The table below looks at the statistics for Data Warehouse skills in IT jobs advertised for the Edinburgh region. Included is a guide to the salaries offered in IT jobs that have cited Data Warehouse over the 3 months to 24 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
24 Jan 2017
Same period 2016 Same period 2015
Data Warehousing
Scotland / Edinburgh
Rank 71 26 76
Rank change year-on-year
-45 +50
Permanent jobs citing Data Warehouse 23 89 30
As % of all permanent IT jobs located in Edinburgh 2.15% 7.15% 2.24%
As % of the Database & Business Intelligence category 6.95% 25.14% 8.26%
Number of salaries quoted 15 64 21
Median salary £71,500 £47,500 £42,500
Median salary % change year-on-year
+50.52% +11.76%
90% offered a salary of more than £45,000 £38,950 £32,500
10% offered a salary of more than £75,000 £55,000 £52,500
UK excluding London median salary £45,000 £45,000 £45,000

The following table is for comparison with the above and provides statistics for the entire Database & Business Intelligence category in permanent jobs advertised in the Edinburgh region.

Database & Business Intelligence Category
Edinburgh
Permanent IT job ads with a match in the
Database & Business Intelligence category
331 354 363
As % of all permanent IT jobs located in Edinburgh 30.96% 28.43% 27.09%
Number of salaries quoted 210 271 270
Median salary £45,000 £47,500 £40,000
Median salary % change year-on-year
-5.26% +18.75%
90% offered a salary of more than £32,750 £35,000 £33,000
10% offered a salary of more than £71,500 £55,000 £55,000
UK excluding London median salary £43,000 £42,500 £40,000
% change year-on-year
+1.17% +6.25%

Data Warehouse
Jobs Demand Trend in Edinburgh

The demand trend of job ads across the Edinburgh region citing Data Warehouse as a proportion of all IT jobs with a match in the Database & Business Intelligence category.

Data Warehouse Jobs Demand Trend 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 across the Edinburgh region.

Data Warehouse Salary Trend in Edinburgh

Data Warehouse
Salary Histogram in Edinburgh

This chart provides a salary histogram for IT jobs citing Data Warehouse across the Edinburgh region over the 3 months to 24 January 2017.

Data Warehouse Salary Histogram in Edinburgh

Data Warehouse
Top 30 Related IT Skills in Edinburgh

For the 6 months to 24 January 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 Edinburgh region with a requirement for Data Warehouse.

1 38 (70.37%) Finance
2 28 (51.85%) Data Modelling
3 24 (44.44%) ETL
3 24 (44.44%) Oracle
4 22 (40.74%) Analytical Skills
5 21 (38.89%) Relational Database
5 21 (38.89%) Informatica
6 20 (37.04%) SQL
7 19 (35.19%) Business Intelligence
7 19 (35.19%) Agile Software Development
7 19 (35.19%) Analytics
8 18 (33.33%) Data Management
9 15 (27.78%) DB2
9 15 (27.78%) Performance Tuning
9 15 (27.78%) Hadoop
10 14 (25.93%) Teradata
11 13 (24.07%) Data Mart
11 13 (24.07%) Pega
11 13 (24.07%) ERwin
11 13 (24.07%) Infrastructure Management
11 13 (24.07%) ETL Development
12 12 (22.22%) Big Data
13 10 (18.52%) Data Integration
13 10 (18.52%) Scrum
13 10 (18.52%) Data Architecture
14 9 (16.67%) Apache Hive
15 8 (14.81%) HBase
15 8 (14.81%) Selenium
15 8 (14.81%) Perl
15 8 (14.81%) RDBMS

Data Warehouse
Top Related 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 5 (9.26%) SAS
2 2 (3.70%) Confluence
3 1 (1.85%) Apache Pig
3 1 (1.85%) Apache Spark
Applications
1 6 (11.11%) MS Excel
2 1 (1.85%) MS Office
2 1 (1.85%) MS PowerPoint
2 1 (1.85%) Spreadsheet
2 1 (1.85%) SPSS
Business Applications
1 1 (1.85%) Markit EDM
1 1 (1.85%) thinkFolio
Cloud Services
1 4 (7.41%) SaaS
2 2 (3.70%) Amazon AWS
2 2 (3.70%) Google Analytics
3 1 (1.85%) Amazon EMR
3 1 (1.85%) Cloud Computing
3 1 (1.85%) Google Cloud Platform
Communications & Networking
1 1 (1.85%) SMS
Database & Business Intelligence
1 21 (38.89%) Relational Database
2 15 (27.78%) DB2
2 15 (27.78%) Hadoop
3 13 (24.07%) Data Mart
4 12 (22.22%) Big Data
5 9 (16.67%) Apache Hive
6 8 (14.81%) HBase
6 8 (14.81%) RDBMS
7 7 (12.96%) NoSQL
8 6 (11.11%) Oracle Reports
8 6 (11.11%) SQL Server
9 5 (9.26%) SQL Server Integration Services
10 4 (7.41%) MongoDB
10 4 (7.41%) OLAP
10 4 (7.41%) Oracle OLAP
10 4 (7.41%) PowerCenter
10 4 (7.41%) SQL Server Reporting Services
11 2 (3.70%) Data Mining
11 2 (3.70%) SQL Server 2012
11 2 (3.70%) SQL Server 2014
Development Applications
1 13 (24.07%) ERwin
2 8 (14.81%) Selenium
3 2 (3.70%) JBehave
3 2 (3.70%) Jenkins
3 2 (3.70%) JIRA
3 2 (3.70%) Maven
3 2 (3.70%) Team Foundation Server
3 2 (3.70%) Visual Studio
4 1 (1.85%) PVCS
4 1 (1.85%) Talend Open Studio
General
1 38 (70.37%) Finance
2 5 (9.26%) Retail
3 4 (7.41%) Games
3 4 (7.41%) Telecoms
4 3 (5.56%) Banking
5 2 (3.70%) Marketing
6 1 (1.85%) Back Office
6 1 (1.85%) Retail Banking
Job Titles
1 13 (24.07%) Data Modeller
2 12 (22.22%) Architect
2 12 (22.22%) Data Architect
3 7 (12.96%) Analyst
4 6 (11.11%) Senior Architect
4 6 (11.11%) Senior Data Architect
5 5 (9.26%) Developer
6 4 (7.41%) Applications Engineer
6 4 (7.41%) Data Engineer
6 4 (7.41%) Test Engineer
7 3 (5.56%) Business Intelligence Developer
7 3 (5.56%) Consultant
8 2 (3.70%) Hadoop Architect
8 2 (3.70%) Scrum Master
8 2 (3.70%) Senior Applications Engineer
8 2 (3.70%) Senior Test Engineer
8 2 (3.70%) Test Analyst
8 2 (3.70%) Test Automation Engineer
9 1 (1.85%) Automation Tester
9 1 (1.85%) Test Leader
Libraries, Frameworks & Software Standards
1 5 (9.26%) .NET
2 4 (7.41%) REST
3 2 (3.70%) Web Services
3 2 (3.70%) XMPP
Miscellaneous
1 22 (40.74%) Analytical Skills
2 10 (18.52%) Data Integration
3 2 (3.70%) Enterprise Software
3 2 (3.70%) Virtual Team
3 2 (3.70%) Visualisation
4 1 (1.85%) Data Extraction
4 1 (1.85%) Data Structures
4 1 (1.85%) Management Information System
4 1 (1.85%) Statistics
Operating Systems
1 6 (11.11%) Unix
2 5 (9.26%) Linux
3 1 (1.85%) Windows
Processes & Methodologies
1 28 (51.85%) Data Modelling
2 24 (44.44%) ETL
3 19 (35.19%) Agile Software Development
3 19 (35.19%) Analytics
3 19 (35.19%) Business Intelligence
4 18 (33.33%) Data Management
5 15 (27.78%) Performance Tuning
6 13 (24.07%) ETL Development
6 13 (24.07%) Infrastructure Management
7 10 (18.52%) Data Architecture
7 10 (18.52%) Scrum
8 6 (11.11%) Data Mapping
8 6 (11.11%) Integration Testing
8 6 (11.11%) Kanban
8 6 (11.11%) Machine Learning
8 6 (11.11%) Metadata Management
8 6 (11.11%) Open Source
8 6 (11.11%) Predictive Analytics
8 6 (11.11%) Waterfall
9 5 (9.26%) Data Governance
Programming Languages
1 20 (37.04%) SQL
2 8 (14.81%) Perl
3 6 (11.11%) C#
4 5 (9.26%) PL/SQL
5 4 (7.41%) Shell Script
5 4 (7.41%) T-SQL
6 2 (3.70%) Python
6 2 (3.70%) R
6 2 (3.70%) VBA
7 1 (1.85%) SAS Macro
7 1 (1.85%) VB.NET
Qualifications
1 4 (7.41%) ISEB
2 1 (1.85%) Security Cleared
Quality Assurance & Compliance
1 3 (5.56%) Data Quality
Systems Management
1 4 (7.41%) HP Quality Center
2 1 (1.85%) Systems Management Server (SMS)
Vendors
1 24 (44.44%) Oracle
2 21 (38.89%) Informatica
3 14 (25.93%) Teradata
4 13 (24.07%) Pega
5 6 (11.11%) Tableau
6 5 (9.26%) Microsoft
7 4 (7.41%) Cloudera
7 4 (7.41%) HP
8 3 (5.56%) MicroStrategy
9 2 (3.70%) CA Agile Central
9 2 (3.70%) Cognos
9 2 (3.70%) Google
10 1 (1.85%) Netezza
10 1 (1.85%) Talend
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