Period
to 18 October 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 18 October 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
18 Oct 2018
Same period 2017 Same period 2016
Rank 86 85 91
Rank change year-on-year -1 +6 -30
Contract jobs citing Data Warehouse 55 52 65
As % of all contract IT jobs advertised in Leeds 2.29% 2.38% 2.36%
As % of the Database & Business Intelligence category 9.12% 8.81% 9.41%
Number of daily rates quoted 36 63 45
Leeds median daily rate £434 £425 £375
Median daily rate % change year-on-year +2.06% +13.33% +9.65%
10th Percentile £320 £340 £310
90th Percentile £526 £615 £475
West Yorkshire median daily rate £419 £425 £400
% change year-on-year -1.47% +6.25% +14.29%
Number of hourly rates quoted 0 0 0
Leeds median hourly rate - - -
West Yorkshire median hourly rate - - -

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 603 590 691
As % of all contract IT jobs advertised in Leeds 25.15% 27.01% 25.08%
Number of daily rates quoted 433 426 480
Leeds median daily rate £425 £400 £388
Median daily rate % change year-on-year +6.25% +3.23% +7.64%
10th Percentile £325 £313 £296
90th Percentile £575 £536 £525
West Yorkshire median daily rate £425 £400 £375
% change year-on-year +6.25% +6.67% +4.02%
Number of hourly rates quoted 12 2 8
Leeds median hourly rate £17.00 £21.25 £15.30
Median hourly rate % change year-on-year -20.00% +38.93% -12.60%
10th Percentile £12.55 £17.98 £13.28
90th Percentile £32.20 £24.73 £31.50
West Yorkshire median hourly rate £17.00 £19.75 £16.09
% change year-on-year -13.92% +22.75% -8.06%

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 18 October 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 18 October 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 34 (61.82%) ETL
2 30 (54.55%) Business Intelligence
3 27 (49.09%) SQL
4 25 (45.45%) Agile Software Development
5 20 (36.36%) SQL Server
6 18 (32.73%) SQL Server Integration Services
7 14 (25.45%) Data Modelling
8 13 (23.64%) T-SQL
8 13 (23.64%) SQL Server Reporting Services
8 13 (23.64%) Analytics
9 12 (21.82%) Relational Database
10 11 (20.00%) Hadoop
10 11 (20.00%) Finance
10 11 (20.00%) Python
11 10 (18.18%) Big Data
12 9 (16.36%) Kimball Methodology
12 9 (16.36%) Unix
13 8 (14.55%) Stakeholder Management
13 8 (14.55%) Java
13 8 (14.55%) Microsoft
13 8 (14.55%) SQL Server Analysis Services
13 8 (14.55%) Data Integration
13 8 (14.55%) ETL Development
14 7 (12.73%) PMO
14 7 (12.73%) Amazon AWS
14 7 (12.73%) NHS
14 7 (12.73%) Migration
14 7 (12.73%) Data Management
14 7 (12.73%) Retail
15 6 (10.91%) Project Management

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 4 (7.27%) SAS
2 3 (5.45%) Apache Spark
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 5 (9.09%) Microsoft Excel
2 2 (3.64%) Microsoft Office
2 2 (3.64%) Microsoft PowerPoint
3 1 (1.82%) MS Visio
Cloud Services
1 7 (12.73%) Amazon AWS
2 3 (5.45%) Amazon EC2
3 2 (3.64%) Amazon CloudWatch
3 2 (3.64%) Amazon Kinesis
3 2 (3.64%) Amazon S3
3 2 (3.64%) Amazon SageMaker
3 2 (3.64%) AWS CloudTrail
3 2 (3.64%) AWS Lambda
3 2 (3.64%) Serverless
3 2 (3.64%) Virtual Private Cloud
4 1 (1.82%) Microsoft Azure
Communications & Networking
1 1 (1.82%) Firewall
1 1 (1.82%) VPN
Database & Business Intelligence
1 20 (36.36%) SQL Server
2 18 (32.73%) SQL Server Integration Services
3 13 (23.64%) SQL Server Reporting Services
4 12 (21.82%) Relational Database
5 11 (20.00%) Hadoop
6 10 (18.18%) Big Data
7 8 (14.55%) SQL Server Analysis Services
8 6 (10.91%) Data Lake
8 6 (10.91%) NoSQL
9 5 (9.09%) Data Mart
9 5 (9.09%) MongoDB
10 4 (7.27%) DataStage
10 4 (7.27%) SQL Server 2016
10 4 (7.27%) SSDT
11 3 (5.45%) Amazon RDS
11 3 (5.45%) Amazon Redshift
11 3 (5.45%) Pentaho
11 3 (5.45%) Riak
11 3 (5.45%) SQL Server 2008
11 3 (5.45%) SQL Server 2012
Development Applications
1 6 (10.91%) JIRA
2 4 (7.27%) Git (software)
2 4 (7.27%) Octopus Deploy
2 4 (7.27%) TeamCity
3 3 (5.45%) Jenkins
4 2 (3.64%) SpecFlow
4 2 (3.64%) Team Foundation Server
4 2 (3.64%) Visual Studio
5 1 (1.82%) DbUnit
5 1 (1.82%) jMock
5 1 (1.82%) JUnit
5 1 (1.82%) Maven
5 1 (1.82%) Mercurial
5 1 (1.82%) Mockito
5 1 (1.82%) SoapUI
5 1 (1.82%) SonarQube
5 1 (1.82%) Subversion
5 1 (1.82%) Toad
General
1 11 (20.00%) Finance
2 7 (12.73%) Retail
3 4 (7.27%) Banking
4 1 (1.82%) Marketing
Job Titles
1 36 (65.45%) Developer
2 16 (29.09%) ETL Developer
3 9 (16.36%) SQL Developer
4 7 (12.73%) Analyst
5 5 (9.09%) Business Intelligence Developer
5 5 (9.09%) Data Engineer
5 5 (9.09%) Python Developer
6 4 (7.27%) Data Warehouse Developer
6 4 (7.27%) SSIS Developer
7 3 (5.45%) Business Intelligence Analyst
7 3 (5.45%) Data Analyst
7 3 (5.45%) Java Developer
7 3 (5.45%) Senior Data Engineer
7 3 (5.45%) Software Engineer
7 3 (5.45%) Test Analyst
8 2 (3.64%) AWS Developer
8 2 (3.64%) Business Intelligence Business Analyst
8 2 (3.64%) Data Business Analyst
8 2 (3.64%) Data Warehouse Business Analyst
8 2 (3.64%) Developer/Software Engineer
Libraries, Frameworks & Software Standards
1 4 (7.27%) 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%) NHS
2 6 (10.91%) Analytical Skills
3 3 (5.45%) Mainframe
3 3 (5.45%) Management Information System
4 2 (3.64%) Data Structures
5 1 (1.82%) BBC
5 1 (1.82%) Linux Command Line
5 1 (1.82%) PKI
5 1 (1.82%) Private Cloud
5 1 (1.82%) Public Cloud
5 1 (1.82%) Reference Data
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 34 (61.82%) ETL
2 30 (54.55%) Business Intelligence
3 25 (45.45%) Agile Software Development
4 14 (25.45%) Data Modelling
5 13 (23.64%) Analytics
6 9 (16.36%) Kimball Methodology
7 8 (14.55%) Data Integration
7 8 (14.55%) ETL Development
7 8 (14.55%) Stakeholder Management
8 7 (12.73%) Data Management
8 7 (12.73%) Migration
9 6 (10.91%) Project Management
10 5 (9.09%) Business Analysis
10 5 (9.09%) Data Migration
10 5 (9.09%) Dimensional Modelling
10 5 (9.09%) Performance Tuning
10 5 (9.09%) Scrum
10 5 (9.09%) Software Engineering
10 5 (9.09%) Test Scripting
10 5 (9.09%) Waterfall
Programming Languages
1 27 (49.09%) SQL
2 13 (23.64%) T-SQL
3 11 (20.00%) Python
4 8 (14.55%) Java
5 5 (9.09%) C#
6 3 (5.45%) Scala
7 2 (3.64%) COBOL
7 2 (3.64%) JavaScript
7 2 (3.64%) Ruby
7 2 (3.64%) Shell Script
8 1 (1.82%) C++
8 1 (1.82%) Perl
8 1 (1.82%) PL/SQL
8 1 (1.82%) PowerShell
8 1 (1.82%) R
8 1 (1.82%) VB
8 1 (1.82%) VBA
Qualifications
1 5 (9.09%) Degree
2 2 (3.64%) AWS Certification
3 1 (1.82%) CCNA
3 1 (1.82%) CEH
3 1 (1.82%) Cisco Certification
3 1 (1.82%) CISM
3 1 (1.82%) CISSP
3 1 (1.82%) Computer Science Degree
3 1 (1.82%) ISEB
3 1 (1.82%) ISTQB
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 7 (12.73%) PMO
2 4 (7.27%) QA
3 3 (5.45%) Data Quality
System Software
1 2 (3.64%) Docker
2 1 (1.82%) Active Directory
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%) Oozie
2 1 (1.82%) Opscode Chef
2 1 (1.82%) Puppet
2 1 (1.82%) Rancher
Vendors
1 8 (14.55%) Microsoft
2 6 (10.91%) Tableau
3 5 (9.09%) Hortonworks
4 4 (7.27%) IBM
4 4 (7.27%) Oracle
5 2 (3.64%) Cloudera
5 2 (3.64%) SAP
5 2 (3.64%) VMware
6 1 (1.82%) Ab Initio
6 1 (1.82%) Alteryx
6 1 (1.82%) BMC
6 1 (1.82%) Cognos
6 1 (1.82%) RedGate
6 1 (1.82%) Splunk
6 1 (1.82%) Zoho