (10.42%) SQL Server Analysis Services
7 4 (8.33%) Big Data
7 4 (8.33%) Oracle Database
7 4 (8.33%) SQL Server 2012
8 3 (6.25%) Amazon Redshift
8 3 (6.25%) Apache Hive
8 3 (6.25%) Enterprise Data Warehouse
8 3 (6.25%) Hadoop
8 3 (6.25%) IBM InfoSphere
8 3 (6.25%) Oracle Database 11g
8 3 (6.25%) Oracle Database 12c
8 3 (6.25%) QlikView
Development Applications
1 5 (10.42%) Visual Studio
2 4 (8.33%) SQL Server Management Studio (SSMS)
2 4 (8.33%) Team Foundation Server
3 2 (4.17%) ER Studio
3 2 (4.17%) Toad
4 1 (2.08%) Atlassian Bamboo
4 1 (2.08%) CA Release Automation
4 1 (2.08%) Git (software)
4 1 (2.08%) Jenkins
4 1 (2.08%) TeamCity
General
1 26 (54.17%) Finance
2 10 (20.83%) Banking
3 4 (8.33%) Marketing
4 3 (6.25%) Manufacturing
4 3 (6.25%) Publishing
5 2 (4.17%) Electronics
5 2 (4.17%) Telecoms
6 1 (2.08%) Retail
Job Titles
1 14 (29.17%) Consultant
2 9 (18.75%) Analyst
3 8 (16.67%) Developer
3 8 (16.67%) SAS Consultant
4 5 (10.42%) Test Analyst
5 4 (8.33%) Business Intelligence Analyst
6 3 (6.25%) Ab Initio Developer
6 3 (6.25%) Administrator
6 3 (6.25%) Business Intelligence Consultant
6 3 (6.25%) Data Engineer
6 3 (6.25%) DBA
6 3 (6.25%) Engineering Manager
6 3 (6.25%) Software Engineering Manager
6 3 (6.25%) Software Manager
7 2 (4.17%) AWS Consultant
7 2 (4.17%) Business Intelligence Developer
7 2 (4.17%) Business Test Analyst
7 2 (4.17%) Campaign Analyst
7 2 (4.17%) Marketing Campaign Analyst
7 2 (4.17%) QlikView Consultant
Libraries, Frameworks & Software Standards
1 4 (8.33%) Middleware
2 2 (4.17%) Kafka
2 2 (4.17%) Web Services
3 1 (2.08%) .NET
Miscellaneous
1 7 (14.58%) Mainframe
2 4 (8.33%) Data Structures
3 3 (6.25%) Algorithms
3 3 (6.25%) Analytical Skills
3 3 (6.25%) Computer Science
4 2 (4.17%) User Experience
5 1 (2.08%) Analytical Mindset
5 1 (2.08%) Credit Risk
5 1 (2.08%) Enterprise Software
5 1 (2.08%) Private Cloud
5 1 (2.08%) Public Cloud
5 1 (2.08%) Self-Motivation
Operating Systems
1 12 (25.00%) Unix
2 7 (14.58%) Windows
3 6 (12.50%) Linux
4 5 (10.42%) AIX
Processes & Methodologies
1 30 (62.50%) Business Intelligence
2 25 (52.08%) ETL
3 18 (37.50%) Analytics
4 14 (29.17%) Data Modelling
5 12 (25.00%) Agile Software Development
6 9 (18.75%) Data Analytics
6 9 (18.75%) Migration
7 8 (16.67%) SDLC
7 8 (16.67%) Software Engineering
7 8 (16.67%) Statistics
7 8 (16.67%) Visual Analytics
8 7 (14.58%) Creative Thinking
9 5 (10.42%) ETL Development
9 5 (10.42%) Machine Learning
9 5 (10.42%) Open Source
9 5 (10.42%) Stakeholder Management
9 5 (10.42%) Test Automation
10 4 (8.33%) Data Management
10 4 (8.33%) Scrum
10 4 (8.33%) Visualisation
Programming Languages
1 36 (75.00%) SQL
2 7 (14.58%) T-SQL
3 6 (12.50%) Python
4 5 (10.42%) PL/SQL
4 5 (10.42%) R
4 5 (10.42%) Shell Script
5 4 (8.33%) Java
6 3 (6.25%) C#
7 2 (4.17%) Scala
8 1 (2.08%) Perl
8 1 (2.08%) Ruby
8 1 (2.08%) X++
Qualifications
1 3 (6.25%) BPSS Clearance
2 2 (4.17%) Degree
3 1 (2.08%) Computer Science Degree
3 1 (2.08%) Numerate Degree
Quality Assurance & Compliance
1 4 (8.33%) Data Quality
2 1 (2.08%) GCP
System Software
1 4 (8.33%) Tivoli Workload Scheduler
2 3 (6.25%) Virtual Machines
3 2 (4.17%) Docker
3 2 (4.17%) HDFS
Systems Management
1 4 (8.33%) Tivoli
2 3 (6.25%) Data Guard
2 3 (6.25%) Oracle RMAN
3 2 (4.17%) Oozie
3 2 (4.17%) Systems Management Server (SMS)
4 1 (2.08%) Ansible
4 1 (2.08%) Docker Swarm
4 1 (2.08%) Kubernetes
4 1 (2.08%) Mesos
4 1 (2.08%) Opscode Chef
4 1 (2.08%) Puppet
4 1 (2.08%) Rundeck
Vendors
1 12 (25.00%) Oracle
2 10 (20.83%) Microsoft
3 5 (10.42%) Ab Initio
4 4 (8.33%) Google
4 4 (8.33%) Tableau
5 3 (6.25%) IBM
5 3 (6.25%) Teradata
6 2 (4.17%) Informatica
6 2 (4.17%) SAP
7 1 (2.08%) Cloudera