Period
to 20 May 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 May 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 May 2018
Same period 2017 Same period 2016
Rank 98 93 81
Rank change year-on-year -5 -12 -22
Contract jobs citing Data Warehouse 2,283 2,129 2,609
As % of all contract IT jobs advertised in England 2.48% 2.54% 2.69%
As % of the Database & Business Intelligence category 11.01% 11.21% 12.13%
Number of daily rates quoted 1,677 1,450 1,909
England median daily rate £475 £440 £425
Median daily rate % change year-on-year +8.08% +3.41% -
10th Percentile £319 £306 £306
90th Percentile £606 £592 £630
UK median daily rate £463 £438 £425
% change year-on-year +5.71% +2.94% -
Number of hourly rates quoted 17 16 23
England median hourly rate £26.50 £39.38 £26.00
Median hourly rate % change year-on-year -32.70% +51.44% -38.82%
10th Percentile £11.70 £32.12 £17.50
90th Percentile £94.25 £42.75 £62.50
UK median hourly rate £23.00 £40.00 £26.00
% change year-on-year -42.50% +53.85% -36.97%

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 20,740 18,988 21,503
As % of all contract IT jobs advertised in England 22.52% 22.61% 22.13%
Number of daily rates quoted 14,563 12,743 14,685
England median daily rate £475 £447 £425
Median daily rate % change year-on-year +6.26% +5.18% +6.25%
10th Percentile £313 £300 £281
90th Percentile £632 £613 £600
UK median daily rate £473 £438 £425
% change year-on-year +8.00% +2.94% +6.25%
Number of hourly rates quoted 209 227 335
England median hourly rate £32.00 £29.82 £27.50
Median hourly rate % change year-on-year +7.33% +8.42% -4.15%
10th Percentile £14.22 £9.25 £12.22
90th Percentile £53.50 £48.30 £53.20
UK median hourly rate £32.00 £29.66 £27.50
% change year-on-year +7.90% +7.85% -4.15%

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 May 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 May 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 May 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 -2 1,245 £500 +5.26% 256
South East -30 300 £450 +8.43% 89
Midlands +24 240 £408 +8.67% 54
North of England -29 231 £425 +13.33% 71
South West +14 160 £438 +9.38% 31
East Midlands +38 125 £360 +12.50% 26
West Midlands -5 115 £425 +9.68% 27
East of England +19 110 £428 +5.23% 24
Yorkshire -4 110 £425 +13.33% 27
North West -55 105 £400 +3.23% 41
North East +8 21 £475 +58.33% 3
Data Warehouse
UK

For the 6 months to 20 May 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 1,309 (57.34%) SQL
2 1,160 (50.81%) Business Intelligence
3 948 (41.52%) ETL
4 729 (31.93%) SQL Server
5 727 (31.84%) Agile Software Development
6 620 (27.16%) Analytics
7 616 (26.98%) Finance
8 581 (25.45%) Data Modelling
9 567 (24.84%) SQL Server Integration Services
10 499 (21.86%) Microsoft
11 463 (20.28%) Big Data
12 443 (19.40%) Oracle
13 409 (17.92%) SQL Server Reporting Services
14 355 (15.55%) Hadoop
15 333 (14.59%) SQL Server Analysis Services
16 323 (14.15%) Microsoft Azure
17 306 (13.40%) Analytical Skills
18 300 (13.14%) T-SQL
19 289 (12.66%) Power BI
20 276 (12.09%) Python
21 256 (11.21%) Data Quality
22 255 (11.17%) Apache Spark
23 254 (11.13%) Tableau
24 246 (10.78%) Amazon AWS
25 239 (10.47%) Migration
26 221 (9.68%) Visualisation
27 216 (9.46%) Data Analysis
28 210 (9.20%) Data Integration
29 206 (9.02%) Data Lake
30 192 (8.41%) Java

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
1 255 (11.17%) Apache Spark
2 102 (4.47%) SAS
3 81 (3.55%) Apache
4 61 (2.67%) SharePoint
5 50 (2.19%) Apache Pig
6 37 (1.62%) Confluence
7 19 (0.83%) Elasticsearch
8 18 (0.79%) Apache Solr
9 17 (0.74%) Oracle Workflow
10 16 (0.70%) Apache Airflow
11 7 (0.31%) Tomcat
12 5 (0.22%) MS Exchange
12 5 (0.22%) SharePoint 2013
12 5 (0.22%) WebSphere
13 4 (0.18%) IIS
13 4 (0.18%) JBoss
13 4 (0.18%) WebSphere Application Server
14 3 (0.13%) Luigi
14 3 (0.13%) Oracle SOA Suite
14 3 (0.13%) SharePoint 2010
Applications
1 137 (6.00%) Microsoft Excel
2 56 (2.45%) Microsoft PowerPoint
3 30 (1.31%) Microsoft Office
3 30 (1.31%) MS Visio
4 22 (0.96%) Microsoft Project
5 20 (0.88%) SPSS
6 17 (0.74%) Stata
7 16 (0.70%) Spreadsheet
8 1 (0.044%) Shockwave
Business Applications
1 11 (0.48%) Cognos Business Intelligence
2 10 (0.44%) Dynamics CRM
3 9 (0.39%) Markit EDM
4 8 (0.35%) NetSuite
5 7 (0.31%) Unit4 Business World
6 6 (0.26%) Infor CRM
7 5 (0.22%) SAP ERP
8 4 (0.18%) Dynamics AX
8 4 (0.18%) Dynamics NAV
8 4 (0.18%) Endur
8 4 (0.18%) Oracle Financials
9 3 (0.13%) Cognos TM1
9 3 (0.13%) JDE EnterpriseOne
9 3 (0.13%) Oracle ERP
9 3 (0.13%) Oracle Retail
9 3 (0.13%) SAP S/4HANA
10 2 (0.088%) Oracle Receivables
10 2 (0.088%) Salesforce.com CRM
10 2 (0.088%) SAP SRM
10 2 (0.088%) thinkFolio
Cloud Services
1 323 (14.15%) Microsoft Azure
2 246 (10.78%) Amazon AWS
3 77 (3.37%) Azure Data Factory
4 61 (2.67%) Amazon S3
5 45 (1.97%) Google Cloud Platform
6 44 (1.93%) PaaS
7 34 (1.49%) Amazon EMR
8 29 (1.27%) SaaS
8 29 (1.27%) Serverless
9 26 (1.14%) Amazon EC2
9 26 (1.14%) Amazon Kinesis
10 24 (1.05%) IaaS
11 20 (0.88%) Data Lake Analytics
11 20 (0.88%) Office 365
12 17 (0.74%) AWS Lambda
13 15 (0.66%) Azure Machine Learning
13 15 (0.66%) Cortana Intelligence Suite
14 14 (0.61%) Google Analytics
15 12 (0.53%) GitHub
16 7 (0.31%) Cloud Computing
Communications & Networking
1 12 (0.53%) SAN
1 12 (0.53%) SMS
2 11 (0.48%) FTP
2 11 (0.48%) Intranet
3 9 (0.39%) SSL
4 7 (0.31%) DNS
4 7 (0.31%) Firewall
5 6 (0.26%) VPN
6 5 (0.22%) Internet
6 5 (0.22%) Kerberos
7 4 (0.18%) DSL
7 4 (0.18%) TCP/IP
8 3 (0.13%) DHCP
8 3 (0.13%) MQTT
8 3 (0.13%) NAS
8 3 (0.13%) WAN
9 2 (0.088%) Cisco Firepower
9 2 (0.088%) HTTP
9 2 (0.088%) LAN
9 2 (0.088%) Network Security
Database & Business Intelligence
1 729 (31.93%) SQL Server
2 567 (24.84%) SQL Server Integration Services
3 463 (20.28%) Big Data
4 409 (17.92%) SQL Server Reporting Services
5 355 (15.55%) Hadoop
6 333 (14.59%) SQL Server Analysis Services
7 289 (12.66%) Power BI
8 206 (9.02%) Data Lake
9 189 (8.28%) Relational Database
10 188 (8.23%) Apache Hive
11 148 (6.48%) Enterprise Data Warehouse
12 141 (6.18%) OLAP
13 140 (6.13%) NoSQL
14 127 (5.56%) Star Schema
15 120 (5.26%) Oracle Database
16 112 (4.91%) SQL Server 2016
17 110 (4.82%) Amazon Redshift
18 108 (4.73%) BusinessObjects
19 107 (4.69%) QlikView
20 92 (4.03%) Azure SQL Data Warehouse
Development Applications
1 98 (4.29%) JIRA
2 76 (3.33%) Git (software)
3 67 (2.93%) Team Foundation Server
4 60 (2.63%) Visual Studio
5 59 (2.58%) Jenkins
6 42 (1.84%) ERwin
7 25 (1.10%) Visual Studio Team System
8 22 (0.96%) SQL Server Management Studio (SSMS)
9 21 (0.92%) TeamCity
10 20 (0.88%) Toad
11 13 (0.57%) SpecFlow
12 12 (0.53%) JUnit
12 12 (0.53%) RStudio
13 11 (0.48%) Octopus Deploy
14 10 (0.44%) PowerDesigner
14 10 (0.44%) tSQLt
15 9 (0.39%) ER Studio
15 9 (0.39%) GitLab
15 9 (0.39%) Maven
15 9 (0.39%) Subversion
General
1 616 (26.98%) Finance
2 182 (7.97%) Banking
3 171 (7.49%) Retail
4 74 (3.24%) Marketing
5 52 (2.28%) Manufacturing
6 42 (1.84%) Investment Banking
7 35 (1.53%) Legal
8 30 (1.31%) Telecoms
9 20 (0.88%) Games
10 19 (0.83%) Law
10 19 (0.83%) Retail Banking
11 17 (0.74%) Back Office
12 16 (0.70%) Billing
12 16 (0.70%) Front Office
13 14 (0.61%) Publishing
14 13 (0.57%) Advertising
15 11 (0.48%) Corporate Banking
15 11 (0.48%) Pharmaceutical
16 10 (0.44%) General Ledger
17 8 (0.35%) Automotive
Job Titles
1 895 (39.20%) Developer
2 356 (15.59%) Analyst
3 296 (12.97%) Architect
4 282 (12.35%) Business Intelligence Developer
5 259 (11.34%) SQL Developer
6 229 (10.03%) Data Engineer
7 187 (8.19%) Data Architect
8 129 (5.65%) Data Warehouse Developer
9 120 (5.26%) Business Analyst
10 119 (5.21%) Data Analyst
11 110 (4.82%) Consultant
12 104 (4.56%) ETL Developer
13 103 (4.51%) Project Manager
14 94 (4.12%) Business Intelligence Analyst
15 87 (3.81%) SSIS Developer
16 66 (2.89%) Solutions Architect
17 65 (2.85%) Hadoop Engineer
18 57 (2.50%) Big Data Engineer
19 56 (2.45%) Data Business Analyst
19 56 (2.45%) Senior Developer
Libraries, Frameworks & Software Standards
1 177 (7.75%) .NET
2 149 (6.53%) Kafka
3 109 (4.77%) XML
4 68 (2.98%) Web Services
5 65 (2.85%) MDX
6 52 (2.28%) JSON
7 48 (2.10%) HTML
8 40 (1.75%) CSS
9 34 (1.49%) ASP.NET
10 27 (1.18%) Spark Streaming
11 25 (1.10%) .NET Framework
12 23 (1.01%) REST
13 21 (0.92%) jQuery
13 21 (0.92%) RESTful
14 20 (0.88%) SOAP
15 19 (0.83%) J2EE
16 17 (0.74%) Entity Framework
17 15 (0.66%) AngularJS
18 14 (0.61%) Middleware
18 14 (0.61%) XSD
Miscellaneous
1 306 (13.40%) Analytical Skills
2 87 (3.81%) NHS
3 80 (3.50%) Management Information System
4 66 (2.89%) Data Structures
5 56 (2.45%) Greenfield Project
6 51 (2.23%) Computer Science
7 41 (1.80%) Self-Motivation
8 37 (1.62%) User Experience
9 33 (1.45%) Credit Risk
10 28 (1.23%) Replication
11 26 (1.14%) Algorithms
12 25 (1.10%) Data Centre
12 25 (1.10%) Fintech
13 22 (0.96%) Private Cloud
14 19 (0.83%) Reinsurance
15 17 (0.74%) Reference Data
16 16 (0.70%) Fixed Income
17 14 (0.61%) Enterprise Software
18 12 (0.53%) Mobile App
18 12 (0.53%) Taxonomies
Operating Systems
1 114 (4.99%) Unix
2 110 (4.82%) Linux
3 73 (3.20%) Windows
4 40 (1.75%) Windows Server
5 9 (0.39%) Windows Server 2003
6 7 (0.31%) Windows Server 2012
7 6 (0.26%) Red Hat Enterprise Linux
7 6 (0.26%) VMS
7 6 (0.26%) Windows Server 2008
7 6 (0.26%) Windows XP
8 5 (0.22%) AIX
9 4 (0.18%) CentOS
9 4 (0.18%) Windows 7
10 2 (0.088%) Windows 8
10 2 (0.088%) zOS
11 1 (0.044%) Android
11 1 (0.044%) Apple iOS
11 1 (0.044%) Solaris
11 1 (0.044%) Ubuntu
11 1 (0.044%) Windows 10
Processes & Methodologies
1 1,160 (50.81%) Business Intelligence
2 948 (41.52%) ETL
3 727 (31.84%) Agile Software Development
4 620 (27.16%) Analytics
5 581 (25.45%) Data Modelling
6 239 (10.47%) Migration
7 221 (9.68%) Visualisation
8 216 (9.46%) Data Analysis
9 210 (9.20%) Data Integration
10 185 (8.10%) Data Management
10 185 (8.10%) Kimball Methodology
11 184 (8.06%) Data Architecture
11 184 (8.06%) Scrum
12 176 (7.71%) Data Analytics
13 169 (7.40%) Problem-Solving
14 159 (6.96%) ETL Development
15 157 (6.88%) Stakeholder Management
16 155 (6.79%) Performance Tuning
17 148 (6.48%) Data Science
18 144 (6.31%) DevOps
Programming Languages
1 1,309 (57.34%) SQL
2 300 (13.14%) T-SQL
3 276 (12.09%) Python
4 192 (8.41%) Java
5 162 (7.10%) C#
6 149 (6.53%) PL/SQL
7 96 (4.20%) R
8 87 (3.81%) JavaScript
9 86 (3.77%) Scala
10 76 (3.33%) Shell Script
11 52 (2.28%) PowerShell
12 49 (2.15%) Data Analysis Expressions (DAX)
13 39 (1.71%) VBA
14 36 (1.58%) VB.NET
15 23 (1.01%) Perl
16 21 (0.92%) Bash Shell
17 20 (0.88%) C
18 15 (0.66%) U-SQL
19 14 (0.61%) VB
20 13 (0.57%) Ruby
Qualifications
1 118 (5.17%) Security Cleared
2 92 (4.03%) SC Cleared
3 81 (3.55%) Degree
4 22 (0.96%) Microsoft Certification
5 17 (0.74%) DV Cleared
6 14 (0.61%) Computer Science Degree
6 14 (0.61%) ISEB
6 14 (0.61%) MCSE
7 12 (0.53%) MCSA
7 12 (0.53%) PMI Certification
7 12 (0.53%) PMP
8 11 (0.48%) DBS Check
9 7 (0.31%) ISTQB
9 7 (0.31%) TOGAF Certification
10 6 (0.26%) BPSS Clearance
10 6 (0.26%) Numerate Degree
10 6 (0.26%) Oracle Certification
11 5 (0.22%) AWS Certification
11 5 (0.22%) PhD
12 4 (0.18%) PRINCE2 Certification
Quality Assurance & Compliance
1 256 (11.21%) Data Quality
2 83 (3.64%) QA
3 66 (2.89%) PMO
4 55 (2.41%) GDPR
5 17 (0.74%) GCP
6 14 (0.61%) MiFID
7 9 (0.39%) IFRS
7 9 (0.39%) SLA
8 8 (0.35%) EMIR
9 6 (0.26%) IFRS 9
9 6 (0.26%) Sarbanes-Oxley
10 5 (0.22%) Basel II
11 4 (0.18%) ISO/IEC 20000
11 4 (0.18%) PCI DSS
11 4 (0.18%) WCAG
12 3 (0.13%) Disclosure Scotland
12 3 (0.13%) Dodd-Frank
12 3 (0.13%) HL7
12 3 (0.13%) Solvency II
13 2 (0.088%) ISO 9001
System Software
1 74 (3.24%) Docker
2 66 (2.89%) Apache Flume
3 43 (1.88%) HDFS
4 22 (0.96%) Active Directory
5 17 (0.74%) Apache ZooKeeper
6 15 (0.66%) VMware Infrastructure
7 12 (0.53%) Hyper-V
8 11 (0.48%) Virtual Machines
9 5 (0.22%) Tivoli Workload Scheduler
9 5 (0.22%) vSphere
10 3 (0.13%) Virtual Servers
11 1 (0.044%) GPFS
11 1 (0.044%) Oracle RAC
11 1 (0.044%) Veritas Cluster Server
11 1 (0.044%) Xen
11 1 (0.044%) XenApp
Systems Management
1 103 (4.51%) Oozie
2 34 (1.49%) Terraform
3 27 (1.18%) Puppet
4 24 (1.05%) Ansible
4 24 (1.05%) Opscode Chef
5 15 (0.66%) Kubernetes
6 13 (0.57%) Hadoop YARN
7 12 (0.53%) Control-M
8 8 (0.35%) Failover Clustering
8 8 (0.35%) Tivoli
9 7 (0.31%) Kibana
10 5 (0.22%) Consul
10 5 (0.22%) Packer
10 5 (0.22%) Systems Management Server (SMS)
11 3 (0.13%) HP Quality Center
11 3 (0.13%) SCVMM
12 2 (0.088%) Data Guard
12 2 (0.088%) McAfee ePO
12 2 (0.088%) Nagios
12 2 (0.088%) Nessus
Vendors
1 499 (21.86%) Microsoft
2 443 (19.40%) Oracle
3 254 (11.13%) Tableau
4 165 (7.23%) Informatica
5 149 (6.53%) SAP
6 112 (4.91%) IBM
7 106 (4.64%) Cognos
8 82 (3.59%) Cloudera
9 79 (3.46%) Talend
10 67 (2.93%) Google
11 62 (2.72%) Teradata
12 55 (2.41%) Hortonworks
13 46 (2.01%) Salesforce.com
14 36 (1.58%) Ab Initio
15 23 (1.01%) MapR
15 23 (1.01%) MicroStrategy
16 21 (0.92%) RedGate
17 20 (0.88%) Netezza
18 19 (0.83%) Capita
19 17 (0.74%) VMware