Period
to 20 February 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 20 February 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
20 Feb 2018
Same period 2017 Same period 2016
Rank 110 90 64
Rank change year-on-year -20 -26 +1
Contract jobs citing Data Warehouse 2,107 2,323 3,077
As % of all contract IT jobs advertised in England 2.26% 2.63% 3.13%
As % of the Database & Business Intelligence category 10.36% 11.76% 13.66%
Number of daily rates quoted 1,565 1,552 2,272
England median daily rate £450 £438 £425
Median daily rate % change year-on-year +2.86% +2.94% -
10th Percentile £313 £300 £306
90th Percentile £608 £600 £588
UK median daily rate £450 £425 £425
% change year-on-year +5.88% - -
Number of hourly rates quoted 25 26 21
England median hourly rate £27.00 £39.38 £26.93
Median hourly rate % change year-on-year -31.43% +46.24% -31.84%
10th Percentile £13.40 £21.69 £16.00
90th Percentile £54.20 £44.00 £62.50
UK median hourly rate £27.00 £39.38 £26.93
% change year-on-year -31.43% +46.24% -31.84%

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 20,346 19,758 22,523
As % of all contract IT jobs advertised in England 21.82% 22.37% 22.90%
Number of daily rates quoted 14,332 13,322 15,210
England median daily rate £475 £438 £425
Median daily rate % change year-on-year +8.57% +2.94% +6.25%
10th Percentile £313 £295 £278
90th Percentile £635 £613 £588
UK median daily rate £463 £425 £420
% change year-on-year +8.82% +1.19% +5.00%
Number of hourly rates quoted 228 254 368
England median hourly rate £35.00 £25.95 £27.12
Median hourly rate % change year-on-year +34.90% -4.33% -1.38%
10th Percentile £15.25 £9.25 £11.68
90th Percentile £57.88 £47.00 £52.50
UK median hourly rate £34.50 £26.50 £27.50
% change year-on-year +30.19% -3.64% -

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 20 February 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 20 February 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 20 February 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 -22 1,098 £475 +5.56% 241
South East -22 283 £400 -8.57% 68
North of England -25 237 £400 +6.67% 118
Midlands -8 189 £400 +2.56% 59
South West +17 187 £425 +6.25% 37
East of England +15 121 £363 -9.38% 38
North West -25 113 £400 - 67
West Midlands -9 111 £425 +6.25% 29
Yorkshire -25 105 £400 +10.34% 45
East Midlands -7 78 £328 -12.67% 29
North East +44 30 £475 +26.67% 6
Data Warehouse
UK

For the 6 months to 20 February 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 1,215 (57.66%) SQL
2 1,156 (54.86%) Business Intelligence
3 901 (42.76%) ETL
4 751 (35.64%) SQL Server
5 633 (30.04%) SQL Server Integration Services
6 597 (28.33%) Agile Software Development
7 542 (25.72%) Finance
8 480 (22.78%) Data Modelling
9 472 (22.40%) Analytics
10 429 (20.36%) SQL Server Reporting Services
11 414 (19.65%) Microsoft
12 390 (18.51%) Oracle
13 337 (15.99%) SQL Server Analysis Services
14 324 (15.38%) Big Data
15 285 (13.53%) T-SQL
16 283 (13.43%) Analytical Skills
16 283 (13.43%) Power BI
17 253 (12.01%) Migration
18 246 (11.68%) Python
19 236 (11.20%) Hadoop
19 236 (11.20%) Tableau
20 229 (10.87%) Microsoft Azure
21 215 (10.20%) Data Analysis
22 194 (9.21%) Kimball Methodology
23 189 (8.97%) Data Management
24 187 (8.88%) Banking
25 176 (8.35%) Visualisation
26 174 (8.26%) Relational Database
26 174 (8.26%) Apache Spark
27 171 (8.12%) .NET

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
1 174 (8.26%) Apache Spark
2 124 (5.89%) SAS
3 53 (2.52%) SharePoint
4 46 (2.18%) Apache
5 34 (1.61%) Apache Pig
6 24 (1.14%) Confluence
7 14 (0.66%) Apache Airflow
8 12 (0.57%) Tomcat
9 11 (0.52%) IIS
10 10 (0.47%) Apache Solr
10 10 (0.47%) WebSphere
11 9 (0.43%) WebSphere Application Server
12 7 (0.33%) ArcGIS
12 7 (0.33%) Elasticsearch
13 6 (0.28%) WebLogic
14 4 (0.19%) Oracle Workflow
14 4 (0.19%) SharePoint 2013
15 3 (0.14%) JBoss
16 2 (0.095%) Oracle Coherence
16 2 (0.095%) PowerExchange
Applications
1 134 (6.36%) Microsoft Excel
2 42 (1.99%) Microsoft PowerPoint
3 34 (1.61%) Microsoft Office
4 29 (1.38%) MS Visio
5 18 (0.85%) Microsoft Project
5 18 (0.85%) SPSS
6 15 (0.71%) Spreadsheet
7 10 (0.47%) Stata
Business Applications
1 28 (1.33%) Cognos Business Intelligence
2 15 (0.71%) Dynamics CRM
2 15 (0.71%) Markit EDM
3 9 (0.43%) NetSuite
4 7 (0.33%) Cognos TM1
4 7 (0.33%) Endur
4 7 (0.33%) Unit4 Business World
5 6 (0.28%) Dynamics AX
5 6 (0.28%) Infor CRM
5 6 (0.28%) Oracle EBS
6 5 (0.24%) Dynamics NAV
6 5 (0.24%) Oracle Receivables
7 4 (0.19%) Dynamics GP
7 4 (0.19%) Salesforce.com CRM
7 4 (0.19%) SAP MDG
7 4 (0.19%) thinkFolio
8 3 (0.14%) Cognos Planning
8 3 (0.14%) Oracle iProcurement
8 3 (0.14%) Oracle Retail
8 3 (0.14%) SAP ERP
Cloud Services
1 229 (10.87%) Microsoft Azure
2 140 (6.64%) Amazon AWS
3 53 (2.52%) Google Cloud Platform
4 47 (2.23%) Amazon S3
5 32 (1.52%) Azure Data Factory
6 24 (1.14%) PaaS
7 23 (1.09%) Amazon EMR
7 23 (1.09%) IaaS
7 23 (1.09%) Office 365
8 22 (1.04%) SaaS
9 18 (0.85%) Amazon EC2
10 16 (0.76%) Amazon Kinesis
10 16 (0.76%) Data Lake Analytics
11 15 (0.71%) GitHub
12 9 (0.43%) Azure Machine Learning
12 9 (0.43%) Serverless
13 8 (0.38%) AWS Lambda
13 8 (0.38%) Cloud Computing
14 6 (0.28%) OneDrive
15 5 (0.24%) Bluemix
Communications & Networking
1 14 (0.66%) Intranet
2 12 (0.57%) Internet
3 11 (0.52%) Firewall
4 9 (0.43%) SAN
5 8 (0.38%) DNS
5 8 (0.38%) TCP/IP
6 7 (0.33%) SMS
7 6 (0.28%) NAS
8 5 (0.24%) SSL
9 4 (0.19%) Kerberos
9 4 (0.19%) Network Security
10 2 (0.095%) FTP
10 2 (0.095%) VPN
10 2 (0.095%) Wireshark
11 1 (0.047%) BGP
11 1 (0.047%) DHCP
11 1 (0.047%) DSL
11 1 (0.047%) HTTP
11 1 (0.047%) LAN
11 1 (0.047%) WAN
Database & Business Intelligence
1 751 (35.64%) SQL Server
2 633 (30.04%) SQL Server Integration Services
3 429 (20.36%) SQL Server Reporting Services
4 337 (15.99%) SQL Server Analysis Services
5 324 (15.38%) Big Data
6 283 (13.43%) Power BI
7 236 (11.20%) Hadoop
8 174 (8.26%) Relational Database
9 128 (6.07%) Apache Hive
10 123 (5.84%) Data Lake
10 123 (5.84%) SQL Server 2016
11 116 (5.51%) BusinessObjects
12 112 (5.32%) Oracle Database
13 109 (5.17%) NoSQL
14 107 (5.08%) QlikView
15 103 (4.89%) OLAP
16 102 (4.84%) SQL Server 2008
17 94 (4.46%) SQL Server 2014
18 88 (4.18%) SQL Server 2012
19 81 (3.84%) Amazon Redshift
Development Applications
1 71 (3.37%) Team Foundation Server
2 65 (3.08%) JIRA
3 53 (2.52%) Git (software)
4 43 (2.04%) Jenkins
5 41 (1.95%) Visual Studio
6 28 (1.33%) ERwin
7 17 (0.81%) Subversion
8 16 (0.76%) PowerDesigner
9 15 (0.71%) TeamCity
9 15 (0.71%) Toad
10 14 (0.66%) Eclipse
11 13 (0.62%) JUnit
12 11 (0.52%) SQL Server Management Studio (SSMS)
13 8 (0.38%) Maven
14 7 (0.33%) XMLSpy
15 5 (0.24%) Selenium
16 4 (0.19%) Bitbucket
16 4 (0.19%) ProC
17 3 (0.14%) Octopus Deploy
17 3 (0.14%) RStudio
General
1 542 (25.72%) Finance
2 187 (8.88%) Banking
3 107 (5.08%) Retail
4 87 (4.13%) Marketing
5 42 (1.99%) Manufacturing
6 32 (1.52%) Telecoms
7 30 (1.42%) Investment Banking
8 29 (1.38%) Legal
9 20 (0.95%) Advertising
9 20 (0.95%) Pharmaceutical
10 18 (0.85%) Publishing
11 17 (0.81%) Law
11 17 (0.81%) Retail Banking
12 16 (0.76%) Front Office
13 15 (0.71%) Games
14 12 (0.57%) Back Office
14 12 (0.57%) Billing
15 8 (0.38%) Financial Institution
16 7 (0.33%) Aerospace
16 7 (0.33%) Electronics
Job Titles
1 895 (42.48%) Developer
2 390 (18.51%) Analyst
3 314 (14.90%) Business Intelligence Developer
4 267 (12.67%) SQL Developer
5 249 (11.82%) Architect
6 174 (8.26%) Data Architect
7 139 (6.60%) Data Warehouse Developer
8 137 (6.50%) Data Engineer
9 135 (6.41%) Data Analyst
10 131 (6.22%) SSIS Developer
11 130 (6.17%) Business Analyst
12 118 (5.60%) Consultant
13 107 (5.08%) Business Intelligence Analyst
14 96 (4.56%) Project Manager
15 83 (3.94%) ETL Developer
16 80 (3.80%) SQL BI Developer
17 67 (3.18%) SSAS Developer
18 63 (2.99%) Senior Developer
19 60 (2.85%) Business Developer
20 59 (2.80%) Data Warehouse Analyst
Libraries, Frameworks & Software Standards
1 171 (8.12%) .NET
2 90 (4.27%) XML
3 81 (3.84%) Kafka
4 77 (3.65%) MDX
5 76 (3.61%) Web Services
6 39 (1.85%) ASP.NET
7 38 (1.80%) HTML
8 37 (1.76%) CSS
9 33 (1.57%) .NET Framework
10 29 (1.38%) SOAP
11 28 (1.33%) PySpark
12 26 (1.23%) Entity Framework
12 26 (1.23%) JSON
13 24 (1.14%) AngularJS
13 24 (1.14%) JMS
13 24 (1.14%) Spring
14 23 (1.09%) REST
15 22 (1.04%) jQuery
16 18 (0.85%) Middleware
17 17 (0.81%) Hibernate
Miscellaneous
1 283 (13.43%) Analytical Skills
2 73 (3.46%) Greenfield Project
2 73 (3.46%) Management Information System
3 54 (2.56%) Computer Science
4 51 (2.42%) NHS
5 44 (2.09%) Data Structures
6 30 (1.42%) Replication
7 24 (1.14%) Algorithms
7 24 (1.14%) Credit Risk
8 23 (1.09%) Data Centre
9 21 (1.00%) User Experience
10 18 (0.85%) Reinsurance
11 17 (0.81%) Equities
11 17 (0.81%) Reference Data
12 16 (0.76%) Fintech
13 15 (0.71%) Fixed Income
14 14 (0.66%) Social Media
15 13 (0.62%) Mobile App
16 12 (0.57%) N-Tier
17 11 (0.52%) Derivative
Operating Systems
1 81 (3.84%) Linux
1 81 (3.84%) Unix
2 50 (2.37%) Windows
3 28 (1.33%) Windows Server
4 12 (0.57%) Red Hat Enterprise Linux
5 7 (0.33%) CentOS
6 5 (0.24%) AIX
6 5 (0.24%) VMS
7 4 (0.19%) Windows Server 2012
8 3 (0.14%) Windows Server 2008
9 2 (0.095%) Oracle Linux
9 2 (0.095%) Windows 7
9 2 (0.095%) Windows XP
9 2 (0.095%) zOS
10 1 (0.047%) Ubuntu
Processes & Methodologies
1 1,156 (54.86%) Business Intelligence
2 901 (42.76%) ETL
3 597 (28.33%) Agile Software Development
4 480 (22.78%) Data Modelling
5 472 (22.40%) Analytics
6 253 (12.01%) Migration
7 215 (10.20%) Data Analysis
8 194 (9.21%) Kimball Methodology
9 189 (8.97%) Data Management
10 176 (8.35%) Visualisation
11 159 (7.55%) Scrum
12 153 (7.26%) Stakeholder Management
13 146 (6.93%) Data Migration
14 142 (6.74%) ETL Development
15 141 (6.69%) Data Analytics
16 138 (6.55%) Data Integration
17 134 (6.36%) Performance Tuning
18 132 (6.26%) Data Architecture
19 122 (5.79%) Dimensional Modelling
20 111 (5.27%) Project Management
Programming Languages
1 1,215 (57.66%) SQL
2 285 (13.53%) T-SQL
3 246 (11.68%) Python
4 164 (7.78%) Java
5 154 (7.31%) C#
6 134 (6.36%) PL/SQL
7 90 (4.27%) R
8 74 (3.51%) Shell Script
9 68 (3.23%) JavaScript
10 47 (2.23%) Scala
11 42 (1.99%) VBA
12 37 (1.76%) Data Analysis Expressions (DAX)
13 35 (1.66%) PowerShell
14 26 (1.23%) Perl
15 24 (1.14%) VB.NET
16 17 (0.81%) Bash Shell
17 13 (0.62%) C
18 11 (0.52%) VB
19 10 (0.47%) C++
20 9 (0.43%) Ruby
Qualifications
1 97 (4.60%) Degree
2 79 (3.75%) Security Cleared
3 58 (2.75%) SC Cleared
4 21 (1.00%) Microsoft Certification
5 19 (0.90%) ISEB
6 15 (0.71%) Computer Science Degree
7 14 (0.66%) MCSE
8 12 (0.57%) MCSA
9 10 (0.47%) ISTQB
9 10 (0.47%) PMP
10 9 (0.43%) PMI Certification
11 7 (0.33%) BPSS Clearance
12 6 (0.28%) ITIL Certification
12 6 (0.28%) Numerate Degree
13 5 (0.24%) Oracle Certification
13 5 (0.24%) PRINCE2 Practitioner
14 4 (0.19%) ACCA
14 4 (0.19%) DV Cleared
14 4 (0.19%) PhD
14 4 (0.19%) PRINCE2 Certification
Quality Assurance & Compliance
1 162 (7.69%) Data Quality
2 75 (3.56%) QA
3 39 (1.85%) GDPR
4 29 (1.38%) PMO
5 14 (0.66%) MiFID
6 10 (0.47%) EMIR
7 9 (0.43%) SLA
8 7 (0.33%) IFRS
9 6 (0.28%) GCP
9 6 (0.28%) Sarbanes-Oxley
10 5 (0.24%) Disclosure Scotland
11 4 (0.19%) HL7
11 4 (0.19%) IFRS 9
11 4 (0.19%) ISO/IEC 20000
11 4 (0.19%) Solvency II
12 3 (0.14%) 21 CFR Part 11
12 3 (0.14%) Dodd-Frank
12 3 (0.14%) GxP
13 2 (0.095%) CDISC
13 2 (0.095%) ISO 20022
System Software
1 55 (2.61%) Apache Flume
2 43 (2.04%) Docker
2 43 (2.04%) HDFS
3 15 (0.71%) Active Directory
3 15 (0.71%) VMware Infrastructure
4 10 (0.47%) Virtual Machines
5 7 (0.33%) Hyper-V
6 6 (0.28%) Apache ZooKeeper
6 6 (0.28%) Oracle RAC
7 3 (0.14%) Cronacle
8 2 (0.095%) Tivoli Workload Scheduler
8 2 (0.095%) XenApp
9 1 (0.047%) Terminal Services
9 1 (0.047%) Virtual Servers
9 1 (0.047%) VMware ESXi
9 1 (0.047%) VMware Server
9 1 (0.047%) vSphere
9 1 (0.047%) XenDesktop
Systems Management
1 56 (2.66%) Oozie
2 21 (1.00%) Hadoop YARN
3 20 (0.95%) Ambari
4 18 (0.85%) Puppet
4 18 (0.85%) Terraform
5 16 (0.76%) Ansible
6 14 (0.66%) Opscode Chef
7 13 (0.62%) Control-M
8 12 (0.57%) Data Guard
9 11 (0.52%) Kubernetes
10 10 (0.47%) Systems Management Server (SMS)
11 8 (0.38%) Oracle EDQ
11 8 (0.38%) Oracle RMAN
12 5 (0.24%) Failover Clustering
13 3 (0.14%) Packer
13 3 (0.14%) Rundeck
14 2 (0.095%) Enterprise Manager Cloud Control
14 2 (0.095%) Mesos
14 2 (0.095%) Single Sign-On
14 2 (0.095%) Tivoli
Vendors
1 414 (19.65%) Microsoft
2 390 (18.51%) Oracle
3 236 (11.20%) Tableau
4 143 (6.79%) SAP
5 125 (5.93%) Informatica
6 89 (4.22%) Cognos
6 89 (4.22%) IBM
7 63 (2.99%) Teradata
8 52 (2.47%) Salesforce.com
9 51 (2.42%) Google
10 47 (2.23%) Talend
11 43 (2.04%) Hortonworks
12 40 (1.90%) Cloudera
13 29 (1.38%) Netezza
14 28 (1.33%) MicroStrategy
15 24 (1.14%) Capita
16 21 (1.00%) VMware
17 20 (0.95%) MuleSoft
18 15 (0.71%) Alteryx
18 15 (0.71%) MapR