Period
to 19 July 2018

The following table provides summary statistics for contract job vacancies advertised in 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 19 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
England > Yorkshire
6 months to
19 Jul 2018
Same period 2017 Same period 2016
Rank 91 86 62
Rank change year-on-year -5 -24 -3
Contract jobs citing Data Warehouse 125 103 194
As % of all contract IT jobs advertised in Yorkshire 2.50% 2.42% 3.36%
As % of the Database & Business Intelligence category 11.08% 10.39% 13.97%
Number of daily rates quoted 93 69 152
Yorkshire median daily rate £425 £400 £400
Median daily rate % change year-on-year +6.25% - +14.29%
10th Percentile £314 £325 £307
90th Percentile £535 £615 £757
England median daily rate £463 £450 £430
% change year-on-year +2.78% +4.65% +1.18%
Number of hourly rates quoted 0 1 2
Yorkshire median hourly rate - £34.24 £23.00
Median hourly rate % change year-on-year - +48.87% -
England median hourly rate £30.75 £34.62 £22.56
% change year-on-year -11.18% +53.47% -33.65%

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 Yorkshire with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Yorkshire
Contract vacancies with a requirement for database or business intelligence skills 1,128 991 1,389
As % of all contract IT jobs advertised in Yorkshire 22.58% 23.27% 24.09%
Number of daily rates quoted 797 636 992
Yorkshire median daily rate £400 £390 £380
Median daily rate % change year-on-year +2.56% +2.63% +8.57%
10th Percentile £300 £288 £285
90th Percentile £538 £538 £550
England median daily rate £475 £450 £425
% change year-on-year +5.56% +5.88% +6.25%
Number of hourly rates quoted 14 13 22
Yorkshire median hourly rate £21.42 £19.00 £15.13
Median hourly rate % change year-on-year +12.71% +25.62% -23.42%
10th Percentile £16.48 £12.80 £12.03
90th Percentile £34.63 £34.85 £33.75
England median hourly rate £33.50 £29.56 £28.50
% change year-on-year +13.33% +3.72% +14.00%

Data Warehouse
Job Vacancy Trend in Yorkshire

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

Job vacancy trend for Data Warehouse in Yorkshire

Data Warehouse
Contractor Daily Rate Trend in Yorkshire

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

Contractor daily rate trend for Data Warehouse in Yorkshire

Data Warehouse
Contractor Daily Rate Histogram in Yorkshire

The daily rate distribution of IT jobs citing Data Warehouse in Yorkshire over the 6 months to 19 July 2018.

Contractor daily rate histogram for Data Warehouse in Yorkshire

Data Warehouse
Contractor Hourly Rate Trend in Yorkshire

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

Contractor hourly rate trend for Data Warehouse in Yorkshire

Data Warehouse
Contract Job Locations in 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 Yorkshire region over the 6 months to 19 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
West Yorkshire +14 85 £440 +8.31% 37
South Yorkshire -11 22 £425 - 10
East Yorkshire +3 5 £465 +30.53%
North Yorkshire -3 5 £413 -43.10% 6
Data Warehouse
England

For the 6 months to 19 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 Yorkshire region with a requirement for Data Warehouse.

1 78 (62.40%) Business Intelligence
2 69 (55.20%) SQL
3 68 (54.40%) ETL
4 41 (32.80%) Agile Software Development
5 32 (25.60%) SQL Server Integration Services
5 32 (25.60%) SQL Server
6 30 (24.00%) Oracle
7 24 (19.20%) Data Modelling
7 24 (19.20%) Python
7 24 (19.20%) Analytics
8 23 (18.40%) Big Data
8 23 (18.40%) Retail
9 22 (17.60%) Finance
9 22 (17.60%) Hadoop
10 21 (16.80%) Relational Database
11 20 (16.00%) PMO
11 20 (16.00%) NHS
12 19 (15.20%) Informatica
13 16 (12.80%) Apache Spark
13 16 (12.80%) SQL Server Reporting Services
14 15 (12.00%) Data Integration
14 15 (12.00%) IBM
14 15 (12.00%) T-SQL
15 14 (11.20%) PL/SQL
15 14 (11.20%) Migration
15 14 (11.20%) Apache Hive
16 13 (10.40%) Amazon AWS
16 13 (10.40%) Problem-Solving
16 13 (10.40%) Scrum
16 13 (10.40%) Toad

Data Warehouse
Co-occurring IT Skills in 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 16 (12.80%) Apache Spark
2 10 (8.00%) SAS
3 6 (4.80%) SharePoint
4 5 (4.00%) Apache
4 5 (4.00%) Confluence
5 3 (2.40%) Adobe Experience Manager
5 3 (2.40%) Alfresco
5 3 (2.40%) Documentum
5 3 (2.40%) Drupal
5 3 (2.40%) FileNet
5 3 (2.40%) Liferay
5 3 (2.40%) LiveCycle
5 3 (2.40%) LiveLink
6 2 (1.60%) IIS
6 2 (1.60%) MS Exchange
6 2 (1.60%) Oracle Application Server
7 1 (0.80%) Elasticsearch
7 1 (0.80%) Exchange Server 2013
7 1 (0.80%) nginx
7 1 (0.80%) Skype for Business
Applications
1 5 (4.00%) Microsoft Excel
2 2 (1.60%) Microsoft Office
2 2 (1.60%) Microsoft PowerPoint
2 2 (1.60%) Spreadsheet
3 1 (0.80%) MS Visio
Business Applications
1 6 (4.80%) Cognos Business Intelligence
2 5 (4.00%) Cognos TM1
3 2 (1.60%) Oracle Applications
Cloud Services
1 13 (10.40%) Amazon AWS
2 5 (4.00%) GitHub
3 4 (3.20%) Microsoft Azure
4 2 (1.60%) Amazon S3
4 2 (1.60%) AWS Lambda
4 2 (1.60%) Serverless
4 2 (1.60%) Slack
5 1 (0.80%) Amazon EC2
5 1 (0.80%) Cloud Computing
5 1 (0.80%) Trello
Communications & Networking
1 4 (3.20%) DSL
2 2 (1.60%) Firewall
2 2 (1.60%) SMS
3 1 (0.80%) VPN
3 1 (0.80%) WAN
3 1 (0.80%) Wi-Fi
Database & Business Intelligence
1 32 (25.60%) SQL Server
1 32 (25.60%) SQL Server Integration Services
2 23 (18.40%) Big Data
3 22 (17.60%) Hadoop
4 21 (16.80%) Relational Database
5 16 (12.80%) SQL Server Reporting Services
6 14 (11.20%) Apache Hive
7 12 (9.60%) HBase
8 10 (8.00%) NoSQL
8 10 (8.00%) SQL Server Analysis Services
9 9 (7.20%) DataStage
9 9 (7.20%) Oracle ODI
10 8 (6.40%) Data Mart
10 8 (6.40%) OLAP
10 8 (6.40%) Oracle Database
10 8 (6.40%) Pentaho
10 8 (6.40%) Power BI
11 7 (5.60%) BusinessObjects
12 6 (4.80%) SQL Server 2008
13 5 (4.00%) MongoDB
Development Applications
1 13 (10.40%) Toad
2 9 (7.20%) Git (software)
2 9 (7.20%) JIRA
3 4 (3.20%) Jenkins
3 4 (3.20%) Subversion
4 3 (2.40%) Ant
4 3 (2.40%) ERwin
4 3 (2.40%) Xcode
5 2 (1.60%) Burp Suite
5 2 (1.60%) HP UFT
5 2 (1.60%) JMeter
5 2 (1.60%) LoadRunner
5 2 (1.60%) Team Foundation Server
5 2 (1.60%) Visual Studio
6 1 (0.80%) DbUnit
6 1 (0.80%) Mercurial
6 1 (0.80%) Mockito
6 1 (0.80%) Octopus Deploy
6 1 (0.80%) SpecFlow
6 1 (0.80%) SQL Server Management Studio (SSMS)
General
1 23 (18.40%) Retail
2 22 (17.60%) Finance
3 11 (8.80%) Banking
4 3 (2.40%) Manufacturing
5 2 (1.60%) Billing
5 2 (1.60%) Investment Banking
6 1 (0.80%) Law
6 1 (0.80%) Marketing
6 1 (0.80%) Retail Banking
Job Titles
1 65 (52.00%) Developer
2 20 (16.00%) Business Intelligence Developer
3 18 (14.40%) Data Engineer
3 18 (14.40%) ETL Developer
3 18 (14.40%) SQL Developer
4 15 (12.00%) Analyst
5 10 (8.00%) Architect
6 8 (6.40%) Python Developer
7 7 (5.60%) Business Analyst
8 6 (4.80%) Data Architect
9 5 (4.00%) Big Data Developer
9 5 (4.00%) Data Analyst
9 5 (4.00%) Data Warehouse Developer
9 5 (4.00%) Test Analyst
10 4 (3.20%) Business Intelligence Analyst
10 4 (3.20%) Cognos BI Developer
10 4 (3.20%) Data Business Analyst
10 4 (3.20%) DevOps Engineer
10 4 (3.20%) ETL Analyst
10 4 (3.20%) Informatica ETL Developer
Libraries, Frameworks & Software Standards
1 11 (8.80%) Kafka
2 9 (7.20%) Spark Streaming
3 5 (4.00%) Web Services
4 4 (3.20%) SOAP
4 4 (3.20%) Spring
5 3 (2.40%) .NET
5 3 (2.40%) Apache Flex
5 3 (2.40%) CSS
5 3 (2.40%) Dojo
5 3 (2.40%) Ext JS
5 3 (2.40%) Java EE
5 3 (2.40%) jQuery
5 3 (2.40%) JSON
5 3 (2.40%) JSR 170
5 3 (2.40%) OpenGL
5 3 (2.40%) Sencha Touch
5 3 (2.40%) WebGL
5 3 (2.40%) XML
6 2 (1.60%) Node.js
6 2 (1.60%) REST
Miscellaneous
1 20 (16.00%) NHS
2 12 (9.60%) Analytical Skills
3 8 (6.40%) Greenfield Project
4 7 (5.60%) Management Information System
5 3 (2.40%) Clustering
6 2 (1.60%) Data Structures
6 2 (1.60%) Mainframe
7 1 (0.80%) BBC
7 1 (0.80%) Derivative
7 1 (0.80%) Enterprise Software
7 1 (0.80%) Market Risk
7 1 (0.80%) PKI
7 1 (0.80%) Reference Data
7 1 (0.80%) Replication
7 1 (0.80%) Virtual Team
Operating Systems
1 10 (8.00%) Unix
2 7 (5.60%) Windows
3 3 (2.40%) Android
3 3 (2.40%) Apple iOS
3 3 (2.40%) Linux
3 3 (2.40%) Windows Server
4 1 (0.80%) Windows Server 2003
4 1 (0.80%) Windows Server 2008
4 1 (0.80%) Windows Server 2012
4 1 (0.80%) zOS
Processes & Methodologies
1 78 (62.40%) Business Intelligence
2 68 (54.40%) ETL
3 41 (32.80%) Agile Software Development
4 24 (19.20%) Analytics
4 24 (19.20%) Data Modelling
5 15 (12.00%) Data Integration
6 14 (11.20%) Migration
7 13 (10.40%) E-Commerce
7 13 (10.40%) Problem-Solving
7 13 (10.40%) Scrum
8 12 (9.60%) DevOps
8 12 (9.60%) ETL Development
9 11 (8.80%) Data Management
9 11 (8.80%) Data Migration
10 10 (8.00%) MapReduce
11 9 (7.20%) Data Analytics
11 9 (7.20%) Kimball Methodology
11 9 (7.20%) Performance Tuning
11 9 (7.20%) Project Management
12 8 (6.40%) Test Scripting
Programming Languages
1 69 (55.20%) SQL
2 24 (19.20%) Python
3 15 (12.00%) T-SQL
4 14 (11.20%) PL/SQL
5 11 (8.80%) Java
6 9 (7.20%) Shell Script
7 5 (4.00%) JavaScript
7 5 (4.00%) R
8 4 (3.20%) C#
8 4 (3.20%) HiveQL
8 4 (3.20%) Scala
9 3 (2.40%) Objective-C
10 2 (1.60%) COBOL
10 2 (1.60%) Perl
10 2 (1.60%) PHP
11 1 (0.80%) VB
11 1 (0.80%) VBA
Qualifications
1 5 (4.00%) Security Cleared
2 4 (3.20%) SC Cleared
3 3 (2.40%) ISEB
3 3 (2.40%) ISTQB
4 2 (1.60%) Degree
4 2 (1.60%) ITIL Certification
4 2 (1.60%) Oracle Certification
5 1 (0.80%) CCNA
5 1 (0.80%) CEH
5 1 (0.80%) Cisco Certification
5 1 (0.80%) CISM
5 1 (0.80%) CISSP
5 1 (0.80%) Computer Science Degree
5 1 (0.80%) MCSE
5 1 (0.80%) Microsoft Certification
5 1 (0.80%) PMI Certification
5 1 (0.80%) PMP
Quality Assurance & Compliance
1 20 (16.00%) PMO
2 6 (4.80%) QA
3 4 (3.20%) Data Quality
4 2 (1.60%) GDPR
4 2 (1.60%) WCAG
System Software
1 8 (6.40%) Docker
2 7 (5.60%) Apache Flume
3 2 (1.60%) Active Directory
3 2 (1.60%) Oracle RAC
4 1 (0.80%) VMware Infrastructure
4 1 (0.80%) vSphere
Systems Management
1 6 (4.80%) Ansible
2 3 (2.40%) Puppet
3 2 (1.60%) Data Guard
3 2 (1.60%) HP Quality Center
3 2 (1.60%) Nessus
3 2 (1.60%) Oracle Enterprise Manager
3 2 (1.60%) Oracle RMAN
3 2 (1.60%) Oracle Statspack
3 2 (1.60%) Terraform
4 1 (0.80%) Kubernetes
4 1 (0.80%) SCCM
Vendors
1 30 (24.00%) Oracle
2 19 (15.20%) Informatica
3 15 (12.00%) IBM
4 11 (8.80%) Microsoft
4 11 (8.80%) Talend
5 10 (8.00%) Cognos
6 6 (4.80%) Cloudera
6 6 (4.80%) Hortonworks
6 6 (4.80%) Tableau
7 5 (4.00%) Splunk
8 4 (3.20%) SAP
9 3 (2.40%) Adobe
9 3 (2.40%) Alteryx
9 3 (2.40%) FatWire
9 3 (2.40%) Interwoven
9 3 (2.40%) Netezza
9 3 (2.40%) OpenText
9 3 (2.40%) Sencha
9 3 (2.40%) Sitecore
9 3 (2.40%) Vignette