The table below looks at the statistics for Data Warehouse skills in IT jobs advertised for the Scotland region. Included is a guide to the salaries offered in IT jobs that have cited Data Warehouse over the 3 months to 8 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
8 Dec 2016
Same period 2015 Same period 2014
Data Warehousing
Rank 63 55 81
Rank change year-on-year
-8 +26
Permanent jobs citing Data Warehouse 80 125 89
As % of all permanent IT jobs located in Scotland 3.37% 4.08% 2.80%
As % of the Database & Business Intelligence category 10.71% 13.06% 8.23%
Number of salaries quoted 59 78 57
Median salary £50,000 £47,500 £47,500
Median salary % change year-on-year
+5.26% -
90% offered a salary of more than £37,500 £32,500 £33,400
10% offered a salary of more than £75,000 £57,500 £81,000
UK excluding London median salary £47,500 £45,000 £45,000
% change year-on-year
+5.55% -
Data Warehouse
UK

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 Scotland region.

Database & Business Intelligence Category
Scotland
Permanent IT job ads with a match in the
Database & Business Intelligence category
747 957 1081
As % of all permanent IT jobs located in Scotland 31.48% 31.21% 34.05%
Number of salaries quoted 482 627 739
Median salary £42,500 £42,500 £40,000
Median salary % change year-on-year
- +6.25%
90% offered a salary of more than £32,500 £32,500 £30,000
10% offered a salary of more than £63,300 £60,000 £55,000
UK excluding London median salary £45,000 £42,500 £40,000
% change year-on-year
+5.88% +6.25%

Data Warehouse
Jobs Demand Trend in Scotland

The demand trend of job ads across the Scotland 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 Scotland

Data Warehouse
Salary Trend in Scotland

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

Data Warehouse Salary Trend in Scotland

Data Warehouse
Salary Histogram in Scotland

This chart provides a salary histogram for IT jobs citing Data Warehouse across the Scotland region over the 3 months to 8 December 2016.

Data Warehouse Salary Histogram in Scotland

Data Warehouse
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Warehouse within the Scotland region over the 3 months to 8 December 2016. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location
(Click see detailed
statistics and trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Glasgow -5 41 £52,000 +9.47% 3
Edinburgh -23 30 £50,000 +5.26% 7
Renfrewshire - 3 £32,500 -
Inverclyde - 3 £37,500 -
West Lothian +7 1 £32,500 -52.55%
Data Warehouse
UK

Data Warehouse
Top 30 Related IT Skills in Scotland

For the 6 months to 8 December 2016, 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 Scotland region with a requirement for Data Warehouse.

1 85 (55.19%) SQL
2 81 (52.60%) ETL
3 75 (48.70%) Finance
4 71 (46.10%) Oracle
5 70 (45.45%) Business Intelligence
6 64 (41.56%) Data Modelling
7 58 (37.66%) Agile Software Development
8 47 (30.52%) Analytical Skills
9 45 (29.22%) SQL Server
10 44 (28.57%) Analytics
11 38 (24.68%) Informatica
12 37 (24.03%) Data Management
13 33 (21.43%) Data Integration
13 33 (21.43%) Relational Database
14 32 (20.78%) SQL Server Integration Services
15 30 (19.48%) Performance Tuning
16 27 (17.53%) Big Data
17 26 (16.88%) Hadoop
17 26 (16.88%) PL/SQL
18 25 (16.23%) MicroStrategy
19 24 (15.58%) Microsoft
20 23 (14.94%) Scrum
20 23 (14.94%) Banking
20 23 (14.94%) Apache Hive
20 23 (14.94%) ETL Development
21 22 (14.29%) HBase
21 22 (14.29%) Retail
21 22 (14.29%) T-SQL
22 21 (13.64%) Perl
22 21 (13.64%) Data Architecture

Data Warehouse
Top Related IT Skills in Scotland 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 16 (10.39%) SAS
2 5 (3.25%) Apache Spark
2 5 (3.25%) SharePoint
3 4 (2.60%) Apache
3 4 (2.60%) Apache Pig
3 4 (2.60%) JBoss
3 4 (2.60%) Oracle SOA Suite
3 4 (2.60%) Tomcat
4 3 (1.95%) BizTalk Server
5 2 (1.30%) Confluence
Applications
1 16 (10.39%) MS Excel
2 2 (1.30%) MS Office
2 2 (1.30%) S-PLUS
3 1 (0.65%) MS PowerPoint
3 1 (0.65%) SPSS
Business Applications
1 2 (1.30%) Cognos Business Intelligence
2 1 (0.65%) Markit EDM
Cloud Services
1 13 (8.44%) SaaS
2 4 (2.60%) GitHub
2 4 (2.60%) IaaS
3 3 (1.95%) Amazon AWS
4 2 (1.30%) Amazon EMR
4 2 (1.30%) Google Analytics
4 2 (1.30%) Microsoft Azure
5 1 (0.65%) Cloud Computing
5 1 (0.65%) Google Cloud Platform
Communications & Networking
1 1 (0.65%) SMS
Database & Business Intelligence
1 45 (29.22%) SQL Server
2 33 (21.43%) Relational Database
3 32 (20.78%) SQL Server Integration Services
4 27 (17.53%) Big Data
5 26 (16.88%) Hadoop
6 23 (14.94%) Apache Hive
7 22 (14.29%) HBase
8 20 (12.99%) OLAP
9 18 (11.69%) DB2
9 18 (11.69%) SQL Server Reporting Services
10 16 (10.39%) Oracle Database
11 15 (9.74%) RDBMS
11 15 (9.74%) SQL Server Analysis Services
12 13 (8.44%) Data Mart
13 12 (7.79%) BusinessObjects
13 12 (7.79%) Oracle Reports
14 11 (7.14%) PowerCenter
14 11 (7.14%) SQL Server 2012
15 10 (6.49%) Oracle OLAP
16 9 (5.84%) QlikView
Development Applications
1 17 (11.04%) ERwin
2 9 (5.84%) Oracle Forms
3 7 (4.55%) Selenium
4 6 (3.90%) Talend Open Studio
4 6 (3.90%) Visual Studio
5 5 (3.25%) MagicDraw
6 4 (2.60%) Git (software)
6 4 (2.60%) PVCS
7 3 (1.95%) ProC
8 2 (1.30%) JIRA
8 2 (1.30%) Team Foundation Server
9 1 (0.65%) JBehave
9 1 (0.65%) Jenkins
9 1 (0.65%) Maven
General
1 75 (48.70%) Finance
2 23 (14.94%) Banking
3 22 (14.29%) Retail
4 10 (6.49%) Games
4 10 (6.49%) Telecoms
5 7 (4.55%) Marketing
6 4 (2.60%) Back Office
6 4 (2.60%) General Ledger
6 4 (2.60%) Retail Banking
7 1 (0.65%) Advertising
7 1 (0.65%) Legal
Job Titles
1 37 (24.03%) Developer
2 25 (16.23%) Architect
3 16 (10.39%) Analyst
3 16 (10.39%) Data Architect
4 15 (9.74%) Data Modeller
5 14 (9.09%) Consultant
6 13 (8.44%) SQL Developer
7 11 (7.14%) Business Intelligence Developer
8 10 (6.49%) Data Engineer
9 9 (5.84%) DBA
10 8 (5.19%) Senior Developer
11 7 (4.55%) Administrator
12 5 (3.25%) Data Consultant
12 5 (3.25%) Data Warehouse Manager
12 5 (3.25%) Designer
12 5 (3.25%) Information Architect
12 5 (3.25%) SQL Server Developer
12 5 (3.25%) Technical Leader
13 4 (2.60%) Applications Engineer
13 4 (2.60%) Senior Architect
Libraries, Frameworks & Software Standards
1 11 (7.14%) .NET
2 10 (6.49%) REST
3 7 (4.55%) XML
4 5 (3.25%) MDX
5 4 (2.60%) Middleware
5 4 (2.60%) Web Services
5 4 (2.60%) XML Schema
6 2 (1.30%) HTML
7 1 (0.65%) ASP.NET Web Forms
7 1 (0.65%) COM
7 1 (0.65%) CSS
7 1 (0.65%) Grails
7 1 (0.65%) HTML5
7 1 (0.65%) JDO
7 1 (0.65%) Spring
7 1 (0.65%) XMPP
Miscellaneous
1 47 (30.52%) Analytical Skills
2 33 (21.43%) Data Integration
3 12 (7.79%) Visualisation
4 7 (4.55%) Reference Data
5 6 (3.90%) Ontologies
6 5 (3.25%) Management Information System
7 4 (2.60%) Data Structures
7 4 (2.60%) Taxonomies
8 3 (1.95%) CESG
8 3 (1.95%) Computer Science
8 3 (1.95%) Statistics
9 2 (1.30%) Data Centre
9 2 (1.30%) Data Extraction
9 2 (1.30%) Enterprise Software
9 2 (1.30%) IVR
9 2 (1.30%) Virtual Team
Operating Systems
1 19 (12.34%) Unix
2 17 (11.04%) Linux
3 4 (2.60%) Red Hat Enterprise Linux
Processes & Methodologies
1 81 (52.60%) ETL
2 70 (45.45%) Business Intelligence
3 64 (41.56%) Data Modelling
4 58 (37.66%) Agile Software Development
5 44 (28.57%) Analytics
6 37 (24.03%) Data Management
7 30 (19.48%) Performance Tuning
8 23 (14.94%) ETL Development
8 23 (14.94%) Scrum
9 21 (13.64%) Data Architecture
10 18 (11.69%) Data Governance
11 17 (11.04%) Logical Data Model
12 16 (10.39%) Data Analytics
12 16 (10.39%) High Availability
12 16 (10.39%) Infrastructure Management
13 14 (9.09%) Physical Data Model
13 14 (9.09%) Waterfall
14 13 (8.44%) Kanban
14 13 (8.44%) Master Data Management
14 13 (8.44%) People Management
Programming Languages
1 85 (55.19%) SQL
2 26 (16.88%) PL/SQL
3 22 (14.29%) T-SQL
4 21 (13.64%) Perl
5 15 (9.74%) Java
6 12 (7.79%) Python
7 10 (6.49%) Shell Script
8 9 (5.84%) C#
9 5 (3.25%) R
10 2 (1.30%) JavaScript
11 1 (0.65%) C++
11 1 (0.65%) Groovy
11 1 (0.65%) SAS Macro
11 1 (0.65%) Scala
11 1 (0.65%) VBA
Qualifications
1 11 (7.14%) Degree
2 6 (3.90%) MCSA
2 6 (3.90%) MCSE
2 6 (3.90%) Microsoft Certification
3 4 (2.60%) ISEB
3 4 (2.60%) Security Cleared
4 3 (1.95%) MCITP
Quality Assurance & Compliance
1 17 (11.04%) Data Quality
2 7 (4.55%) QA
3 4 (2.60%) ISO20022
System Software
1 3 (1.95%) Apache Flume
Systems Management
1 4 (2.60%) HP Quality Center
2 2 (1.30%) MOM
3 1 (0.65%) Systems Management Server (SMS)
Vendors
1 71 (46.10%) Oracle
2 38 (24.68%) Informatica
3 25 (16.23%) MicroStrategy
4 24 (15.58%) Microsoft
5 18 (11.69%) Tableau
5 18 (11.69%) Teradata
6 17 (11.04%) IBM
7 13 (8.44%) Pega
8 10 (6.49%) Cognos
9 9 (5.84%) Cloudera
9 9 (5.84%) HP
10 7 (4.55%) Netezza
11 6 (3.90%) Talend
12 5 (3.25%) SAP
12 5 (3.25%) Sun
13 4 (2.60%) Red Hat
14 2 (1.30%) Google
14 2 (1.30%) Remedy
14 2 (1.30%) Salesforce.com
14 2 (1.30%) Sybase
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Salary: £45000.00 - £55000.00 per annum
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Salary: Excellent Salary +Benefits
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Salary: £50,000-£65,000 depending on experience.
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