Job Vacancy Trend Daily Rate Trend Daily Rate Histogram Hourly Rate Trend Hourly Rate Histogram Job Locations Skill Sets
Period
to 16 October 2018

The following table provides summary statistics for contract job vacancies advertised in England 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 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
UK > England
6 months to
16 Oct 2018		 Same period 2017 Same period 2016
Rank 101 102 88
Rank change year-on-year +1 -14 -30
Contract jobs citing Data Warehouse 2,327 2,241 2,599
As % of all contract IT jobs advertised in England 2.47% 2.46% 2.65%
As % of the Database & Business Intelligence category 10.88% 11.08% 11.82%
Number of daily rates quoted 1,662 1,589 1,802
England median daily rate £450 £450 £425
Median daily rate % change year-on-year - +5.88% -
10th Percentile £325 £319 £300
90th Percentile £613 £608 £613
UK median daily rate £450 £450 £425
% change year-on-year - +5.88% -
Number of hourly rates quoted 13 12 29
England median hourly rate £22.00 £27.00 £38.75
Median hourly rate % change year-on-year -18.52% -30.32% +29.17%
10th Percentile £10.56 £16.30 £14.25
90th Percentile £59.21 £49.38 £52.25
UK median hourly rate £22.00 £27.00 £38.75
% change year-on-year -18.52% -30.32% +29.17%

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 England with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
England
Contract vacancies with a requirement for database or business intelligence skills 21,386 20,223 21,993
As % of all contract IT jobs advertised in England 22.69% 22.17% 22.45%
Number of daily rates quoted 15,076 13,791 14,829
England median daily rate £475 £450 £425
Median daily rate % change year-on-year +5.56% +5.88% +6.25%
10th Percentile £313 £308 £287
90th Percentile £638 £625 £600
UK median daily rate £475 £450 £425
% change year-on-year +5.56% +5.88% +6.25%
Number of hourly rates quoted 218 261 346
England median hourly rate £32.24 £30.50 £28.50
Median hourly rate % change year-on-year +5.70% +7.02% +3.64%
10th Percentile £13.90 £13.50 £11.38
90th Percentile £56.01 £52.50 £48.75
UK median hourly rate £32.00 £30.00 £28.50
% change year-on-year +6.67% +5.26% +1.33%

Data Warehouse
Job Vacancy Trend in England

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

Job vacancy trend for Data Warehouse in England

Data Warehouse
Contractor Daily Rate Trend in England

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

Contractor daily rate trend for Data Warehouse in England

Data Warehouse
Contractor Daily Rate Histogram in England

The daily rate distribution of IT jobs citing Data Warehouse in England over the 6 months to 16 October 2018.

Contractor daily rate histogram for Data Warehouse in England

Data Warehouse
Contractor Hourly Rate Trend in England

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

Contractor hourly rate trend for Data Warehouse in England

Data Warehouse
Contractor Hourly Rate Histogram in England

The hourly rate distribution of IT jobs citing Data Warehouse in England over the 6 months to 16 October 2018.

Contractor hourly rate histogram for Data Warehouse in England

Data Warehouse
Contract Job Locations in England

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 England region over the 6 months to 16 October 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
London +5 1,174 £495 +4.21% 299
South East -36 331 £450 +5.88% 83
North of England -24 285 £400 -5.88% 139
South West -1 215 £438 +2.94% 53
Midlands +4 186 £400 -5.88% 60
Yorkshire -4 140 £414 -2.65% 44
East of England +16 134 £450 - 43
North West -38 119 £400 -5.88% 73
East Midlands +26 94 £400 - 26
West Midlands -24 90 £438 -2.78% 34
North East +1 26 £375 -26.83% 22
Data Warehouse
UK

For the 6 months to 16 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 England region with a requirement for Data Warehouse.

1 1,354 (58.19%) SQL
2 1,251 (53.76%) Business Intelligence
3 931 (40.01%) ETL
4 829 (35.63%) SQL Server
5 699 (30.04%) Agile Software Development
6 674 (28.96%) Finance
7 673 (28.92%) SQL Server Integration Services
8 522 (22.43%) Microsoft
9 514 (22.09%) Data Modelling
10 468 (20.11%) Analytics
11 464 (19.94%) SQL Server Reporting Services
12 415 (17.83%) Oracle
13 385 (16.54%) Microsoft Azure
14 381 (16.37%) T-SQL
15 378 (16.24%) SQL Server Analysis Services
15 378 (16.24%) Power BI
16 370 (15.90%) Big Data
17 309 (13.28%) Analytical Skills
18 272 (11.69%) Hadoop
19 251 (10.79%) Migration
20 249 (10.70%) Relational Database
21 242 (10.40%) Amazon AWS
22 240 (10.31%) Data Quality
23 237 (10.18%) Tableau
24 230 (9.88%) Visualisation
25 224 (9.63%) Scrum
26 223 (9.58%) Data Lake
27 222 (9.54%) Data Analysis
28 217 (9.33%) Banking
29 204 (8.77%) Data Integration

Data Warehouse
Co-occurring IT Skills in England 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
1 184 (7.91%) Apache Spark
2 83 (3.57%) SAS
3 53 (2.28%) SharePoint
4 47 (2.02%) Apache
5 27 (1.16%) Confluence
6 24 (1.03%) IIS
7 22 (0.95%) Apache Pig
8 16 (0.69%) Elasticsearch
9 12 (0.52%) Apache Solr
10 8 (0.34%) Tomcat
11 7 (0.30%) Alfresco
11 7 (0.30%) Liferay
12 5 (0.21%) Documentum
12 5 (0.21%) JBoss
13 4 (0.17%) Adobe Experience Manager
13 4 (0.17%) Drupal
13 4 (0.17%) FileNet
13 4 (0.17%) LiveCycle
13 4 (0.17%) LiveLink
13 4 (0.17%) WildFly
Applications
1 173 (7.43%) Microsoft Excel
2 35 (1.50%) Microsoft Office
3 26 (1.12%) Microsoft PowerPoint
4 24 (1.03%) MS Visio
5 15 (0.64%) Microsoft Project
6 6 (0.26%) Spreadsheet
7 3 (0.13%) SPSS
7 3 (0.13%) Stata
8 1 (0.043%) Shockwave
Business Applications
1 12 (0.52%) HFM
2 11 (0.47%) Oracle EBS
2 11 (0.47%) SAP S/4HANA
3 10 (0.43%) Dynamics CRM
4 9 (0.39%) Infor M3
4 9 (0.39%) Markit EDM
4 9 (0.39%) Oracle ERP
5 7 (0.30%) Cognos Business Intelligence
5 7 (0.30%) Hyperion Planning
5 7 (0.30%) SAP Oil and Gas
6 6 (0.26%) Dynamics AX
6 6 (0.26%) JDE EnterpriseOne
7 5 (0.21%) Oracle Financials
8 4 (0.17%) Cognos TM1
8 4 (0.17%) FastStats
9 3 (0.13%) Adobe Campaign
9 3 (0.13%) Oracle Applications
9 3 (0.13%) Oracle Procure-to-Pay
9 3 (0.13%) Unica
10 2 (0.086%) Workday HCM
Cloud Services
1 385 (16.54%) Microsoft Azure
2 242 (10.40%) Amazon AWS
3 88 (3.78%) Azure Data Factory
4 55 (2.36%) PaaS
5 50 (2.15%) Amazon S3
6 40 (1.72%) Amazon EC2
7 33 (1.42%) Amazon EMR
8 31 (1.33%) Google Cloud Platform
9 30 (1.29%) IaaS
10 27 (1.16%) Serverless
11 22 (0.95%) Data Lake Analytics
12 21 (0.90%) Amazon Kinesis
12 21 (0.90%) AWS Lambda
13 18 (0.77%) SaaS
14 17 (0.73%) Office 365
15 16 (0.69%) Cortana Intelligence Suite
16 15 (0.64%) Azure Machine Learning
16 15 (0.64%) Google Analytics
17 13 (0.56%) GitHub
18 10 (0.43%) Dynamics 365
Communications & Networking
1 20 (0.86%) SMS
2 17 (0.73%) Firewall
3 10 (0.43%) SAN
3 10 (0.43%) VPN
4 9 (0.39%) FTP
4 9 (0.39%) Internet
5 7 (0.30%) Kerberos
6 5 (0.21%) Intranet
6 5 (0.21%) WAN
7 4 (0.17%) Ethernet
7 4 (0.17%) HTTP
7 4 (0.17%) LAN
7 4 (0.17%) Profibus
7 4 (0.17%) SMTP
7 4 (0.17%) SSL
8 3 (0.13%) Cisco Firepower
8 3 (0.13%) MQTT
9 2 (0.086%) DNS
9 2 (0.086%) Radio Access Network
9 2 (0.086%) VoIP
Database & Business Intelligence
1 829 (35.63%) SQL Server
2 673 (28.92%) SQL Server Integration Services
3 464 (19.94%) SQL Server Reporting Services
4 378 (16.24%) Power BI
4 378 (16.24%) SQL Server Analysis Services
5 370 (15.90%) Big Data
6 272 (11.69%) Hadoop
7 249 (10.70%) Relational Database
8 223 (9.58%) Data Lake
9 181 (7.78%) OLAP
10 168 (7.22%) Apache Hive
11 143 (6.15%) NoSQL
12 126 (5.41%) Enterprise Data Warehouse
13 125 (5.37%) Oracle Database
14 118 (5.07%) SQL Server 2008
15 117 (5.03%) SQL Server 2016
16 109 (4.68%) BusinessObjects
17 107 (4.60%) Azure SQL Data Warehouse
18 101 (4.34%) Star Schema
19 98 (4.21%) SQL Server 2012
Development Applications
1 97 (4.17%) JIRA
2 85 (3.65%) Git (software)
2 85 (3.65%) Team Foundation Server
3 71 (3.05%) Jenkins
4 59 (2.54%) Visual Studio
5 38 (1.63%) ERwin
6 32 (1.38%) Visual Studio Team System
7 31 (1.33%) Toad
8 23 (0.99%) Subversion
9 18 (0.77%) Maven
10 17 (0.73%) Selenium
11 14 (0.60%) TeamCity
12 12 (0.52%) JUnit
13 11 (0.47%) GitLab
13 11 (0.47%) Octopus Deploy
13 11 (0.47%) SonarQube
14 10 (0.43%) Cucumber
14 10 (0.43%) SoapUI
15 9 (0.39%) DbUnit
15 9 (0.39%) Mockito
General
1 674 (28.96%) Finance
2 217 (9.33%) Banking
3 194 (8.34%) Retail
4 78 (3.35%) Investment Banking
5 63 (2.71%) Marketing
6 43 (1.85%) Manufacturing
7 35 (1.50%) Telecoms
8 32 (1.38%) Front Office
9 31 (1.33%) Legal
10 24 (1.03%) Publishing
11 20 (0.86%) Pharmaceutical
12 19 (0.82%) Law
13 17 (0.73%) Games
14 15 (0.64%) Financial Institution
15 14 (0.60%) Automotive
15 14 (0.60%) Billing
16 11 (0.47%) Advertising
17 10 (0.43%) Retail Banking
18 9 (0.39%) Electronics
19 8 (0.34%) Back Office
Job Titles
1 1,014 (43.58%) Developer
2 362 (15.56%) Analyst
3 353 (15.17%) Business Intelligence Developer
4 294 (12.63%) SQL Developer
5 242 (10.40%) Architect
6 162 (6.96%) Data Engineer
7 147 (6.32%) ETL Developer
8 140 (6.02%) Business Analyst
8 140 (6.02%) Data Warehouse Developer
9 136 (5.84%) Data Architect
10 119 (5.11%) Data Analyst
10 119 (5.11%) SSIS Developer
11 111 (4.77%) Consultant
12 110 (4.73%) Project Manager
13 98 (4.21%) Business Intelligence Analyst
14 90 (3.87%) SQL BI Developer
15 82 (3.52%) Senior Developer
16 65 (2.79%) Power BI Developer
17 61 (2.62%) SSRS Developer
18 58 (2.49%) Hadoop Engineer
Libraries, Frameworks & Software Standards
1 153 (6.57%) .NET
2 125 (5.37%) Kafka
3 116 (4.98%) XML
4 102 (4.38%) Web Services
5 63 (2.71%) MDX
6 54 (2.32%) JSON
7 50 (2.15%) RESTful
8 47 (2.02%) HTML
9 42 (1.80%) Node.js
10 37 (1.59%) CSS
11 29 (1.25%) SOAP
12 28 (1.20%) AngularJS
13 27 (1.16%) Spring
14 26 (1.12%) Middleware
15 23 (0.99%) J2EE
16 22 (0.95%) ASP.NET
16 22 (0.95%) HTML5
17 21 (0.90%) jQuery
17 21 (0.90%) REST
18 20 (0.86%) XSD
Miscellaneous
1 309 (13.28%) Analytical Skills
2 98 (4.21%) NHS
3 78 (3.35%) Data Structures
4 66 (2.84%) Greenfield Project
5 64 (2.75%) Management Information System
6 53 (2.28%) Computer Science
7 38 (1.63%) Self-Motivation
8 37 (1.59%) Replication
9 35 (1.50%) User Experience
10 32 (1.38%) Fixed Income
11 29 (1.25%) Enterprise Software
12 28 (1.20%) Reinsurance
13 27 (1.16%) Taxonomies
14 25 (1.07%) Algorithms
14 25 (1.07%) Derivative
15 24 (1.03%) Reference Data
16 22 (0.95%) Private Cloud
17 19 (0.82%) Fintech
18 15 (0.64%) Equities
19 13 (0.56%) Hedge funds
Operating Systems
1 124 (5.33%) Unix
2 112 (4.81%) Linux
3 68 (2.92%) Windows
4 26 (1.12%) Windows Server
5 19 (0.82%) Apple iOS
6 16 (0.69%) Android
7 10 (0.43%) AIX
8 9 (0.39%) Solaris
9 7 (0.30%) Red Hat Enterprise Linux
9 7 (0.30%) VMS
10 6 (0.26%) Windows Server 2003
10 6 (0.26%) Windows Server 2012
11 2 (0.086%) Windows 10
11 2 (0.086%) Windows 7
11 2 (0.086%) Windows Server 2008
11 2 (0.086%) Windows XP
11 2 (0.086%) zOS
12 1 (0.043%) CentOS
12 1 (0.043%) HPUX
12 1 (0.043%) Ubuntu
Processes & Methodologies
1 1,251 (53.76%) Business Intelligence
2 931 (40.01%) ETL
3 699 (30.04%) Agile Software Development
4 514 (22.09%) Data Modelling
5 468 (20.11%) Analytics
6 251 (10.79%) Migration
7 230 (9.88%) Visualisation
8 224 (9.63%) Scrum
9 222 (9.54%) Data Analysis
10 204 (8.77%) Data Integration
11 199 (8.55%) Kimball Methodology
12 195 (8.38%) Problem-Solving
13 189 (8.12%) Dimensional Modelling
14 165 (7.09%) Stakeholder Management
15 162 (6.96%) Data Management
16 156 (6.70%) Data Architecture
17 151 (6.49%) ETL Development
18 150 (6.45%) Data Science
18 150 (6.45%) Project Management
19 149 (6.40%) Performance Tuning
Programming Languages
1 1,354 (58.19%) SQL
2 381 (16.37%) T-SQL
3 200 (8.59%) Python
4 167 (7.18%) Java
5 161 (6.92%) C#
6 148 (6.36%) PL/SQL
7 75 (3.22%) PowerShell
8 67 (2.88%) Scala
9 64 (2.75%) R
10 63 (2.71%) VBA
11 60 (2.58%) JavaScript
12 57 (2.45%) Data Analysis Expressions (DAX)
13 52 (2.23%) VB
14 49 (2.11%) Shell Script
15 36 (1.55%) Bash Shell
16 32 (1.38%) Perl
17 24 (1.03%) C
18 23 (0.99%) VB.NET
19 19 (0.82%) MATLAB
19 19 (0.82%) PHP
Qualifications
1 100 (4.30%) Security Cleared
2 87 (3.74%) Degree
3 82 (3.52%) SC Cleared
4 30 (1.29%) Computer Science Degree
5 19 (0.82%) Master's Degree
6 18 (0.77%) ISEB
7 17 (0.73%) PMP
8 15 (0.64%) PMI Certification
9 12 (0.52%) ISTQB
9 12 (0.52%) Microsoft Certification
10 8 (0.34%) BPSS Clearance
10 8 (0.34%) DBS Check
11 7 (0.30%) ISTQB Foundation Certification
12 6 (0.26%) AWS Certification
12 6 (0.26%) CISSP
12 6 (0.26%) Numerate Degree
12 6 (0.26%) TOGAF Certification
13 4 (0.17%) DV Cleared
13 4 (0.17%) ITIL Certification
13 4 (0.17%) MCSE
Quality Assurance & Compliance
1 240 (10.31%) Data Quality
2 103 (4.43%) QA
3 84 (3.61%) PMO
4 53 (2.28%) GDPR
5 10 (0.43%) IFRS
5 10 (0.43%) MiFID
5 10 (0.43%) Solvency II
6 7 (0.30%) PCI DSS
7 4 (0.17%) Basel II
7 4 (0.17%) EMIR
8 3 (0.13%) IFRS 9
8 3 (0.13%) ISO 9000
9 2 (0.086%) GAAP
9 2 (0.086%) HL7
9 2 (0.086%) ISO 9001
9 2 (0.086%) ISO 9002
9 2 (0.086%) TickIT
9 2 (0.086%) WCAG
10 1 (0.043%) Basel III
10 1 (0.043%) ISO/IEC 27001
System Software
1 45 (1.93%) Docker
2 36 (1.55%) Apache Flume
2 36 (1.55%) HDFS
3 34 (1.46%) Active Directory
4 20 (0.86%) VMware Infrastructure
5 10 (0.43%) Virtual Machines
6 9 (0.39%) vSphere
7 8 (0.34%) Apache ZooKeeper
7 8 (0.34%) VMware ESXi
8 5 (0.21%) Hyper-V
8 5 (0.21%) Oracle RAC
9 2 (0.086%) NFS
9 2 (0.086%) Veritas Volume Manager
10 1 (0.043%) Cronacle
10 1 (0.043%) VirtualBox
10 1 (0.043%) Xen
Systems Management
1 74 (3.18%) Oozie
2 22 (0.95%) Terraform
3 20 (0.86%) Puppet
4 17 (0.73%) Kubernetes
5 16 (0.69%) Ansible
6 15 (0.64%) Opscode Chef
7 11 (0.47%) Hadoop YARN
7 11 (0.47%) HP Quality Center
8 8 (0.34%) Control-M
9 7 (0.30%) Data Guard
9 7 (0.30%) HP ALM
10 6 (0.26%) Kibana
10 6 (0.26%) Oracle RMAN
10 6 (0.26%) Packer
11 5 (0.21%) Failover Clustering
12 4 (0.17%) Consul
13 3 (0.13%) Microsoft Clustering
13 3 (0.13%) Nagios
13 3 (0.13%) Oracle EDQ
13 3 (0.13%) Tivoli
Vendors
1 522 (22.43%) Microsoft
2 415 (17.83%) Oracle
3 237 (10.18%) Tableau
4 146 (6.27%) Informatica
5 134 (5.76%) SAP
6 81 (3.48%) Teradata
7 74 (3.18%) IBM
8 65 (2.79%) Talend
9 60 (2.58%) Google
10 51 (2.19%) Cognos
11 44 (1.89%) MicroStrategy
12 41 (1.76%) Cloudera
13 39 (1.68%) Ab Initio
14 35 (1.50%) Netezza
15 31 (1.33%) Alteryx
15 31 (1.33%) Salesforce.com
16 29 (1.25%) Hortonworks
17 27 (1.16%) VMware
18 21 (0.90%) RedGate
19 19 (0.82%) Databricks