Period
to 17 December 2018

The following table provides summary statistics for permanent job vacancies advertised in Leeds 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 December 2018 with a comparison to the same period in the previous 2 years.

Data Warehousing
6 months to
17 Dec 2018
Same period 2017 Same period 2016
Rank 108 73 87
Rank change year-on-year -35 +14 +18
Permanent jobs citing Data Warehouse 88 173 170
As % of all permanent IT jobs advertised in Leeds 2.41% 3.55% 3.19%
As % of the Database & Business Intelligence category 10.44% 12.78% 10.10%
Number of salaries quoted 88 148 137
Leeds median annual salary £50,750 £45,000 £45,000
Median salary % change year-on-year +12.78% - -5.26%
10th Percentile £32,500 £31,250 £35,000
90th Percentile £72,500 £61,250 £55,000
West Yorkshire median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - -

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 Leeds with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Leeds
Permanent vacancies with a requirement for database or business intelligence skills 843 1,354 1,684
As % of all permanent IT jobs advertised in Leeds 23.06% 27.76% 31.60%
Number of salaries quoted 706 1,197 1,523
Leeds median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% -
10th Percentile £31,250 £29,900 £28,250
90th Percentile £58,375 £60,000 £56,250
West Yorkshire median annual salary £43,500 £43,750 £40,000
% change year-on-year -0.57% +9.38% -

Data Warehouse
Job Vacancy Trend in Leeds

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

Job vacancy trend for Data Warehouse in Leeds

Data Warehouse
Salary Trend in Leeds

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

Salary trend for Data Warehouse in Leeds

Data Warehouse
Salary Histogram in Leeds

The salary distribution of IT jobs citing Data Warehouse in Leeds over the 6 months to 17 December 2018.

Salary histogram for Data Warehouse in Leeds

For the 6 months to 17 December 2018, IT jobs citing Data Warehouse also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Leeds region with a requirement for Data Warehouse.

1 71 (80.68%) Business Intelligence
2 66 (75.00%) SQL
3 37 (42.05%) ETL
4 34 (38.64%) SQL Server
5 30 (34.09%) SQL Server Integration Services
6 28 (31.82%) SQL Server Reporting Services
7 26 (29.55%) T-SQL
8 24 (27.27%) Microsoft
9 23 (26.14%) SQL Server Analysis Services
10 22 (25.00%) Finance
11 20 (22.73%) Analytics
11 20 (22.73%) Power BI
12 19 (21.59%) Agile Software Development
12 19 (21.59%) Data Modelling
13 17 (19.32%) Data Analytics
14 13 (14.77%) Data Quality
14 13 (14.77%) Microsoft Excel
15 12 (13.64%) Cognos
16 11 (12.50%) Python
16 11 (12.50%) Data Architecture
17 10 (11.36%) DevOps
17 10 (11.36%) SAP
18 9 (10.23%) SharePoint
18 9 (10.23%) NHS
18 9 (10.23%) Cisco
18 9 (10.23%) Active Directory
18 9 (10.23%) Retail
18 9 (10.23%) Software Testing
18 9 (10.23%) Data Transformation
18 9 (10.23%) Test Scripting

Data Warehouse
Co-occurring IT Skills in Leeds 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 9 (10.23%) SharePoint
1 9 (10.23%) Skype for Business
2 3 (3.41%) Exchange Server 2007
2 3 (3.41%) IIS
2 3 (3.41%) MS Exchange
3 1 (1.14%) Oracle SOA Suite
Applications
1 13 (14.77%) Microsoft Excel
2 2 (2.27%) Microsoft Office
3 1 (1.14%) Microsoft Project
Business Applications
1 7 (7.95%) Cognos TM1
2 2 (2.27%) Cognos Business Intelligence
3 1 (1.14%) Dynamics CRM
Cloud Services
1 9 (10.23%) Amazon AWS
2 8 (9.09%) IaaS
2 8 (9.09%) PaaS
3 6 (6.82%) Microsoft Azure
4 5 (5.68%) Amazon Kinesis
4 5 (5.68%) Amazon SageMaker
5 2 (2.27%) Cloud Computing
6 1 (1.14%) Adobe Analytics
6 1 (1.14%) Google Analytics
6 1 (1.14%) NuGet
6 1 (1.14%) SaaS
Communications & Networking
1 6 (6.82%) Firewall
2 3 (3.41%) BGP
2 3 (3.41%) Cisco IOS
2 3 (3.41%) DHCP
2 3 (3.41%) DNS
2 3 (3.41%) MPLS
2 3 (3.41%) OSPF
2 3 (3.41%) Spanning Tree
2 3 (3.41%) VLAN
2 3 (3.41%) VoIP
2 3 (3.41%) WAN
3 1 (1.14%) Wireshark
Database & Business Intelligence
1 34 (38.64%) SQL Server
2 30 (34.09%) SQL Server Integration Services
3 28 (31.82%) SQL Server Reporting Services
4 23 (26.14%) SQL Server Analysis Services
5 20 (22.73%) Power BI
6 7 (7.95%) Amazon Redshift
6 7 (7.95%) BusinessObjects
6 7 (7.95%) OLAP
6 7 (7.95%) Relational Database
7 6 (6.82%) Data Lake
8 5 (5.68%) Amazon Aurora
8 5 (5.68%) Amazon RDS
8 5 (5.68%) MongoDB
8 5 (5.68%) Pentaho
8 5 (5.68%) Snowflake Schema
9 4 (4.55%) SQL Server 2008
10 3 (3.41%) Azure SQL Data Warehouse
10 3 (3.41%) Big Data
10 3 (3.41%) MySQL
11 2 (2.27%) Data Mart
Development Applications
1 9 (10.23%) TeamCity
2 8 (9.09%) Atlassian Bamboo
2 8 (9.09%) Git (software)
2 8 (9.09%) Jenkins
3 3 (3.41%) SQL Server Management Studio (SSMS)
4 2 (2.27%) Visual Studio
5 1 (1.14%) Moq
5 1 (1.14%) NUnit
5 1 (1.14%) Oracle APEX
5 1 (1.14%) SpecFlow
General
1 22 (25.00%) Finance
2 9 (10.23%) Retail
3 4 (4.55%) Banking
3 4 (4.55%) Legal
4 3 (3.41%) Manufacturing
4 3 (3.41%) Marketing
5 1 (1.14%) Advertising
5 1 (1.14%) Automotive
5 1 (1.14%) Games
Job Titles
1 35 (39.77%) Developer
2 22 (25.00%) Business Intelligence Developer
3 12 (13.64%) Architect
3 12 (13.64%) Senior Developer
4 9 (10.23%) Software Tester
4 9 (10.23%) Tester
5 8 (9.09%) Business Manager
5 8 (9.09%) DevOps Architect
6 7 (7.95%) ETL Developer
6 7 (7.95%) Senior Business Intelligence Developer
7 6 (6.82%) Data Warehouse Developer
7 6 (6.82%) Operations Engineer
7 6 (6.82%) Security Engineer
8 5 (5.68%) Analyst
8 5 (5.68%) Business Intelligence Manager
8 5 (5.68%) SQL Developer
9 4 (4.55%) Data Manager
9 4 (4.55%) Data Warehouse Manager
10 3 (3.41%) Data Scientist
10 3 (3.41%) SQL Server Data Warehouse Developer
Libraries, Frameworks & Software Standards
1 6 (6.82%) Web Services
2 2 (2.27%) .NET
3 1 (1.14%) .NET Framework
3 1 (1.14%) ASP.NET
3 1 (1.14%) ASP.NET MVC
3 1 (1.14%) ASP.NET MVC 4
3 1 (1.14%) CSS
3 1 (1.14%) Entity Framework
3 1 (1.14%) HTML
3 1 (1.14%) jQuery
3 1 (1.14%) KnockoutJS
3 1 (1.14%) LESS
3 1 (1.14%) RESTful
3 1 (1.14%) Sass
3 1 (1.14%) SignalR
3 1 (1.14%) Twitter Bootstrap
3 1 (1.14%) Unity DI Container
Miscellaneous
1 9 (10.23%) NHS
2 4 (4.55%) Analytical Skills
2 4 (4.55%) Market Risk
3 3 (3.41%) Algorithms
3 3 (3.41%) Data Centre
4 2 (2.27%) Enterprise Software
4 2 (2.27%) Management Information System
5 1 (1.14%) Blog
5 1 (1.14%) Greenfield Project
5 1 (1.14%) Replication
5 1 (1.14%) User Experience
Operating Systems
1 6 (6.82%) Kali Linux
2 5 (5.68%) Linux
2 5 (5.68%) Windows
2 5 (5.68%) Windows Server
3 3 (3.41%) Windows Server 2012
Processes & Methodologies
1 71 (80.68%) Business Intelligence
2 37 (42.05%) ETL
3 20 (22.73%) Analytics
4 19 (21.59%) Agile Software Development
4 19 (21.59%) Data Modelling
5 17 (19.32%) Data Analytics
6 11 (12.50%) Data Architecture
7 10 (11.36%) DevOps
8 9 (10.23%) Data Transformation
8 9 (10.23%) Software Testing
8 9 (10.23%) Test Scripting
8 9 (10.23%) Visualisation
9 8 (9.09%) Coaching
9 8 (9.09%) Configuration Management
9 8 (9.09%) Data Integration
9 8 (9.09%) Data Science
9 8 (9.09%) Presales
9 8 (9.09%) Stakeholder Management
10 7 (7.95%) Collaborative Working
10 7 (7.95%) Project Management
Programming Languages
1 66 (75.00%) SQL
2 26 (29.55%) T-SQL
3 11 (12.50%) Python
4 7 (7.95%) Tcl
5 6 (6.82%) C#
5 6 (6.82%) JavaScript
6 5 (5.68%) Java
6 5 (5.68%) Ruby
6 5 (5.68%) Scala
7 3 (3.41%) Bash Shell
7 3 (3.41%) R
8 2 (2.27%) PowerShell
8 2 (2.27%) VBA
9 1 (1.14%) PL/SQL
Qualifications
1 6 (6.82%) DBS Check
1 6 (6.82%) SC Cleared
1 6 (6.82%) Security Cleared
2 5 (5.68%) AWS Certification
3 4 (4.55%) Degree
4 3 (3.41%) CCNA
4 3 (3.41%) CCNP
4 3 (3.41%) Cisco Certification
5 1 (1.14%) MBA
Quality Assurance & Compliance
1 13 (14.77%) Data Quality
2 9 (10.23%) PMO
3 6 (6.82%) ISO/IEC 27001
3 6 (6.82%) PCI DSS
4 1 (1.14%) QA
System Software
1 9 (10.23%) Active Directory
2 3 (3.41%) Hyper-V
Systems Management
1 8 (9.09%) Ansible
1 8 (9.09%) Opscode Chef
1 8 (9.09%) Puppet
2 6 (6.82%) Nessus
3 2 (2.27%) Mesos
Vendors
1 24 (27.27%) Microsoft
2 12 (13.64%) Cognos
3 10 (11.36%) SAP
4 9 (10.23%) Cisco
5 7 (7.95%) IBM
5 7 (7.95%) Tableau
6 6 (6.82%) VMware
7 5 (5.68%) Oracle
8 2 (2.27%) Alteryx
8 2 (2.27%) F5
8 2 (2.27%) Informatica
8 2 (2.27%) Teradata
9 1 (1.14%) Adobe
9 1 (1.14%) Google
9 1 (1.14%) Salesforce.com