Period
to 13 December 2018

The following table provides summary statistics for contract job vacancies advertised in Leeds with a requirement for Data Warehouse skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Data Warehouse over the 6 months to 13 December 2018 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Data Warehousing
6 months to
13 Dec 2018
Same period 2017 Same period 2016
Rank 82 86 81
Rank change year-on-year +4 -5 -7
Contract jobs citing Data Warehouse 55 58 68
As % of all contract IT jobs advertised in Leeds 2.31% 2.57% 2.63%
As % of the Database & Business Intelligence category 9.14% 9.75% 10.19%
Number of daily rates quoted 34 70 54
Leeds median daily rate £426 £425 £375
Median daily rate % change year-on-year +0.29% +13.33% +10.29%
10th Percentile £323 £311 £307
90th Percentile £571 £615 £534
West Yorkshire median daily rate £375 £425 £400
% change year-on-year -11.76% +6.25% +14.29%
Number of hourly rates quoted 2 0 0
Leeds median hourly rate £15.41 - -
West Yorkshire median hourly rate £15.41 - £21.88

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 contract job vacancies advertised in Leeds with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Leeds
Contract vacancies with a requirement for database or business intelligence skills 602 595 667
As % of all contract IT jobs advertised in Leeds 25.27% 26.35% 25.83%
Number of daily rates quoted 419 443 465
Leeds median daily rate £438 £400 £400
Median daily rate % change year-on-year +9.38% - +6.67%
10th Percentile £330 £308 £296
90th Percentile £578 £538 £538
West Yorkshire median daily rate £425 £400 £375
% change year-on-year +6.25% +6.67% -
Number of hourly rates quoted 19 0 7
Leeds median hourly rate £18.32 - £14.50
10th Percentile £13.09 - £13.20
90th Percentile £25.30 - £31.50
West Yorkshire median hourly rate £17.66 - £18.38

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
Contractor Daily Rate Trend in Leeds

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Data Warehouse in Leeds.

Contractor daily rate trend for Data Warehouse in Leeds

Data Warehouse
Contractor Daily Rate Histogram in Leeds

The daily rate distribution of IT jobs citing Data Warehouse in Leeds over the 6 months to 13 December 2018.

Contractor daily rate histogram for Data Warehouse in Leeds

Data Warehouse
Contractor Hourly Rate Trend in Leeds

This chart provides the 3-month moving average for contractor hourly rates quoted in IT jobs citing Data Warehouse in Leeds.

Contractor hourly rate trend for Data Warehouse in Leeds

For the 6 months to 13 December 2018, IT contractor 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 contract job ads across the Leeds region with a requirement for Data Warehouse.

1 33 (60.00%) ETL
2 28 (50.91%) Business Intelligence
2 28 (50.91%) SQL
3 24 (43.64%) SQL Server
4 20 (36.36%) SQL Server Integration Services
5 18 (32.73%) Agile Software Development
6 17 (30.91%) SQL Server Reporting Services
7 14 (25.45%) Data Modelling
8 13 (23.64%) T-SQL
8 13 (23.64%) Relational Database
9 12 (21.82%) Hadoop
10 11 (20.00%) Python
10 11 (20.00%) Finance
11 10 (18.18%) SQL Server Analysis Services
11 10 (18.18%) Amazon AWS
12 9 (16.36%) Kimball Methodology
12 9 (16.36%) Analytics
12 9 (16.36%) Unix
12 9 (16.36%) Java
13 8 (14.55%) Data Management
13 8 (14.55%) Big Data
13 8 (14.55%) Data Integration
14 7 (12.73%) Hortonworks
14 7 (12.73%) Analytical Skills
14 7 (12.73%) Retail
14 7 (12.73%) Microsoft
14 7 (12.73%) Project Management
15 6 (10.91%) NHS
15 6 (10.91%) Microsoft Excel
15 6 (10.91%) Migration

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 5 (9.09%) Apache Spark
2 4 (7.27%) SAS
3 2 (3.64%) Confluence
3 2 (3.64%) SharePoint
4 1 (1.82%) Apache
4 1 (1.82%) Elasticsearch
4 1 (1.82%) nginx
Applications
1 6 (10.91%) Microsoft Excel
2 2 (3.64%) Microsoft Office
2 2 (3.64%) Microsoft PowerPoint
3 1 (1.82%) MS Visio
Cloud Services
1 10 (18.18%) Amazon AWS
2 5 (9.09%) Amazon EC2
3 4 (7.27%) Amazon S3
4 2 (3.64%) Amazon CloudWatch
4 2 (3.64%) Amazon EMR
4 2 (3.64%) Amazon Kinesis
4 2 (3.64%) Amazon SageMaker
4 2 (3.64%) AWS CloudTrail
4 2 (3.64%) AWS Lambda
4 2 (3.64%) Serverless
4 2 (3.64%) Virtual Private Cloud
5 1 (1.82%) Microsoft Azure
Communications & Networking
1 1 (1.82%) DHCP
1 1 (1.82%) DNS
Database & Business Intelligence
1 24 (43.64%) SQL Server
2 20 (36.36%) SQL Server Integration Services
3 17 (30.91%) SQL Server Reporting Services
4 13 (23.64%) Relational Database
5 12 (21.82%) Hadoop
6 10 (18.18%) SQL Server Analysis Services
7 8 (14.55%) Big Data
8 6 (10.91%) Data Lake
9 5 (9.09%) MongoDB
9 5 (9.09%) NoSQL
9 5 (9.09%) Power BI
9 5 (9.09%) SQL Server 2008
10 4 (7.27%) DataStage
10 4 (7.27%) SQL Server 2016
11 3 (5.45%) Amazon Athena
11 3 (5.45%) Apache Hive
11 3 (5.45%) Pentaho
11 3 (5.45%) PowerPivot
11 3 (5.45%) RDBMS
11 3 (5.45%) SQL Server 2012
Development Applications
1 4 (7.27%) Git (software)
1 4 (7.27%) JIRA
1 4 (7.27%) Octopus Deploy
1 4 (7.27%) TeamCity
2 3 (5.45%) Jenkins
3 2 (3.64%) SpecFlow
3 2 (3.64%) Team Foundation Server
3 2 (3.64%) Visual Studio
4 1 (1.82%) DbUnit
4 1 (1.82%) jMock
4 1 (1.82%) JUnit
4 1 (1.82%) Maven
4 1 (1.82%) Mercurial
4 1 (1.82%) Mockito
4 1 (1.82%) SoapUI
4 1 (1.82%) SonarQube
4 1 (1.82%) Subversion
4 1 (1.82%) Toad
General
1 11 (20.00%) Finance
2 7 (12.73%) Retail
3 5 (9.09%) Banking
4 1 (1.82%) Marketing
Job Titles
1 36 (65.45%) Developer
2 14 (25.45%) ETL Developer
3 9 (16.36%) SQL Developer
4 8 (14.55%) Business Intelligence Developer
5 7 (12.73%) Analyst
6 5 (9.09%) Data Analyst
6 5 (9.09%) Data Engineer
7 4 (7.27%) Data Warehouse Developer
7 4 (7.27%) Python Developer
7 4 (7.27%) SQL Server Developer
7 4 (7.27%) SSIS Developer
8 3 (5.45%) Architect
8 3 (5.45%) Data Architect
8 3 (5.45%) Java Developer
8 3 (5.45%) Senior Data Engineer
8 3 (5.45%) Software Engineer
9 2 (3.64%) Developer/Software Engineer
9 2 (3.64%) Microsoft BI Developer
9 2 (3.64%) Power BI Developer
9 2 (3.64%) SQL Analyst
Libraries, Frameworks & Software Standards
1 5 (9.09%) Web Services
2 2 (3.64%) Kafka
2 2 (3.64%) Node.js
2 2 (3.64%) React
2 2 (3.64%) SOAP
3 1 (1.82%) Apache Camel
3 1 (1.82%) J2EE
3 1 (1.82%) Pandas
3 1 (1.82%) PowerMock
3 1 (1.82%) PySpark
3 1 (1.82%) RabbitMQ
3 1 (1.82%) RESTful
3 1 (1.82%) Spring
3 1 (1.82%) Spring Boot
Miscellaneous
1 7 (12.73%) Analytical Skills
2 6 (10.91%) NHS
3 4 (7.27%) Management Information System
4 3 (5.45%) Mainframe
5 2 (3.64%) Data Structures
6 1 (1.82%) Linux Command Line
6 1 (1.82%) Private Cloud
6 1 (1.82%) Public Cloud
6 1 (1.82%) Self-Motivation
Operating Systems
1 9 (16.36%) Unix
2 3 (5.45%) Linux
2 3 (5.45%) Windows
3 1 (1.82%) Windows Server
3 1 (1.82%) zOS
Processes & Methodologies
1 33 (60.00%) ETL
2 28 (50.91%) Business Intelligence
3 18 (32.73%) Agile Software Development
4 14 (25.45%) Data Modelling
5 9 (16.36%) Analytics
5 9 (16.36%) Kimball Methodology
6 8 (14.55%) Data Integration
6 8 (14.55%) Data Management
7 7 (12.73%) Project Management
8 6 (10.91%) ETL Development
8 6 (10.91%) Migration
8 6 (10.91%) Problem-Solving
8 6 (10.91%) Stakeholder Management
9 5 (9.09%) Change Management
9 5 (9.09%) Software Engineering
9 5 (9.09%) Waterfall
10 4 (7.27%) Data Mapping
10 4 (7.27%) Data Migration
10 4 (7.27%) Test Automation
10 4 (7.27%) Test Scripting
Programming Languages
1 28 (50.91%) SQL
2 13 (23.64%) T-SQL
3 11 (20.00%) Python
4 9 (16.36%) Java
5 5 (9.09%) C#
5 5 (9.09%) Scala
6 2 (3.64%) COBOL
6 2 (3.64%) JavaScript
6 2 (3.64%) Ruby
6 2 (3.64%) Shell Script
7 1 (1.82%) C++
7 1 (1.82%) Perl
7 1 (1.82%) PL/SQL
7 1 (1.82%) PowerShell
7 1 (1.82%) R
7 1 (1.82%) VB
7 1 (1.82%) VBA
Qualifications
1 5 (9.09%) Degree
2 2 (3.64%) AWS Certification
2 2 (3.64%) Security Cleared
3 1 (1.82%) CCNA
3 1 (1.82%) Cisco Certification
3 1 (1.82%) Computer Science Degree
3 1 (1.82%) MCSE
3 1 (1.82%) Microsoft Certification
3 1 (1.82%) Numerate Degree
3 1 (1.82%) PMI Certification
3 1 (1.82%) PMP
Quality Assurance & Compliance
1 6 (10.91%) PMO
2 4 (7.27%) Data Quality
3 3 (5.45%) QA
System Software
1 2 (3.64%) Active Directory
1 2 (3.64%) Docker
2 1 (1.82%) HDFS
2 1 (1.82%) VMware Infrastructure
2 1 (1.82%) vSphere
Systems Management
1 2 (3.64%) Terraform
2 1 (1.82%) Ansible
2 1 (1.82%) Kubernetes
2 1 (1.82%) Microsoft Data Protection Manager
2 1 (1.82%) Oozie
2 1 (1.82%) Opscode Chef
2 1 (1.82%) Puppet
2 1 (1.82%) Rancher
Vendors
1 7 (12.73%) Hortonworks
1 7 (12.73%) Microsoft
2 5 (9.09%) Tableau
3 4 (7.27%) Cloudera
3 4 (7.27%) IBM
3 4 (7.27%) Oracle
4 2 (3.64%) SAP
4 2 (3.64%) VMware
5 1 (1.82%) Ab Initio
5 1 (1.82%) BMC
5 1 (1.82%) Cognos
5 1 (1.82%) CommVault
5 1 (1.82%) RedGate
5 1 (1.82%) Zoho