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 16 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
16 Jan 2017
Same period 2016 Same period 2015
Data Warehousing
UK / Scotland
Rank 61 48 77
Rank change year-on-year
-13 +29
Permanent jobs citing Data Warehouse 78 132 92
As % of all permanent IT jobs located in Scotland 3.44% 4.57% 3.09%
As % of the Database & Business Intelligence category 10.18% 14.15% 9.46%
Number of salaries quoted 49 75 55
Median salary £51,500 £47,500 £42,500
Median salary % change year-on-year
+8.42% +11.76%
90% offered a salary of more than £36,500 £37,500 £35,000
10% offered a salary of more than £75,000 £55,000 £80,000
UK excluding London median salary £45,500 £45,000 £45,000
% change year-on-year
+1.11% -

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
766 933 973
As % of all permanent IT jobs located in Scotland 33.77% 32.29% 32.67%
Number of salaries quoted 481 597 676
Median salary £45,000 £45,000 £40,000
Median salary % change year-on-year
- +12.50%
90% offered a salary of more than £32,500 £32,500 £32,500
10% offered a salary of more than £60,000 £60,000 £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 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 16 January 2017.

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 16 January 2017. 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 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 -9 45 £51,500 +8.42% 3
Edinburgh -38 24 £71,500 +50.52% 4
Renfrewshire - 5 £32,500 -
West Lothian +7 1 £40,000 -41.60% 1
Inverclyde - 1 £37,500 -
Data Warehouse
UK

Data Warehouse
Top 30 Related IT Skills in Scotland

For the 6 months to 16 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 Scotland region with a requirement for Data Warehouse.

1 84 (56.00%) SQL
2 75 (50.00%) ETL
3 67 (44.67%) Business Intelligence
4 62 (41.33%) Data Modelling
4 62 (41.33%) Finance
5 57 (38.00%) Oracle
6 47 (31.33%) Agile Software Development
7 46 (30.67%) Analytical Skills
8 45 (30.00%) SQL Server
9 40 (26.67%) Analytics
10 37 (24.67%) Data Integration
11 35 (23.33%) Data Management
12 34 (22.67%) SQL Server Integration Services
13 33 (22.00%) Performance Tuning
14 32 (21.33%) Relational Database
15 29 (19.33%) Informatica
16 27 (18.00%) MicroStrategy
16 27 (18.00%) PL/SQL
17 24 (16.00%) T-SQL
18 23 (15.33%) ETL Development
19 20 (13.33%) Microsoft
19 20 (13.33%) Big Data
20 19 (12.67%) Infrastructure Management
20 19 (12.67%) SQL Server Reporting Services
20 19 (12.67%) Data Architecture
21 18 (12.00%) SAS
21 18 (12.00%) DB2
21 18 (12.00%) Teradata
22 17 (11.33%) ERwin
22 17 (11.33%) Banking

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 18 (12.00%) SAS
2 5 (3.33%) Apache Spark
2 5 (3.33%) BizTalk Server
3 4 (2.67%) SharePoint
4 3 (2.00%) Apache
4 3 (2.00%) Confluence
4 3 (2.00%) JBoss
4 3 (2.00%) Oracle SOA Suite
4 3 (2.00%) Tomcat
5 1 (0.67%) Apache Pig
Applications
1 14 (9.33%) MS Excel
2 2 (1.33%) S-PLUS
3 1 (0.67%) MS Office
3 1 (0.67%) MS PowerPoint
3 1 (0.67%) Spreadsheet
3 1 (0.67%) SPSS
Business Applications
1 2 (1.33%) Cognos Business Intelligence
2 1 (0.67%) Markit EDM
2 1 (0.67%) thinkFolio
Cloud Services
1 9 (6.00%) SaaS
2 5 (3.33%) Amazon AWS
3 4 (2.67%) GitHub
4 3 (2.00%) IaaS
4 3 (2.00%) Microsoft Azure
5 2 (1.33%) Amazon EMR
5 2 (1.33%) Google Analytics
6 1 (0.67%) Cloud Computing
6 1 (0.67%) Google Cloud Platform
Communications & Networking
1 1 (0.67%) SMS
Database & Business Intelligence
1 45 (30.00%) SQL Server
2 34 (22.67%) SQL Server Integration Services
3 32 (21.33%) Relational Database
4 20 (13.33%) Big Data
5 19 (12.67%) SQL Server Reporting Services
6 18 (12.00%) DB2
7 16 (10.67%) BusinessObjects
7 16 (10.67%) Hadoop
7 16 (10.67%) RDBMS
8 14 (9.33%) Oracle Database
9 13 (8.67%) Data Mart
10 12 (8.00%) OLAP
10 12 (8.00%) SQL Server 2012
10 12 (8.00%) SQL Server Analysis Services
11 11 (7.33%) Apache Hive
12 10 (6.67%) HBase
12 10 (6.67%) Oracle8/8i Database
13 8 (5.33%) NoSQL
13 8 (5.33%) Oracle Database 11g
13 8 (5.33%) Oracle Reports
Development Applications
1 17 (11.33%) ERwin
2 10 (6.67%) Talend Open Studio
3 8 (5.33%) Selenium
4 7 (4.67%) Oracle Forms
4 7 (4.67%) PVCS
4 7 (4.67%) Visual Studio
5 5 (3.33%) MagicDraw
6 4 (2.67%) Git (software)
7 3 (2.00%) JIRA
8 2 (1.33%) JBehave
8 2 (1.33%) Jenkins
8 2 (1.33%) Maven
8 2 (1.33%) ProC
8 2 (1.33%) Team Foundation Server
General
1 62 (41.33%) Finance
2 17 (11.33%) Banking
3 15 (10.00%) Retail
4 5 (3.33%) Back Office
4 5 (3.33%) Games
4 5 (3.33%) Telecoms
5 4 (2.67%) General Ledger
5 4 (2.67%) Marketing
6 3 (2.00%) Retail Banking
7 1 (0.67%) Advertising
7 1 (0.67%) Legal
Job Titles
1 44 (29.33%) Developer
2 21 (14.00%) Architect
3 15 (10.00%) SQL Developer
4 14 (9.33%) Analyst
5 13 (8.67%) Data Modeller
5 13 (8.67%) DBA
5 13 (8.67%) Senior Developer
6 12 (8.00%) Business Intelligence Developer
6 12 (8.00%) Data Architect
7 11 (7.33%) Consultant
8 10 (6.67%) Administrator
9 8 (5.33%) Oracle Developer
10 7 (4.67%) SAP BusinessObjects (BO) Developer
10 7 (4.67%) Senior Oracle Developer
10 7 (4.67%) SQL Server Developer
11 6 (4.00%) Data Engineer
11 6 (4.00%) Information Architect
11 6 (4.00%) Senior Architect
11 6 (4.00%) Senior SQL Developer
12 5 (3.33%) Data Warehouse Manager
Libraries, Frameworks & Software Standards
1 10 (6.67%) .NET
2 6 (4.00%) XML
3 5 (3.33%) REST
4 4 (2.67%) XML Schema
5 3 (2.00%) MDX
5 3 (2.00%) Middleware
6 2 (1.33%) HTML
6 2 (1.33%) Web Services
6 2 (1.33%) XMPP
7 1 (0.67%) ASP.NET Web Forms
7 1 (0.67%) CSS
7 1 (0.67%) Grails
7 1 (0.67%) HTML5
7 1 (0.67%) JDO
7 1 (0.67%) Spring
Miscellaneous
1 46 (30.67%) Analytical Skills
2 37 (24.67%) Data Integration
3 13 (8.67%) Visualisation
4 6 (4.00%) Ontologies
4 6 (4.00%) Reference Data
5 4 (2.67%) Data Structures
5 4 (2.67%) Management Information System
5 4 (2.67%) Taxonomies
6 3 (2.00%) Statistics
7 2 (1.33%) CESG
7 2 (1.33%) Computer Science
7 2 (1.33%) Data Extraction
7 2 (1.33%) Enterprise Software
7 2 (1.33%) IVR
7 2 (1.33%) Virtual Team
Operating Systems
1 15 (10.00%) Unix
2 9 (6.00%) Linux
3 3 (2.00%) Red Hat Enterprise Linux
4 1 (0.67%) Windows
Processes & Methodologies
1 75 (50.00%) ETL
2 67 (44.67%) Business Intelligence
3 62 (41.33%) Data Modelling
4 47 (31.33%) Agile Software Development
5 40 (26.67%) Analytics
6 35 (23.33%) Data Management
7 33 (22.00%) Performance Tuning
8 23 (15.33%) ETL Development
9 19 (12.67%) Data Architecture
9 19 (12.67%) Infrastructure Management
10 15 (10.00%) Scrum
11 13 (8.67%) Data Analytics
11 13 (8.67%) Data Governance
11 13 (8.67%) High Availability
12 12 (8.00%) People Management
13 11 (7.33%) Data Analysis
13 11 (7.33%) Information Management
13 11 (7.33%) Metadata Management
14 10 (6.67%) Service Delivery
14 10 (6.67%) Waterfall
Programming Languages
1 84 (56.00%) SQL
2 27 (18.00%) PL/SQL
3 24 (16.00%) T-SQL
4 11 (7.33%) Perl
5 10 (6.67%) C#
5 10 (6.67%) Java
6 8 (5.33%) Python
7 5 (3.33%) Shell Script
8 2 (1.33%) JavaScript
8 2 (1.33%) PowerShell
8 2 (1.33%) R
8 2 (1.33%) VBA
9 1 (0.67%) C++
9 1 (0.67%) Groovy
9 1 (0.67%) SAS Macro
9 1 (0.67%) Scala
9 1 (0.67%) VB.NET
Qualifications
1 11 (7.33%) Degree
2 8 (5.33%) MCSA
2 8 (5.33%) MCSE
2 8 (5.33%) Microsoft Certification
3 7 (4.67%) Security Cleared
4 5 (3.33%) MCITP
5 4 (2.67%) ISEB
Quality Assurance & Compliance
1 15 (10.00%) Data Quality
2 11 (7.33%) QA
3 4 (2.67%) ISO20022
Systems Management
1 4 (2.67%) HP Quality Center
2 1 (0.67%) Systems Management Server (SMS)
Vendors
1 57 (38.00%) Oracle
2 29 (19.33%) Informatica
3 27 (18.00%) MicroStrategy
4 20 (13.33%) Microsoft
5 18 (12.00%) Teradata
6 16 (10.67%) Tableau
7 14 (9.33%) IBM
8 13 (8.67%) Pega
9 10 (6.67%) Talend
10 9 (6.00%) Cognos
11 8 (5.33%) HP
12 7 (4.67%) Netezza
13 5 (3.33%) Cloudera
14 4 (2.67%) SAP
14 4 (2.67%) Sun
15 3 (2.00%) Red Hat
16 2 (1.33%) Google
16 2 (1.33%) Remedy
16 2 (1.33%) Salesforce.com
16 2 (1.33%) Sybase
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