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 30 July 2016 with a comparison to the same period over the previous 2 years.

3 months to
30 Jul 2016
Same period 2015 Same period 2014
Data Warehousing
Rank 68 67 82
Rank change year-on-year
-1 +15
Permanent jobs citing Data Warehouse 93 105 101
As % of all permanent IT jobs located in Scotland 3.22% 3.32% 2.72%
As % of the Database & Business Intelligence category 9.77% 9.72% 8.42%
Number of salaries quoted 49 77 74
Median salary £48,500 £46,000 £45,000
Median salary % change year-on-year
+5.43% +2.22%
90% offered a salary of more than £36,800 £32,500 £32,500
10% offered a salary of more than £65,000 £62,550 £60,000
UK excluding London median salary £45,000 £45,000 £45,000
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
952 1080 1199
As % of all permanent IT jobs located in Scotland 32.94% 34.18% 32.30%
Number of salaries quoted 481 702 804
Median salary £45,000 £42,500 £42,500
Median salary % change year-on-year
+5.88% -
90% offered a salary of more than £31,000 £30,000 £30,000
10% offered a salary of more than £60,000 £57,500 £65,000
UK excluding London median salary £42,500 £42,000 £40,000
% change year-on-year
+1.19% +5.00%

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 30 July 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 30 July 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 -19 47 £48,500 +8.98% 5
Edinburgh +15 43 £55,000 +10.00% 12
Aberdeen -1 2 £47,500 +35.71% 1
Scottish Borders - 1 £32,500 -
Data Warehouse
UK

Data Warehouse
Top 30 Related IT Skills in Scotland

For the 6 months to 30 July 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.

1 104 (58.43%) SQL
2 101 (56.74%) Finance
3 96 (53.93%) Business Intelligence
4 87 (48.88%) Oracle
5 83 (46.63%) Agile Software Development
6 59 (33.15%) ETL
7 57 (32.02%) SQL Server
8 54 (30.34%) SQL Server Integration Services
9 53 (29.78%) Analytical Skills
10 46 (25.84%) Data Analysis
11 44 (24.72%) Scrum
12 43 (24.16%) Banking
13 42 (23.60%) Asset Management
13 42 (23.60%) Data Modelling
14 40 (22.47%) Microsoft
15 38 (21.35%) Stakeholder Management
16 37 (20.79%) Degree
17 36 (20.22%) Informatica
18 33 (18.54%) Business Analysis
19 32 (17.98%) Analytics
20 30 (16.85%) Big Data
20 30 (16.85%) Data Management
21 29 (16.29%) Cognos
22 26 (14.61%) PL/SQL
22 26 (14.61%) Mentoring
23 25 (14.04%) SQL Server Reporting Services
23 25 (14.04%) Hadoop
24 24 (13.48%) SQL Server Analysis Services
24 24 (13.48%) Oracle BI EE
24 24 (13.48%) Management Information System

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 21 (11.80%) SAS
2 6 (3.37%) SharePoint
3 4 (2.25%) Apache Pig
3 4 (2.25%) Apache Spark
4 3 (1.69%) Apache
4 3 (1.69%) Tomcat
5 1 (0.56%) JBoss
5 1 (0.56%) SharePoint 2010
Applications
1 17 (9.55%) MS Excel
2 5 (2.81%) MS PowerPoint
3 4 (2.25%) MS Office
Business Applications
1 23 (12.92%) Markit EDM
2 1 (0.56%) Oracle Applications
2 1 (0.56%) Oracle EBS
Cloud Services
1 7 (3.93%) SaaS
2 3 (1.69%) Google Analytics
3 2 (1.12%) Microsoft Azure
4 1 (0.56%) Google Cloud Platform
4 1 (0.56%) IaaS
Database & Business Intelligence
1 57 (32.02%) SQL Server
2 54 (30.34%) SQL Server Integration Services
3 30 (16.85%) Big Data
4 25 (14.04%) Hadoop
4 25 (14.04%) SQL Server Reporting Services
5 24 (13.48%) Oracle BI EE
5 24 (13.48%) SQL Server Analysis Services
6 23 (12.92%) Data Mining
7 22 (12.36%) BusinessObjects
8 21 (11.80%) Oracle Reports
9 20 (11.24%) Apache Hive
10 19 (10.67%) HBase
11 18 (10.11%) Oracle Database
11 18 (10.11%) Relational Database
12 17 (9.55%) OLAP
13 16 (8.99%) PowerCenter
14 15 (8.43%) DataStage
15 12 (6.74%) BusinessObjects XI
15 12 (6.74%) QlikView
16 10 (5.62%) RDBMS
Development Applications
1 6 (3.37%) Oracle Forms
2 4 (2.25%) Team Foundation Server
3 3 (1.69%) ProC
3 3 (1.69%) Talend Open Studio
3 3 (1.69%) Visual Studio
4 2 (1.12%) Git (software)
4 2 (1.12%) Jenkins
4 2 (1.12%) Maven
4 2 (1.12%) Subversion
5 1 (0.56%) ERwin
5 1 (0.56%) Toad
General
1 101 (56.74%) Finance
2 43 (24.16%) Banking
3 21 (11.80%) Retail
4 11 (6.18%) Marketing
4 11 (6.18%) Telecoms
5 9 (5.06%) Games
6 6 (3.37%) Retail Banking
7 3 (1.69%) Corporate Banking
7 3 (1.69%) Legal
8 2 (1.12%) Dutch Language
8 2 (1.12%) French Language
8 2 (1.12%) German Language
Job Titles
1 58 (32.58%) Developer
2 35 (19.66%) Analyst
3 33 (18.54%) Consultant
4 20 (11.24%) Business Intelligence Developer
5 16 (8.99%) Business Analyst
6 13 (7.30%) Architect
7 12 (6.74%) Data Architect
7 12 (6.74%) Senior Analyst
7 12 (6.74%) Senior Consultant
7 12 (6.74%) Senior Developer
7 12 (6.74%) SQL Developer
7 12 (6.74%) Technical Analyst
8 11 (6.18%) Business Intelligence Consultant
8 11 (6.18%) Oracle Developer
8 11 (6.18%) Report Developer
8 11 (6.18%) Senior Oracle Developer
9 8 (4.49%) Business Consultant
9 8 (4.49%) Senior Business Analyst
9 8 (4.49%) Technical Business Analyst
10 7 (3.93%) Data Warehouse Developer
Libraries, Frameworks & Software Standards
1 13 (7.30%) .NET
2 9 (5.06%) REST
3 5 (2.81%) MDX
3 5 (2.81%) Web Services
4 4 (2.25%) XML
5 3 (1.69%) COM
6 2 (1.12%) Ext JS
6 2 (1.12%) Hibernate
6 2 (1.12%) HTML
6 2 (1.12%) J2EE
6 2 (1.12%) JSP
6 2 (1.12%) RESTful
6 2 (1.12%) Spring
7 1 (0.56%) Entity Framework
7 1 (0.56%) FpML
7 1 (0.56%) Middleware
7 1 (0.56%) XML Schema
Miscellaneous
1 53 (29.78%) Analytical Skills
2 24 (13.48%) Management Information System
3 17 (9.55%) Data Integration
4 7 (3.93%) Visualisation
5 6 (3.37%) Computer Science
6 5 (2.81%) CESG
7 3 (1.69%) Derivative
7 3 (1.69%) Enterprise Software
8 2 (1.12%) Data Centre
8 2 (1.12%) IVR
8 2 (1.12%) Mainframe
8 2 (1.12%) User Experience
8 2 (1.12%) Virtual Team
9 1 (0.56%) Fixed Income
9 1 (0.56%) Reference Data
Operating Systems
1 15 (8.43%) Unix
2 11 (6.18%) Linux
3 1 (0.56%) Red Hat Enterprise Linux
Processes & Methodologies
1 96 (53.93%) Business Intelligence
2 83 (46.63%) Agile Software Development
3 59 (33.15%) ETL
4 46 (25.84%) Data Analysis
5 44 (24.72%) Scrum
6 42 (23.60%) Asset Management
6 42 (23.60%) Data Modelling
7 38 (21.35%) Stakeholder Management
8 33 (18.54%) Business Analysis
9 32 (17.98%) Analytics
10 30 (16.85%) Data Management
11 26 (14.61%) Mentoring
12 20 (11.24%) Information Management
12 20 (11.24%) Master Data Management
13 18 (10.11%) Project Management
14 17 (9.55%) Data Governance
14 17 (9.55%) Waterfall
15 14 (7.87%) Software Engineering
16 12 (6.74%) ETL Development
16 12 (6.74%) Logical Data Model
Programming Languages
1 104 (58.43%) SQL
2 26 (14.61%) PL/SQL
3 20 (11.24%) T-SQL
4 19 (10.67%) Java
5 16 (8.99%) Perl
6 13 (7.30%) VBA
7 9 (5.06%) C#
7 9 (5.06%) Python
7 9 (5.06%) Shell Script
8 7 (3.93%) R
8 7 (3.93%) VB.NET
9 2 (1.12%) C
9 2 (1.12%) JavaScript
10 1 (0.56%) PowerShell
Qualifications
1 37 (20.79%) Degree
2 7 (3.93%) ISEB
3 4 (2.25%) ISTQB
3 4 (2.25%) ISTQB Foundation Certification
4 3 (1.69%) PRINCE2 Practitioner
4 3 (1.69%) Security Cleared
Quality Assurance & Compliance
1 18 (10.11%) Data Quality
2 6 (3.37%) QA
3 1 (0.56%) Basel II
3 1 (0.56%) ISO 9001
3 1 (0.56%) Solvency II
System Software
1 4 (2.25%) Apache Flume
Systems Management
1 3 (1.69%) MOM
2 1 (0.56%) HP Quality Center
Vendors
1 87 (48.88%) Oracle
2 40 (22.47%) Microsoft
3 36 (20.22%) Informatica
4 29 (16.29%) Cognos
5 16 (8.99%) SAP
5 16 (8.99%) Tableau
6 15 (8.43%) MicroStrategy
7 14 (7.87%) IBM
8 9 (5.06%) Teradata
9 6 (3.37%) Cloudera
10 5 (2.81%) HP
10 5 (2.81%) Sun
10 5 (2.81%) Vertica
11 4 (2.25%) Netezza
12 3 (1.69%) Google
12 3 (1.69%) Talend
13 2 (1.12%) Twitter
14 1 (0.56%) Charles River
14 1 (0.56%) Pega
14 1 (0.56%) Red Hat
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