Period
to 23 September 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 23 September 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
23 Sep 2018
Same period 2017 Same period 2016
Rank 88 87 72
Rank change year-on-year -1 -15 -29
Contract jobs citing Data Warehouse 86 70 122
As % of all contract IT jobs advertised in West Yorkshire 2.49% 2.45% 3.10%
As % of the Database & Business Intelligence category 10.25% 10.01% 13.01%
Number of daily rates quoted 64 64 81
West Yorkshire median daily rate £416 £425 £400
Median daily rate % change year-on-year -2.06% +6.25% +12.68%
10th Percentile £315 £333 £306
90th Percentile £496 £615 £488
Yorkshire median daily rate £425 £425 £400
% change year-on-year - +6.25% +14.29%
Number of hourly rates quoted 0 0 0
West Yorkshire median hourly rate - - -
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 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 839 699 938
As % of all contract IT jobs advertised in West Yorkshire 24.30% 24.43% 23.81%
Number of daily rates quoted 593 484 650
West Yorkshire median daily rate £425 £400 £375
Median daily rate % change year-on-year +6.25% +6.67% +7.14%
10th Percentile £319 £313 £290
90th Percentile £550 £536 £513
Yorkshire median daily rate £413 £400 £385
% change year-on-year +3.13% +3.90% +10.00%
Number of hourly rates quoted 14 4 11
West Yorkshire median hourly rate £17.00 £19.75 £16.09
Median hourly rate % change year-on-year -13.92% +22.75% -8.06%
10th Percentile £12.70 £13.00 £13.50
90th Percentile £33.53 £24.60 £31.50
Yorkshire median hourly rate £17.00 £19.50 £14.00
% change year-on-year -12.82% +39.29% -20.00%

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 23 September 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 23 September 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 +6 59 £425 - 11
Bradford -4 14 £355 -38.26% 8
Wakefield +4 3 £475 - 1
Halifax +1 1 £356 -18.95%
Data Warehouse
Yorkshire

For the 6 months to 23 September 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 51 (59.30%) ETL
2 47 (54.65%) Business Intelligence
3 45 (52.33%) SQL
4 35 (40.70%) SQL Server
4 35 (40.70%) SQL Server Integration Services
5 30 (34.88%) Agile Software Development
6 25 (29.07%) SQL Server Reporting Services
7 20 (23.26%) Analytics
8 19 (22.09%) T-SQL
8 19 (22.09%) Data Modelling
9 16 (18.60%) ETL Development
10 15 (17.44%) Retail
11 14 (16.28%) NHS
12 13 (15.12%) C#
12 13 (15.12%) Finance
12 13 (15.12%) Big Data
12 13 (15.12%) Relational Database
12 13 (15.12%) PMO
13 12 (13.95%) SQL Server 2016
13 12 (13.95%) SQL Server Analysis Services
13 12 (13.95%) Hadoop
13 12 (13.95%) Migration
14 11 (12.79%) Python
15 10 (11.63%) Unix
15 10 (11.63%) Data Management
15 10 (11.63%) Kimball Methodology
16 9 (10.47%) Data Migration
16 9 (10.47%) Data Integration
16 9 (10.47%) Scrum
16 9 (10.47%) IBM

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 3 (3.49%) SAS
2 2 (2.33%) Apache Spark
2 2 (2.33%) Confluence
2 2 (2.33%) SharePoint
3 1 (1.16%) Apache
3 1 (1.16%) Elasticsearch
3 1 (1.16%) nginx
Applications
1 4 (4.65%) Microsoft Excel
2 2 (2.33%) Microsoft Office
2 2 (2.33%) Microsoft PowerPoint
3 1 (1.16%) MS Visio
Business Applications
1 3 (3.49%) Cognos Business Intelligence
2 2 (2.33%) Cognos TM1
Cloud Services
1 8 (9.30%) Amazon AWS
2 3 (3.49%) Amazon S3
2 3 (3.49%) Microsoft Azure
3 2 (2.33%) Amazon EC2
3 2 (2.33%) AWS Lambda
3 2 (2.33%) Serverless
4 1 (1.16%) Amazon CloudWatch
4 1 (1.16%) AWS CloudTrail
4 1 (1.16%) Cloud Computing
4 1 (1.16%) GitHub
4 1 (1.16%) Trello
4 1 (1.16%) Virtual Private Cloud
Communications & Networking
1 1 (1.16%) Firewall
1 1 (1.16%) SMS
1 1 (1.16%) VPN
Database & Business Intelligence
1 35 (40.70%) SQL Server
1 35 (40.70%) SQL Server Integration Services
2 25 (29.07%) SQL Server Reporting Services
3 13 (15.12%) Big Data
3 13 (15.12%) Relational Database
4 12 (13.95%) Hadoop
4 12 (13.95%) SQL Server 2016
4 12 (13.95%) SQL Server Analysis Services
5 9 (10.47%) DataStage
6 8 (9.30%) Data Mart
7 6 (6.98%) NoSQL
8 5 (5.81%) Power BI
8 5 (5.81%) Riak
8 5 (5.81%) SQL Server 2008
9 4 (4.65%) RDBMS
9 4 (4.65%) SSDT
10 3 (3.49%) Cognos Report Studio
10 3 (3.49%) MongoDB
10 3 (3.49%) OLAP
10 3 (3.49%) Pentaho
Development Applications
1 7 (8.14%) JIRA
2 5 (5.81%) Git (software)
3 4 (4.65%) Octopus Deploy
3 4 (4.65%) Team Foundation Server
3 4 (4.65%) TeamCity
3 4 (4.65%) Visual Studio
4 3 (3.49%) Jenkins
5 2 (2.33%) ERwin
5 2 (2.33%) SpecFlow
6 1 (1.16%) DbUnit
6 1 (1.16%) GitLab
6 1 (1.16%) jMock
6 1 (1.16%) JUnit
6 1 (1.16%) Maven
6 1 (1.16%) Mercurial
6 1 (1.16%) Mockito
6 1 (1.16%) SoapUI
6 1 (1.16%) SonarQube
6 1 (1.16%) Subversion
6 1 (1.16%) Toad
General
1 15 (17.44%) Retail
2 13 (15.12%) Finance
3 6 (6.98%) Banking
4 1 (1.16%) Manufacturing
4 1 (1.16%) Marketing
4 1 (1.16%) Retail Banking
Job Titles
1 57 (66.28%) Developer
2 24 (27.91%) SQL Developer
3 17 (19.77%) ETL Developer
4 11 (12.79%) Business Intelligence Developer
5 9 (10.47%) Analyst
6 7 (8.14%) Python Developer
7 6 (6.98%) Data Engineer
8 5 (5.81%) Architect
9 4 (4.65%) Data Analyst
9 4 (4.65%) Data Architect
9 4 (4.65%) Data Warehouse Developer
9 4 (4.65%) Senior Developer
9 4 (4.65%) SSIS Developer
9 4 (4.65%) Test Analyst
10 3 (3.49%) AWS Developer
10 3 (3.49%) Business Intelligence Analyst
10 3 (3.49%) Cognos BI Developer
10 3 (3.49%) Cognos Developer
10 3 (3.49%) Java Developer
10 3 (3.49%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 2 (2.33%) Node.js
1 2 (2.33%) React
1 2 (2.33%) SOAP
1 2 (2.33%) Web Services
2 1 (1.16%) Apache Camel
2 1 (1.16%) Doctrine
2 1 (1.16%) J2EE
2 1 (1.16%) Kafka
2 1 (1.16%) Pandas
2 1 (1.16%) PowerMock
2 1 (1.16%) PySpark
2 1 (1.16%) RabbitMQ
2 1 (1.16%) RESTful
2 1 (1.16%) Spring
2 1 (1.16%) Spring Boot
Miscellaneous
1 14 (16.28%) NHS
2 5 (5.81%) Mainframe
3 4 (4.65%) Analytical Skills
3 4 (4.65%) Management Information System
4 3 (3.49%) Greenfield Project
5 2 (2.33%) Data Structures
6 1 (1.16%) BBC
6 1 (1.16%) Linux Command Line
6 1 (1.16%) PKI
6 1 (1.16%) Private Cloud
6 1 (1.16%) Public Cloud
6 1 (1.16%) Reference Data
6 1 (1.16%) Virtual Team
Operating Systems
1 10 (11.63%) Unix
2 3 (3.49%) Linux
2 3 (3.49%) Windows
3 1 (1.16%) Windows Server
3 1 (1.16%) zOS
Processes & Methodologies
1 51 (59.30%) ETL
2 47 (54.65%) Business Intelligence
3 30 (34.88%) Agile Software Development
4 20 (23.26%) Analytics
5 19 (22.09%) Data Modelling
6 16 (18.60%) ETL Development
7 12 (13.95%) Migration
8 10 (11.63%) Data Management
8 10 (11.63%) Kimball Methodology
9 9 (10.47%) Data Integration
9 9 (10.47%) Data Migration
9 9 (10.47%) Scrum
10 8 (9.30%) E-Commerce
11 7 (8.14%) Data Analytics
11 7 (8.14%) Data Mapping
12 6 (6.98%) Business Analysis
12 6 (6.98%) Problem-Solving
12 6 (6.98%) Project Management
12 6 (6.98%) Stakeholder Management
12 6 (6.98%) Test Automation
Programming Languages
1 45 (52.33%) SQL
2 19 (22.09%) T-SQL
3 13 (15.12%) C#
4 11 (12.79%) Python
5 8 (9.30%) VBA
6 6 (6.98%) Java
7 4 (4.65%) COBOL
8 2 (2.33%) Scala
9 1 (1.16%) C++
9 1 (1.16%) JavaScript
9 1 (1.16%) Perl
9 1 (1.16%) PHP
9 1 (1.16%) PL/SQL
9 1 (1.16%) PowerShell
9 1 (1.16%) R
9 1 (1.16%) Ruby
9 1 (1.16%) Shell Script
9 1 (1.16%) VB
Qualifications
1 2 (2.33%) Degree
2 1 (1.16%) CCNA
2 1 (1.16%) CEH
2 1 (1.16%) Cisco Certification
2 1 (1.16%) CISM
2 1 (1.16%) CISSP
2 1 (1.16%) Computer Science Degree
2 1 (1.16%) ISEB
2 1 (1.16%) ISTQB
2 1 (1.16%) MCSE
2 1 (1.16%) Microsoft Certification
2 1 (1.16%) PMI Certification
2 1 (1.16%) PMP
Quality Assurance & Compliance
1 13 (15.12%) PMO
2 4 (4.65%) Data Quality
2 4 (4.65%) QA
3 2 (2.33%) GDPR
System Software
1 3 (3.49%) Docker
2 1 (1.16%) Active Directory
2 1 (1.16%) VMware Infrastructure
2 1 (1.16%) vSphere
Systems Management
1 2 (2.33%) Ansible
1 2 (2.33%) Kubernetes
1 2 (2.33%) Terraform
2 1 (1.16%) Opscode Chef
2 1 (1.16%) Puppet
2 1 (1.16%) Rancher
Vendors
1 9 (10.47%) IBM
1 9 (10.47%) Microsoft
2 6 (6.98%) Hortonworks
3 5 (5.81%) Oracle
3 5 (5.81%) Tableau
4 3 (3.49%) Cognos
5 2 (2.33%) Alteryx
5 2 (2.33%) Cloudera
5 2 (2.33%) Netezza
5 2 (2.33%) VMware
6 1 (1.16%) Ab Initio
6 1 (1.16%) BMC
6 1 (1.16%) RedGate
6 1 (1.16%) SAP
6 1 (1.16%) Splunk
6 1 (1.16%) Zend
6 1 (1.16%) Zoho