Period
to 15 August 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 15 August 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
15 Aug 2018
Same period 2017 Same period 2016
Rank 97 102 89
Rank change year-on-year +5 -13 -33
Contract jobs citing Data Warehouse 2,400 2,229 2,590
As % of all contract IT jobs advertised in England 2.57% 2.53% 2.57%
As % of the Database & Business Intelligence category 11.19% 11.17% 11.54%
Number of daily rates quoted 1,729 1,569 1,834
England median daily rate £463 £450 £430
Median daily rate % change year-on-year +2.78% +4.65% +1.18%
10th Percentile £325 £319 £305
90th Percentile £613 £590 £638
UK median daily rate £450 £450 £425
% change year-on-year - +5.88% -
Number of hourly rates quoted 12 3 22
England median hourly rate £30.75 £16.50 £23.00
Median hourly rate % change year-on-year +86.36% -28.26% -30.30%
10th Percentile £10.53 £13.05 £14.25
90th Percentile £118.10 £31.45 £52.25
UK median hourly rate £26.50 £25.75 £23.00
% change year-on-year +2.91% +11.96% -29.23%

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 21,440 19,952 22,451
As % of all contract IT jobs advertised in England 22.95% 22.64% 22.25%
Number of daily rates quoted 15,124 13,424 15,241
England median daily rate £475 £450 £425
Median daily rate % change year-on-year +5.56% +5.88% +6.25%
10th Percentile £313 £300 £285
90th Percentile £638 £625 £600
UK median daily rate £463 £450 £425
% change year-on-year +2.78% +5.88% +6.25%
Number of hourly rates quoted 225 227 332
England median hourly rate £30.00 £30.50 £28.50
Median hourly rate % change year-on-year -1.64% +7.02% +14.00%
10th Percentile £14.00 £11.17 £12.00
90th Percentile £52.65 £52.50 £50.90
UK median hourly rate £30.00 £31.50 £28.50
% change year-on-year -4.76% +10.53% +8.57%

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 15 August 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 15 August 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 15 August 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 -1 1,234 £500 +5.26% 258
South East -42 327 £463 +8.82% 67
North of England -14 290 £425 +3.03% 89
Midlands +16 222 £409 +2.19% 54
South West +11 193 £450 +9.09% 35
Yorkshire +7 140 £425 - 34
East of England +30 133 £433 -3.89% 25
North West -39 127 £400 -2.44% 45
West Midlands -4 111 £425 +4.62% 25
East Midlands +32 109 £370 -7.50% 29
North East -2 24 £463 -14.94% 10
Data Warehouse
UK

For the 6 months to 15 August 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 1,382 (57.58%) SQL
2 1,273 (53.04%) Business Intelligence
3 956 (39.83%) ETL
4 792 (33.00%) SQL Server
5 736 (30.67%) Agile Software Development
6 680 (28.33%) Finance
7 626 (26.08%) SQL Server Integration Services
8 596 (24.83%) Analytics
9 586 (24.42%) Data Modelling
10 544 (22.67%) Microsoft
11 463 (19.29%) Oracle
12 456 (19.00%) Big Data
13 435 (18.13%) SQL Server Reporting Services
14 380 (15.83%) Microsoft Azure
15 366 (15.25%) SQL Server Analysis Services
16 357 (14.88%) Hadoop
17 354 (14.75%) T-SQL
18 342 (14.25%) Power BI
19 314 (13.08%) Data Quality
20 310 (12.92%) Analytical Skills
21 276 (11.50%) Amazon AWS
22 260 (10.83%) Apache Spark
23 255 (10.63%) Visualisation
24 249 (10.38%) Migration
25 246 (10.25%) Python
26 244 (10.17%) Data Integration
27 242 (10.08%) Tableau
28 228 (9.50%) Relational Database
29 223 (9.29%) Data Lake
30 213 (8.88%) Retail

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
1 260 (10.83%) Apache Spark
2 86 (3.58%) SAS
3 67 (2.79%) Apache
4 49 (2.04%) SharePoint
5 35 (1.46%) Apache Pig
5 35 (1.46%) Confluence
6 28 (1.17%) Elasticsearch
7 20 (0.83%) Apache Solr
8 18 (0.75%) IIS
9 16 (0.67%) Oracle Workflow
10 13 (0.54%) Apache Airflow
11 10 (0.42%) Tomcat
12 7 (0.29%) Alfresco
12 7 (0.29%) JBoss
12 7 (0.29%) Liferay
13 5 (0.21%) Documentum
13 5 (0.21%) Oracle SOA Suite
14 4 (0.17%) Adobe Experience Manager
14 4 (0.17%) Luigi
14 4 (0.17%) WildFly
Applications
1 148 (6.17%) Microsoft Excel
2 32 (1.33%) Microsoft PowerPoint
3 29 (1.21%) Microsoft Office
4 25 (1.04%) MS Visio
5 16 (0.67%) Microsoft Project
6 7 (0.29%) Stata
7 6 (0.25%) Spreadsheet
8 2 (0.083%) Shockwave
8 2 (0.083%) SPSS
Business Applications
1 11 (0.46%) SAP S/4HANA
2 9 (0.38%) HFM
3 8 (0.33%) Markit EDM
3 8 (0.33%) Oracle EBS
4 7 (0.29%) Cognos Business Intelligence
4 7 (0.29%) Dynamics CRM
5 6 (0.25%) JDE EnterpriseOne
5 6 (0.25%) Oracle ERP
6 5 (0.21%) Dynamics AX
6 5 (0.21%) Hyperion Planning
6 5 (0.21%) Oracle Financials
6 5 (0.21%) SAP Oil and Gas
7 4 (0.17%) Cognos TM1
7 4 (0.17%) SAP ERP
8 3 (0.13%) Adobe Campaign
8 3 (0.13%) FastStats
8 3 (0.13%) Infor M3
8 3 (0.13%) Oracle Applications
8 3 (0.13%) Oracle Retail
8 3 (0.13%) Unica
Cloud Services
1 380 (15.83%) Microsoft Azure
2 276 (11.50%) Amazon AWS
3 91 (3.79%) Azure Data Factory
4 56 (2.33%) Amazon S3
4 56 (2.33%) PaaS
5 40 (1.67%) Amazon EMR
6 38 (1.58%) Google Cloud Platform
7 33 (1.38%) Amazon Kinesis
7 33 (1.38%) Serverless
8 32 (1.33%) Amazon EC2
9 28 (1.17%) IaaS
10 24 (1.00%) Data Lake Analytics
11 23 (0.96%) SaaS
12 22 (0.92%) AWS Lambda
13 21 (0.88%) Google Analytics
14 19 (0.79%) Azure Machine Learning
14 19 (0.79%) GitHub
15 17 (0.71%) Cortana Intelligence Suite
16 11 (0.46%) Azure Functions
16 11 (0.46%) Dynamics 365
Communications & Networking
1 23 (0.96%) SMS
2 13 (0.54%) Firewall
3 12 (0.50%) FTP
3 12 (0.50%) SAN
4 9 (0.38%) Internet
5 8 (0.33%) Kerberos
5 8 (0.33%) VPN
6 7 (0.29%) SSL
7 4 (0.17%) DNS
7 4 (0.17%) Ethernet
7 4 (0.17%) HTTP
7 4 (0.17%) Intranet
7 4 (0.17%) Profibus
7 4 (0.17%) SMTP
8 3 (0.13%) ASN.1
8 3 (0.13%) DHCP
8 3 (0.13%) DSL
8 3 (0.13%) MQTT
8 3 (0.13%) Radio Access Network
8 3 (0.13%) WAN
Database & Business Intelligence
1 792 (33.00%) SQL Server
2 626 (26.08%) SQL Server Integration Services
3 456 (19.00%) Big Data
4 435 (18.13%) SQL Server Reporting Services
5 366 (15.25%) SQL Server Analysis Services
6 357 (14.88%) Hadoop
7 342 (14.25%) Power BI
8 228 (9.50%) Relational Database
9 223 (9.29%) Data Lake
10 206 (8.58%) Apache Hive
11 185 (7.71%) OLAP
12 167 (6.96%) Enterprise Data Warehouse
13 142 (5.92%) Star Schema
14 139 (5.79%) NoSQL
15 127 (5.29%) Oracle Database
16 112 (4.67%) BusinessObjects
17 110 (4.58%) SQL Server 2016
18 107 (4.46%) Azure SQL Data Warehouse
19 106 (4.42%) PostgreSQL
20 105 (4.38%) SQL Server 2008
Development Applications
1 109 (4.54%) JIRA
2 84 (3.50%) Git (software)
3 75 (3.13%) Team Foundation Server
4 67 (2.79%) Visual Studio
5 60 (2.50%) Jenkins
6 48 (2.00%) ERwin
7 40 (1.67%) Visual Studio Team System
8 25 (1.04%) Toad
9 22 (0.92%) SQL Server Management Studio (SSMS)
9 22 (0.92%) Subversion
10 20 (0.83%) TeamCity
11 16 (0.67%) Octopus Deploy
12 15 (0.63%) Oracle APEX
12 15 (0.63%) Selenium
13 14 (0.58%) SpecFlow
14 13 (0.54%) GitLab
15 12 (0.50%) Maven
16 10 (0.42%) tSQLt
17 9 (0.38%) Cucumber
17 9 (0.38%) RStudio
General
1 680 (28.33%) Finance
2 213 (8.88%) Retail
3 203 (8.46%) Banking
4 66 (2.75%) Marketing
5 60 (2.50%) Investment Banking
6 52 (2.17%) Manufacturing
7 44 (1.83%) Telecoms
8 37 (1.54%) Legal
9 19 (0.79%) Front Office
10 18 (0.75%) Law
10 18 (0.75%) Publishing
11 17 (0.71%) Automotive
12 16 (0.67%) Games
12 16 (0.67%) Retail Banking
13 12 (0.50%) Back Office
13 12 (0.50%) Billing
13 12 (0.50%) Pharmaceutical
14 11 (0.46%) Corporate Banking
15 10 (0.42%) Advertising
16 9 (0.38%) General Ledger
Job Titles
1 951 (39.63%) Developer
2 361 (15.04%) Analyst
3 343 (14.29%) Business Intelligence Developer
4 291 (12.13%) SQL Developer
5 281 (11.71%) Architect
6 218 (9.08%) Data Engineer
7 169 (7.04%) Data Architect
8 138 (5.75%) ETL Developer
9 131 (5.46%) Business Analyst
10 121 (5.04%) Data Warehouse Developer
11 120 (5.00%) Consultant
12 115 (4.79%) Project Manager
13 111 (4.63%) Data Analyst
14 109 (4.54%) SSIS Developer
15 101 (4.21%) Business Intelligence Analyst
16 81 (3.38%) Hadoop Engineer
16 81 (3.38%) SQL BI Developer
17 73 (3.04%) Big Data Engineer
17 73 (3.04%) Power BI Developer
18 64 (2.67%) Solutions Architect
Libraries, Frameworks & Software Standards
1 175 (7.29%) Kafka
2 152 (6.33%) .NET
3 128 (5.33%) XML
4 79 (3.29%) Web Services
5 66 (2.75%) MDX
6 60 (2.50%) JSON
7 58 (2.42%) HTML
8 44 (1.83%) CSS
9 43 (1.79%) RESTful
10 27 (1.13%) HTML5
11 26 (1.08%) AngularJS
12 24 (1.00%) jQuery
12 24 (1.00%) Spark Streaming
13 23 (0.96%) ASP.NET
13 23 (0.96%) J2EE
13 23 (0.96%) Middleware
13 23 (0.96%) REST
14 22 (0.92%) .NET Framework
14 22 (0.92%) Spring
15 21 (0.88%) SOAP
Miscellaneous
1 310 (12.92%) Analytical Skills
2 111 (4.63%) NHS
3 81 (3.38%) Data Structures
4 79 (3.29%) Management Information System
5 54 (2.25%) Greenfield Project
6 46 (1.92%) Self-Motivation
7 45 (1.88%) User Experience
8 38 (1.58%) Private Cloud
9 34 (1.42%) Computer Science
10 31 (1.29%) Algorithms
11 26 (1.08%) Credit Risk
11 26 (1.08%) Fintech
11 26 (1.08%) Taxonomies
12 25 (1.04%) Reference Data
13 23 (0.96%) Reinsurance
14 20 (0.83%) Fixed Income
15 19 (0.79%) Enterprise Software
16 18 (0.75%) Derivative
17 17 (0.71%) Replication
18 15 (0.63%) Data Centre
Operating Systems
1 147 (6.13%) Unix
2 123 (5.13%) Linux
3 74 (3.08%) Windows
4 34 (1.42%) Windows Server
5 10 (0.42%) Apple iOS
5 10 (0.42%) Solaris
5 10 (0.42%) Windows Server 2003
6 9 (0.38%) Android
6 9 (0.38%) Windows Server 2012
7 7 (0.29%) Red Hat Enterprise Linux
8 6 (0.25%) Windows Server 2008
9 5 (0.21%) Windows XP
10 4 (0.17%) AIX
10 4 (0.17%) VMS
11 3 (0.13%) Windows 7
11 3 (0.13%) Windows 8
12 2 (0.083%) CentOS
12 2 (0.083%) zOS
13 1 (0.042%) HPUX
13 1 (0.042%) Ubuntu
Processes & Methodologies
1 1,273 (53.04%) Business Intelligence
2 956 (39.83%) ETL
3 736 (30.67%) Agile Software Development
4 596 (24.83%) Analytics
5 586 (24.42%) Data Modelling
6 255 (10.63%) Visualisation
7 249 (10.38%) Migration
8 244 (10.17%) Data Integration
9 212 (8.83%) Data Analysis
10 206 (8.58%) Problem-Solving
11 201 (8.38%) Kimball Methodology
12 190 (7.92%) Scrum
13 186 (7.75%) Data Science
14 185 (7.71%) Data Architecture
15 178 (7.42%) Dimensional Modelling
16 168 (7.00%) Data Management
17 165 (6.88%) Performance Tuning
18 161 (6.71%) Stakeholder Management
19 153 (6.38%) Data Governance
20 147 (6.13%) ETL Development
Programming Languages
1 1,382 (57.58%) SQL
2 354 (14.75%) T-SQL
3 246 (10.25%) Python
4 187 (7.79%) Java
5 170 (7.08%) PL/SQL
6 161 (6.71%) C#
7 86 (3.58%) Scala
8 84 (3.50%) R
9 78 (3.25%) JavaScript
10 67 (2.79%) PowerShell
11 58 (2.42%) Data Analysis Expressions (DAX)
11 58 (2.42%) Shell Script
12 49 (2.04%) VBA
13 29 (1.21%) Perl
14 28 (1.17%) Bash Shell
14 28 (1.17%) VB.NET
15 25 (1.04%) VB
16 23 (0.96%) C
17 21 (0.88%) U-SQL
18 17 (0.71%) MATLAB
Qualifications
1 130 (5.42%) Security Cleared
2 107 (4.46%) SC Cleared
3 68 (2.83%) Degree
4 19 (0.79%) Computer Science Degree
5 18 (0.75%) ISEB
5 18 (0.75%) Microsoft Certification
6 17 (0.71%) PMP
7 16 (0.67%) PMI Certification
8 15 (0.63%) DV Cleared
9 14 (0.58%) DBS Check
10 9 (0.38%) ISTQB
11 6 (0.25%) APMP
11 6 (0.25%) MCSE
12 5 (0.21%) BPSS Clearance
12 5 (0.21%) MCSA
12 5 (0.21%) TOGAF Certification
13 4 (0.17%) AWS Certification
13 4 (0.17%) CISSP
13 4 (0.17%) ITIL Certification
13 4 (0.17%) PRINCE2 Certification
Quality Assurance & Compliance
1 314 (13.08%) Data Quality
2 94 (3.92%) PMO
3 90 (3.75%) QA
4 74 (3.08%) GDPR
5 15 (0.63%) GCP
6 11 (0.46%) PCI DSS
7 10 (0.42%) MiFID
8 7 (0.29%) IFRS
8 7 (0.29%) Solvency II
9 5 (0.21%) IFRS 9
10 4 (0.17%) Basel II
10 4 (0.17%) EMIR
11 3 (0.13%) SLA
11 3 (0.13%) WCAG
12 2 (0.083%) Actionable Recommendations
12 2 (0.083%) GAAP
12 2 (0.083%) ISO 9000
12 2 (0.083%) ISO 9001
12 2 (0.083%) ISO/IEC 27001
13 1 (0.042%) Dodd-Frank
System Software
1 59 (2.46%) Docker
2 56 (2.33%) Apache Flume
3 38 (1.58%) HDFS
4 36 (1.50%) Active Directory
5 21 (0.88%) VMware Infrastructure
6 12 (0.50%) Apache ZooKeeper
7 11 (0.46%) Virtual Machines
8 8 (0.33%) VMware ESXi
8 8 (0.33%) vSphere
9 7 (0.29%) Hyper-V
10 5 (0.21%) Tivoli Workload Scheduler
11 3 (0.13%) Oracle RAC
12 2 (0.083%) NFS
12 2 (0.083%) Veritas Volume Manager
12 2 (0.083%) Virtual Servers
13 1 (0.042%) GPFS
13 1 (0.042%) Veritas Cluster Server
13 1 (0.042%) VirtualBox
13 1 (0.042%) Xen
13 1 (0.042%) XenApp
Systems Management
1 121 (5.04%) Oozie
2 24 (1.00%) Terraform
3 21 (0.88%) Ansible
4 18 (0.75%) Puppet
5 16 (0.67%) Kubernetes
6 14 (0.58%) Opscode Chef
7 11 (0.46%) Hadoop YARN
7 11 (0.46%) Kibana
8 10 (0.42%) Control-M
8 10 (0.42%) Tivoli
9 8 (0.33%) Failover Clustering
10 7 (0.29%) Data Guard
10 7 (0.29%) HP Quality Center
11 6 (0.25%) Consul
11 6 (0.25%) Oracle RMAN
11 6 (0.25%) Packer
12 4 (0.17%) Microsoft Clustering
12 4 (0.17%) Systems Management Server (SMS)
13 3 (0.13%) HP ALM
13 3 (0.13%) Oracle Enterprise Manager
Vendors
1 544 (22.67%) Microsoft
2 463 (19.29%) Oracle
3 242 (10.08%) Tableau
4 176 (7.33%) Informatica
5 144 (6.00%) SAP
6 107 (4.46%) IBM
7 89 (3.71%) Talend
8 81 (3.38%) Cognos
9 76 (3.17%) Teradata
10 70 (2.92%) Google
11 63 (2.63%) Cloudera
12 46 (1.92%) Salesforce.com
13 38 (1.58%) Ab Initio
14 31 (1.29%) MicroStrategy
15 30 (1.25%) Hortonworks
16 28 (1.17%) Netezza
16 28 (1.17%) VMware
17 25 (1.04%) Alteryx
18 19 (0.79%) RedGate
19 17 (0.71%) Hyperion