Period
to 16 July 2018

The following table provides summary statistics for contract job vacancies advertised in West Yorkshire 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 16 July 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
Yorkshire > West Yorkshire
6 months to
16 Jul 2018
Same period 2017 Same period 2016
Rank 86 106 77
Rank change year-on-year +20 -29 -24
Contract jobs citing Data Warehouse 85 51 109
As % of all contract IT jobs advertised in West Yorkshire 2.46% 1.79% 2.70%
As % of the Database & Business Intelligence category 10.04% 7.43% 11.76%
Number of daily rates quoted 56 29 91
West Yorkshire median daily rate £433 £400 £380
Median daily rate % change year-on-year +8.13% +5.26% +8.57%
10th Percentile £313 £329 £288
90th Percentile £525 £528 £538
Yorkshire median daily rate £425 £388 £400
% change year-on-year +9.68% -3.13% +14.29%
Number of hourly rates quoted 0 1 3
West Yorkshire median hourly rate - £34.24 £23.00
Median hourly rate % change year-on-year - +48.87% -
Yorkshire median hourly rate - £34.24 £23.00
% change year-on-year - +48.87% -

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 West Yorkshire with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
West Yorkshire
Contract vacancies with a requirement for database or business intelligence skills 847 686 927
As % of all contract IT jobs advertised in West Yorkshire 24.47% 24.10% 23.00%
Number of daily rates quoted 596 462 665
West Yorkshire median daily rate £400 £400 £380
Median daily rate % change year-on-year - +5.26% +8.57%
10th Percentile £305 £300 £285
90th Percentile £541 £536 £516
Yorkshire median daily rate £400 £380 £380
% change year-on-year +5.26% - +8.57%
Number of hourly rates quoted 6 9 10
West Yorkshire median hourly rate £28.00 £19.00 £18.55
Median hourly rate % change year-on-year +47.37% +2.45% +0.58%
10th Percentile £13.50 £15.27 £14.25
90th Percentile £33.75 £35.09 £41.08
Yorkshire median hourly rate £21.42 £19.00 £15.75
% change year-on-year +12.71% +20.63% -25.00%

Data Warehouse
Job Vacancy Trend in West Yorkshire

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

Job vacancy trend for Data Warehouse in West Yorkshire

Data Warehouse
Contractor Daily Rate Trend in West Yorkshire

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

Contractor daily rate trend for Data Warehouse in West Yorkshire

Data Warehouse
Contractor Daily Rate Histogram in West Yorkshire

The daily rate distribution of IT jobs citing Data Warehouse in West Yorkshire over the 6 months to 16 July 2018.

Contractor daily rate histogram for Data Warehouse in West Yorkshire

Data Warehouse
Contractor Hourly Rate Trend in West Yorkshire

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

Contractor hourly rate trend for Data Warehouse in West Yorkshire

Data Warehouse
Contract Job Locations in West Yorkshire

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Data Warehouse within the West Yorkshire region over the 6 months to 16 July 2018. 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
Leeds +10 68 £425 +6.25% 12
Wakefield - 4 £475 - 3
Bradford -7 3 £509 - 12
Halifax +2 1 £356 -16.73%
Data Warehouse
Yorkshire

For the 6 months to 16 July 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 West Yorkshire region with a requirement for Data Warehouse.

1 47 (55.29%) ETL
2 46 (54.12%) Business Intelligence
3 38 (44.71%) SQL
4 33 (38.82%) Agile Software Development
5 25 (29.41%) SQL Server Integration Services
6 21 (24.71%) Data Modelling
7 20 (23.53%) Big Data
8 19 (22.35%) Hadoop
8 19 (22.35%) SQL Server
8 19 (22.35%) Retail
9 18 (21.18%) Analytics
10 17 (20.00%) Python
10 17 (20.00%) NHS
10 17 (20.00%) PMO
11 16 (18.82%) Finance
12 15 (17.65%) Apache Spark
13 14 (16.47%) Migration
14 13 (15.29%) Scrum
14 13 (15.29%) E-Commerce
15 12 (14.12%) SQL Server Reporting Services
15 12 (14.12%) Apache Hive
15 12 (14.12%) Relational Database
16 11 (12.94%) Kafka
16 11 (12.94%) Data Migration
17 10 (11.76%) T-SQL
17 10 (11.76%) Informatica
17 10 (11.76%) SQL Server Analysis Services
17 10 (11.76%) Talend
17 10 (11.76%) HBase
17 10 (11.76%) MapReduce

Data Warehouse
Co-occurring IT Skills in West Yorkshire 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 15 (17.65%) Apache Spark
2 5 (5.88%) Apache
3 3 (3.53%) Confluence
4 2 (2.35%) SharePoint
5 1 (1.18%) Elasticsearch
5 1 (1.18%) Exchange Server 2013
5 1 (1.18%) IIS
5 1 (1.18%) MS Exchange
5 1 (1.18%) nginx
5 1 (1.18%) SAS
Applications
1 3 (3.53%) Microsoft Excel
2 2 (2.35%) Microsoft Office
2 2 (2.35%) Microsoft PowerPoint
3 1 (1.18%) MS Visio
Business Applications
1 4 (4.71%) Cognos Business Intelligence
2 3 (3.53%) Cognos TM1
Cloud Services
1 10 (11.76%) Amazon AWS
2 5 (5.88%) GitHub
3 3 (3.53%) Microsoft Azure
4 2 (2.35%) Amazon S3
4 2 (2.35%) AWS Lambda
4 2 (2.35%) Serverless
5 1 (1.18%) Amazon EC2
5 1 (1.18%) Cloud Computing
5 1 (1.18%) Trello
Communications & Networking
1 4 (4.71%) DSL
2 1 (1.18%) Firewall
2 1 (1.18%) VPN
Database & Business Intelligence
1 25 (29.41%) SQL Server Integration Services
2 20 (23.53%) Big Data
3 19 (22.35%) Hadoop
3 19 (22.35%) SQL Server
4 12 (14.12%) Apache Hive
4 12 (14.12%) Relational Database
4 12 (14.12%) SQL Server Reporting Services
5 10 (11.76%) HBase
5 10 (11.76%) SQL Server Analysis Services
6 9 (10.59%) NoSQL
7 8 (9.41%) Data Mart
7 8 (9.41%) DataStage
8 7 (8.24%) Pentaho
9 6 (7.06%) SQL Server 2008
10 5 (5.88%) Impala
10 5 (5.88%) OLAP
10 5 (5.88%) Riak
10 5 (5.88%) Sqoop
11 4 (4.71%) Cognos Framework Manager
11 4 (4.71%) Cognos Report Studio
Development Applications
1 7 (8.24%) JIRA
2 4 (4.71%) Git (software)
3 2 (2.35%) ERwin
3 2 (2.35%) Jenkins
4 1 (1.18%) DbUnit
4 1 (1.18%) GitLab
4 1 (1.18%) jMock
4 1 (1.18%) JUnit
4 1 (1.18%) Maven
4 1 (1.18%) Mercurial
4 1 (1.18%) Mockito
4 1 (1.18%) Octopus Deploy
4 1 (1.18%) SonarQube
4 1 (1.18%) SpecFlow
4 1 (1.18%) SQL Server Management Studio (SSMS)
4 1 (1.18%) Subversion
4 1 (1.18%) Team Foundation Server
4 1 (1.18%) TeamCity
4 1 (1.18%) Toad
4 1 (1.18%) Visual Studio
General
1 19 (22.35%) Retail
2 16 (18.82%) Finance
3 9 (10.59%) Banking
4 1 (1.18%) Manufacturing
4 1 (1.18%) Marketing
4 1 (1.18%) Retail Banking
Job Titles
1 42 (49.41%) Developer
2 14 (16.47%) Data Engineer
2 14 (16.47%) SQL Developer
3 13 (15.29%) Analyst
4 11 (12.94%) ETL Developer
5 10 (11.76%) Business Intelligence Developer
6 8 (9.41%) Python Developer
7 5 (5.88%) Architect
7 5 (5.88%) Big Data Developer
7 5 (5.88%) Business Analyst
7 5 (5.88%) Data Analyst
7 5 (5.88%) Test Analyst
8 4 (4.71%) Business Intelligence Analyst
8 4 (4.71%) Cognos BI Developer
8 4 (4.71%) Cognos Developer
8 4 (4.71%) Data Architect
8 4 (4.71%) Data Business Analyst
8 4 (4.71%) ETL Analyst
9 3 (3.53%) Data Warehouse Analyst
9 3 (3.53%) Java Developer
Libraries, Frameworks & Software Standards
1 11 (12.94%) Kafka
2 9 (10.59%) Spark Streaming
3 5 (5.88%) Web Services
4 2 (2.35%) Node.js
4 2 (2.35%) React
5 1 (1.18%) Apache Camel
5 1 (1.18%) Doctrine
5 1 (1.18%) J2EE
5 1 (1.18%) PowerMock
5 1 (1.18%) RabbitMQ
5 1 (1.18%) RESTful
5 1 (1.18%) SOAP
5 1 (1.18%) Spring
5 1 (1.18%) Spring Boot
Miscellaneous
1 17 (20.00%) NHS
2 5 (5.88%) Greenfield Project
3 4 (4.71%) Analytical Skills
3 4 (4.71%) Management Information System
4 2 (2.35%) Data Structures
4 2 (2.35%) Mainframe
5 1 (1.18%) BBC
5 1 (1.18%) Clustering
5 1 (1.18%) Market Risk
5 1 (1.18%) PKI
5 1 (1.18%) Reference Data
5 1 (1.18%) Virtual Team
Operating Systems
1 5 (5.88%) Unix
2 3 (3.53%) Windows
3 1 (1.18%) Linux
3 1 (1.18%) Windows Server
3 1 (1.18%) Windows Server 2008
3 1 (1.18%) Windows Server 2012
3 1 (1.18%) zOS
Processes & Methodologies
1 47 (55.29%) ETL
2 46 (54.12%) Business Intelligence
3 33 (38.82%) Agile Software Development
4 21 (24.71%) Data Modelling
5 18 (21.18%) Analytics
6 14 (16.47%) Migration
7 13 (15.29%) E-Commerce
7 13 (15.29%) Scrum
8 11 (12.94%) Data Migration
9 10 (11.76%) DevOps
9 10 (11.76%) ETL Development
9 10 (11.76%) MapReduce
10 9 (10.59%) Data Management
11 8 (9.41%) Data Analytics
12 7 (8.24%) TDD
13 6 (7.06%) Continuous Integration
13 6 (7.06%) Data Integration
13 6 (7.06%) Data Mapping
13 6 (7.06%) Kimball Methodology
14 5 (5.88%) Data Architecture
Programming Languages
1 38 (44.71%) SQL
2 17 (20.00%) Python
3 10 (11.76%) T-SQL
4 8 (9.41%) Java
5 4 (4.71%) HiveQL
5 4 (4.71%) JavaScript
5 4 (4.71%) Scala
5 4 (4.71%) Shell Script
6 2 (2.35%) C#
6 2 (2.35%) COBOL
7 1 (1.18%) Perl
7 1 (1.18%) PHP
7 1 (1.18%) PL/SQL
7 1 (1.18%) R
7 1 (1.18%) VB
Qualifications
1 5 (5.88%) Security Cleared
2 4 (4.71%) SC Cleared
3 2 (2.35%) Degree
4 1 (1.18%) CCNA
4 1 (1.18%) CEH
4 1 (1.18%) Cisco Certification
4 1 (1.18%) CISM
4 1 (1.18%) CISSP
4 1 (1.18%) Computer Science Degree
4 1 (1.18%) ISEB
4 1 (1.18%) ISTQB
4 1 (1.18%) MCSE
4 1 (1.18%) Microsoft Certification
4 1 (1.18%) PMI Certification
4 1 (1.18%) PMP
Quality Assurance & Compliance
1 17 (20.00%) PMO
2 3 (3.53%) Data Quality
3 2 (2.35%) GDPR
3 2 (2.35%) QA
System Software
1 7 (8.24%) Apache Flume
2 6 (7.06%) Docker
3 2 (2.35%) Active Directory
4 1 (1.18%) VMware Infrastructure
4 1 (1.18%) vSphere
Systems Management
1 6 (7.06%) Ansible
2 3 (3.53%) Puppet
3 2 (2.35%) Terraform
4 1 (1.18%) Kubernetes
Vendors
1 10 (11.76%) Informatica
1 10 (11.76%) Talend
2 9 (10.59%) IBM
3 8 (9.41%) Microsoft
4 5 (5.88%) Cloudera
4 5 (5.88%) Oracle
4 5 (5.88%) Splunk
5 4 (4.71%) Cognos
6 3 (3.53%) Hortonworks
6 3 (3.53%) Netezza
6 3 (3.53%) Tableau
7 2 (2.35%) Alteryx
7 2 (2.35%) VMware
8 1 (1.18%) Ab Initio
8 1 (1.18%) BMC
8 1 (1.18%) SAP
8 1 (1.18%) Zend
8 1 (1.18%) Zoho