Period
to 17 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Scotland 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 17 November 2017 with a comparison to the same period in the previous 2 years.

Data Warehousing
UK > Scotland
6 months to
17 Nov 2017
Same period 2016 Same period 2015
Rank 78 71 65
Rank change year-on-year -7 -6 +36
Permanent jobs citing Data Warehouse 186 166 245
As % of all permanent IT jobs advertised in Scotland 3.30% 3.17% 3.80%
As % of the Database & Business Intelligence category 9.57% 10.05% 11.93%
Number of salaries quoted 86 105 187
Scotland median annual salary £45,000 £50,000 £47,500
Median salary % change year-on-year -10.00% +5.26% +5.56%
10th Percentile £32,015 £36,250 £29,350
90th Percentile £63,750 £75,000 £68,750
UK median annual salary £51,000 £53,500 £50,000
% change year-on-year -4.67% +7.00% -4.76%

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 Scotland with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Scotland
Permanent vacancies with a requirement for database or business intelligence skills 1943 1652 2054
As % of all permanent IT jobs advertised in Scotland 34.45% 31.53% 31.84%
Number of salaries quoted 1201 959 1326
Scotland median annual salary £42,000 £42,500 £40,000
Median salary % change year-on-year -1.18% +6.25% -
10th Percentile £28,000 £28,500 £28,000
90th Percentile £62,500 £61,250 £61,875
UK median annual salary £47,500 £47,500 £45,000
% change year-on-year - +5.56% +2.27%

Data Warehouse
Job Vacancy Trend in Scotland

Job postings citing Data Warehouse as a percentage of all IT jobs advertised in Scotland.

Job vacancy trend for Data Warehouse 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 in Scotland.

Salary trend for Data Warehouse in Scotland

Data Warehouse
Salary Histogram in Scotland

The salary distribution of IT jobs citing Data Warehouse in Scotland over the 6 months to 17 November 2017.

Salary histogram for Data Warehouse 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 6 months to 17 November 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Glasgow +4 107 £45,000 -10.00% 6
Edinburgh -3 79 £44,500 -19.09% 5
Stirling +7 9 £50,000 -
Inverclyde +3 6 £43,750 +16.67%
Scottish Borders +3 1 £35,000 +7.69%
North Lanarkshire - 1 £40,000 -
Data Warehouse
UK

For the 6 months to 17 November 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.

1 130 (69.89%) SQL
2 94 (50.54%) Business Intelligence
3 81 (43.55%) ETL
4 59 (31.72%) SQL Server
5 56 (30.11%) Agile Software Development
6 45 (24.19%) SQL Server Integration Services
7 44 (23.66%) Oracle
8 41 (22.04%) Microsoft
9 39 (20.97%) Relational Database
10 38 (20.43%) Finance
11 37 (19.89%) T-SQL
12 33 (17.74%) Python
13 31 (16.67%) Degree
14 29 (15.59%) Analytics
15 28 (15.05%) Machine Learning
15 28 (15.05%) Analytical Skills
16 27 (14.52%) SQL Server Reporting Services
17 26 (13.98%) Statistics
17 26 (13.98%) Informatica
17 26 (13.98%) Data Modelling
18 23 (12.37%) PostgreSQL
18 23 (12.37%) PL/SQL
19 22 (11.83%) Data Management
20 21 (11.29%) Visualisation
20 21 (11.29%) Data Quality
21 20 (10.75%) Java
22 19 (10.22%) BusinessObjects
22 19 (10.22%) Data Analysis
22 19 (10.22%) Information Management
22 19 (10.22%) Amazon Redshift

Data Warehouse
Co-occurring 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 17 (9.14%) SAS
2 14 (7.53%) Apache Spark
3 2 (1.08%) Apache
4 1 (0.54%) JBoss
4 1 (0.54%) Oracle Application Server
4 1 (0.54%) SharePoint
4 1 (0.54%) Tomcat
Applications
1 11 (5.91%) MS Visio
2 6 (3.23%) Microsoft Excel
3 5 (2.69%) Microsoft Office
4 4 (2.15%) Mingle
4 4 (2.15%) SPSS
5 3 (1.61%) Microsoft PowerPoint
Business Applications
1 7 (3.76%) Cognos Business Intelligence
Cloud Services
1 8 (4.30%) Microsoft Azure
2 2 (1.08%) Amazon AWS
2 2 (1.08%) Amazon EMR
2 2 (1.08%) Azure Data Factory
2 2 (1.08%) Google Analytics
3 1 (0.54%) Azure Machine Learning
Communications & Networking
1 5 (2.69%) Internet
Database & Business Intelligence
1 59 (31.72%) SQL Server
2 45 (24.19%) SQL Server Integration Services
3 39 (20.97%) Relational Database
4 27 (14.52%) SQL Server Reporting Services
5 23 (12.37%) PostgreSQL
6 19 (10.22%) Amazon Redshift
6 19 (10.22%) BusinessObjects
7 17 (9.14%) Big Data
7 17 (9.14%) SQL Server 2012
8 16 (8.60%) Power BI
9 15 (8.06%) PowerCenter
9 15 (8.06%) SQL Server Analysis Services
10 12 (6.45%) QlikView
11 10 (5.38%) Hadoop
12 9 (4.84%) RDBMS
13 8 (4.30%) SQL Server 2016
14 7 (3.76%) DB2
14 7 (3.76%) Star Schema
15 6 (3.23%) BusinessObjects Web Intelligence
15 6 (3.23%) Cognos Report Studio
Development Applications
1 9 (4.84%) JIRA
2 8 (4.30%) Selenium
2 8 (4.30%) Subversion
3 6 (3.23%) JUnit
3 6 (3.23%) tSQLt
4 5 (2.69%) Maven
5 4 (2.15%) Oracle Forms
5 4 (2.15%) TeamCity
5 4 (2.15%) Toad
6 3 (1.61%) ERwin
7 2 (1.08%) SQL Server Management Studio (SSMS)
8 1 (0.54%) ClearCase
8 1 (0.54%) Team Foundation Server
8 1 (0.54%) Visual Studio
General
1 38 (20.43%) Finance
2 14 (7.53%) Telecoms
3 7 (3.76%) Banking
3 7 (3.76%) Manufacturing
3 7 (3.76%) Marketing
4 5 (2.69%) Electronics
4 5 (2.69%) Investment Banking
5 3 (1.61%) Retail
6 2 (1.08%) Advertising
6 2 (1.08%) Financial Institution
7 1 (0.54%) Back Office
7 1 (0.54%) Front Office
7 1 (0.54%) Legal
7 1 (0.54%) Local Government
7 1 (0.54%) Publishing
7 1 (0.54%) Retail Banking
Job Titles
1 76 (40.86%) Developer
2 31 (16.67%) SQL Developer
3 26 (13.98%) Analyst
4 25 (13.44%) Data Scientist
5 23 (12.37%) Business Intelligence Developer
6 18 (9.68%) Consultant
7 14 (7.53%) SQL Server Developer
8 13 (6.99%) Data Warehouse Developer
8 13 (6.99%) ETL Developer
9 11 (5.91%) Business Analyst
10 9 (4.84%) Data Consultant
10 9 (4.84%) Informatica Developer
11 8 (4.30%) Data Warehouse Consultant
11 8 (4.30%) ETL Consultant
11 8 (4.30%) ETL Tester
11 8 (4.30%) Tester
12 7 (3.76%) DBA
12 7 (3.76%) SQL BI Developer
12 7 (3.76%) SSIS Developer
12 7 (3.76%) Technical Analyst
Libraries, Frameworks & Software Standards
1 7 (3.76%) Middleware
2 6 (3.23%) MLlib
2 6 (3.23%) NumPy
2 6 (3.23%) SciPy
3 4 (2.15%) .NET
4 3 (1.61%) D3.js
4 3 (1.61%) ggplot
4 3 (1.61%) Pandas
5 2 (1.08%) CSS
5 2 (1.08%) MDX
5 2 (1.08%) Natural Language Processing
5 2 (1.08%) scikit-learn
6 1 (0.54%) ASP.NET Web API
6 1 (0.54%) CGI
6 1 (0.54%) HTML
6 1 (0.54%) J2EE
6 1 (0.54%) OC4J
6 1 (0.54%) PySpark
6 1 (0.54%) SparkR
6 1 (0.54%) Spring
Miscellaneous
1 28 (15.05%) Analytical Skills
2 17 (9.14%) Algorithms
3 12 (6.45%) Computer Science
4 8 (4.30%) Management Information System
5 4 (2.15%) FMCG
6 3 (1.61%) Credit Risk
6 3 (1.61%) Hedge funds
6 3 (1.61%) Mainframe
6 3 (1.61%) N-Tier
7 2 (1.08%) Data Structures
7 2 (1.08%) Driving Licence
7 2 (1.08%) Fintech
7 2 (1.08%) Reference Data
8 1 (0.54%) Greenfield Project
8 1 (0.54%) User Experience
Operating Systems
1 9 (4.84%) Unix
2 8 (4.30%) Linux
3 4 (2.15%) Windows
4 1 (0.54%) AIX
4 1 (0.54%) Tru64
4 1 (0.54%) Windows 10
Processes & Methodologies
1 94 (50.54%) Business Intelligence
2 81 (43.55%) ETL
3 56 (30.11%) Agile Software Development
4 29 (15.59%) Analytics
5 28 (15.05%) Machine Learning
6 26 (13.98%) Data Modelling
6 26 (13.98%) Statistics
7 22 (11.83%) Data Management
8 21 (11.29%) Visualisation
9 19 (10.22%) Data Analysis
9 19 (10.22%) Information Management
9 19 (10.22%) SDLC
10 18 (9.68%) Master Data Management
10 18 (9.68%) User Acceptance Testing
11 17 (9.14%) Business Analysis
12 16 (8.60%) Data Integration
12 16 (8.60%) Stakeholder Management
13 13 (6.99%) Scrum
14 12 (6.45%) Data Analytics
14 12 (6.45%) Data Visualisation
Programming Languages
1 130 (69.89%) SQL
2 37 (19.89%) T-SQL
3 33 (17.74%) Python
4 23 (12.37%) PL/SQL
5 20 (10.75%) Java
6 12 (6.45%) C#
6 12 (6.45%) R
7 8 (4.30%) Scala
8 3 (1.61%) COBOL
8 3 (1.61%) JCL
8 3 (1.61%) MATLAB
8 3 (1.61%) Perl
9 2 (1.08%) C++
9 2 (1.08%) Korn
10 1 (0.54%) Data Analysis Expressions (DAX)
10 1 (0.54%) HiveQL
10 1 (0.54%) JavaScript
10 1 (0.54%) PowerShell
10 1 (0.54%) SAS Macro
Qualifications
1 31 (16.67%) Degree
2 3 (1.61%) MCSA
2 3 (1.61%) Microsoft Certification
2 3 (1.61%) PhD
Quality Assurance & Compliance
1 21 (11.29%) Data Quality
2 9 (4.84%) QA
3 3 (1.61%) Basel III
4 2 (1.08%) GDPR
System Software
1 1 (0.54%) Oracle RAC
Systems Management
1 1 (0.54%) Enterprise Manager Cloud Control
1 1 (0.54%) Oracle RMAN
Vendors
1 44 (23.66%) Oracle
2 41 (22.04%) Microsoft
3 26 (13.98%) Informatica
4 16 (8.60%) Tableau
5 14 (7.53%) Cognos
6 12 (6.45%) MicroStrategy
7 11 (5.91%) Netezza
8 9 (4.84%) SAP
8 9 (4.84%) Teradata
9 8 (4.30%) Cognizant
10 7 (3.76%) IBM
11 3 (1.61%) BT
12 2 (1.08%) Ab Initio
12 2 (1.08%) Google
13 1 (0.54%) F5
13 1 (0.54%) Remedy
13 1 (0.54%) Salesforce.com
13 1 (0.54%) TIBCO