Period
to 19 June 2019

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 19 June 2019 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
19 Jun 2019
Same period 2018 Same period 2017
Rank 86 98 96
Rank change year-on-year +12 -2 -11
Contract jobs citing Data Warehouse 2,342 2,277 2,093
As % of all contract IT jobs advertised in England 2.83% 2.50% 2.50%
As % of the Database & Business Intelligence category 12.63% 11.04% 11.00%
Number of daily rates quoted 1,642 1,657 1,431
England median daily rate £475 £475 £450
Median daily rate % change year-on-year - +5.56% +4.59%
10th Percentile £350 £325 £308
90th Percentile £638 £613 £588
UK median daily rate £475 £460 £450
% change year-on-year +3.26% +2.22% +5.88%
Number of hourly rates quoted 11 14 6
England median hourly rate £18.19 £30.75 £34.62
Median hourly rate % change year-on-year -40.85% -11.18% +28.58%
10th Percentile £14.00 £11.25 £25.38
90th Percentile £35.00 £109.63 £42.50
UK median hourly rate £20.51 £24.75 £35.00
% change year-on-year -17.13% -29.29% +29.99%

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 18,538 20,617 19,021
As % of all contract IT jobs advertised in England 22.37% 22.64% 22.68%
Number of daily rates quoted 12,860 14,466 12,769
England median daily rate £485 £475 £450
Median daily rate % change year-on-year +2.11% +5.56% +5.88%
10th Percentile £325 £313 £300
90th Percentile £650 £638 £614
UK median daily rate £475 £464 £438
% change year-on-year +2.43% +6.00% +2.94%
Number of hourly rates quoted 223 213 237
England median hourly rate £35.00 £35.00 £27.50
Median hourly rate % change year-on-year - +27.27% -14.60%
10th Percentile £14.26 £14.06 £9.25
90th Percentile £57.50 £54.75 £50.00
UK median hourly rate £35.00 £35.00 £29.00
% change year-on-year - +20.69% -5.69%

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 19 June 2019.

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 19 June 2019.

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 19 June 2019. 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 +10 1,308 £488 -2.50% 93
South East +34 351 £450 -2.70% 33
North of England +30 242 £439 +3.24% 58
Midlands -4 205 £425 - 34
West Midlands +13 134 £463 +8.82% 22
East of England +18 125 £465 +9.41% 11
North West +22 109 £450 +12.50% 25
Yorkshire +6 108 £425 - 27
South West -54 104 £438 -2.78% 18
East Midlands -12 66 £355 -8.39% 12
North East +20 25 £450 -5.26% 6
Data Warehouse
UK

For the 6 months to 19 June 2019, 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 1,371 (58.54%) SQL
2 1,086 (46.37%) Business Intelligence
3 928 (39.62%) ETL
4 787 (33.60%) SQL Server
5 721 (30.79%) Agile Software Development
6 625 (26.69%) Finance
7 614 (26.22%) Data Modelling
8 608 (25.96%) Microsoft Azure
9 564 (24.08%) SQL Server Integration Services
10 557 (23.78%) Analytics
11 537 (22.93%) Microsoft
12 501 (21.39%) Big Data
13 458 (19.56%) Power BI
13 458 (19.56%) Power Platform
14 446 (19.04%) Oracle
15 379 (16.18%) Python
16 372 (15.88%) T-SQL
17 365 (15.58%) SQL Server Reporting Services
18 334 (14.26%) Amazon AWS
19 323 (13.79%) Hadoop
20 309 (13.19%) SQL Server Analysis Services
21 294 (12.55%) Apache Spark
22 285 (12.17%) Migration
23 283 (12.08%) Data Lake
24 268 (11.44%) Analytical Skills
25 263 (11.23%) C#
26 250 (10.67%) Scrum
27 234 (9.99%) Tableau
28 231 (9.86%) Visualisation
29 221 (9.44%) Data Analysis

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
1 294 (12.55%) Apache Spark
2 82 (3.50%) SharePoint
3 60 (2.56%) Apache
4 59 (2.52%) SAS
5 50 (2.13%) Confluence
6 33 (1.41%) Apache Airflow
7 23 (0.98%) IIS
8 18 (0.77%) Elasticsearch
9 14 (0.60%) Luigi
10 13 (0.56%) Pachyderm
11 12 (0.51%) Apache Pig
12 8 (0.34%) CMS
13 7 (0.30%) Apache Solr
13 7 (0.30%) NServiceBus
13 7 (0.30%) SharePoint 2013
14 4 (0.17%) Drupal
14 4 (0.17%) Oracle SOA Suite
15 3 (0.13%) ArcGIS
15 3 (0.13%) Jupyter
15 3 (0.13%) Oracle Workflow
Applications
1 148 (6.32%) Microsoft Excel
2 39 (1.67%) Microsoft PowerPoint
3 34 (1.45%) MS Visio
4 23 (0.98%) Microsoft Office
5 11 (0.47%) Spreadsheet
6 7 (0.30%) Microsoft Project
7 4 (0.17%) InfoPath
8 3 (0.13%) SPSS
8 3 (0.13%) Stata
9 1 (0.043%) Chatbot
Business Applications
1 34 (1.45%) Dynamics CRM
2 21 (0.90%) Oracle EBS
3 17 (0.73%) Oracle EBS R12
4 14 (0.60%) Markit EDM
4 14 (0.60%) Oracle Applications
4 14 (0.60%) SAP Oil and Gas
5 13 (0.56%) Dynamics AX
6 12 (0.51%) Dynamics NAV
7 7 (0.30%) Oracle General Ledger
8 6 (0.26%) Unit4 Business World
9 5 (0.21%) HFM
9 5 (0.21%) SAP S/4HANA
10 4 (0.17%) SAP ERP
11 3 (0.13%) Cognos Business Intelligence
11 3 (0.13%) Oracle HRMS
11 3 (0.13%) Oracle Procure-to-Pay
11 3 (0.13%) SAP BPC
12 2 (0.085%) Lorenzo
12 2 (0.085%) Oracle FAH
12 2 (0.085%) Workfront
Cloud Services
1 608 (25.96%) Microsoft Azure
2 458 (19.56%) Power Platform
3 334 (14.26%) Amazon AWS
4 179 (7.64%) Azure Data Factory
5 99 (4.23%) Google Cloud Platform
6 72 (3.07%) Amazon S3
7 70 (2.99%) Serverless
8 64 (2.73%) PaaS
9 58 (2.48%) Amazon EMR
10 37 (1.58%) Dynamics 365
11 36 (1.54%) IaaS
12 33 (1.41%) AWS Lambda
13 32 (1.37%) Amazon EC2
14 31 (1.32%) Amazon Kinesis
15 30 (1.28%) Data Lake Analytics
16 28 (1.20%) SaaS
17 27 (1.15%) GitHub
18 24 (1.02%) Amazon SQS
18 24 (1.02%) Azure Functions
19 20 (0.85%) Cloud Computing
Communications & Networking
1 13 (0.56%) Firewall
2 12 (0.51%) MQTT
3 10 (0.43%) FTP
4 7 (0.30%) DNS
4 7 (0.30%) WAN
5 5 (0.21%) Kerberos
5 5 (0.21%) VPN
6 4 (0.17%) Internet
7 3 (0.13%) Skype
7 3 (0.13%) VLAN
8 2 (0.085%) 3G
8 2 (0.085%) 4G
8 2 (0.085%) BGP
8 2 (0.085%) Diameter Protocol
8 2 (0.085%) Intranet
8 2 (0.085%) OpenLDAP
8 2 (0.085%) Profibus
8 2 (0.085%) SAN
8 2 (0.085%) SIGTRAN
8 2 (0.085%) Software-Defined Networking
Database & Business Intelligence
1 787 (33.60%) SQL Server
2 564 (24.08%) SQL Server Integration Services
3 501 (21.39%) Big Data
4 458 (19.56%) Power BI
5 365 (15.58%) SQL Server Reporting Services
6 323 (13.79%) Hadoop
7 309 (13.19%) SQL Server Analysis Services
8 283 (12.08%) Data Lake
9 211 (9.01%) Relational Database
10 198 (8.45%) Azure SQL Data Warehouse
11 186 (7.94%) Apache Hive
12 171 (7.30%) Oracle Database
13 143 (6.11%) OLAP
14 133 (5.68%) NoSQL
15 121 (5.17%) Azure SQL Database
16 118 (5.04%) Star Schema
17 114 (4.87%) MySQL
18 113 (4.82%) Amazon Redshift
19 98 (4.18%) Enterprise Data Warehouse
20 96 (4.10%) SQL Server 2012
Development Applications
1 142 (6.06%) Git (software)
2 124 (5.29%) JIRA
3 119 (5.08%) Jenkins
4 63 (2.69%) Visual Studio
5 58 (2.48%) Team Foundation Server
6 53 (2.26%) Selenium
7 50 (2.13%) Visual Studio Team System
8 42 (1.79%) Maven
9 35 (1.49%) SpecFlow
10 32 (1.37%) ERwin
11 29 (1.24%) SQL Server Management Studio (SSMS)
12 28 (1.20%) Cucumber
13 23 (0.98%) TeamCity
14 22 (0.94%) Oracle Forms
15 21 (0.90%) Gradle
16 20 (0.85%) Bitbucket
16 20 (0.85%) Octopus Deploy
17 19 (0.81%) ER Studio
18 18 (0.77%) Ant
18 18 (0.77%) Apache Ivy
General
1 625 (26.69%) Finance
2 173 (7.39%) Banking
3 149 (6.36%) Retail
4 56 (2.39%) Marketing
5 53 (2.26%) Legal
6 45 (1.92%) Back Office
7 42 (1.79%) Telecoms
8 39 (1.67%) Investment Banking
9 32 (1.37%) Manufacturing
10 16 (0.68%) Publishing
11 14 (0.60%) Advertising
12 12 (0.51%) Financial Institution
12 12 (0.51%) Law
12 12 (0.51%) Pharmaceutical
13 8 (0.34%) Retail Banking
14 7 (0.30%) Games
14 7 (0.30%) General Ledger
15 6 (0.26%) Electronics
16 5 (0.21%) Automotive
16 5 (0.21%) Front Office
Job Titles
1 852 (36.38%) Developer
2 354 (15.12%) Analyst
3 291 (12.43%) Data Engineer
4 260 (11.10%) Architect
5 255 (10.89%) Business Intelligence Developer
6 247 (10.55%) SQL Developer
7 157 (6.70%) Data Architect
8 122 (5.21%) Data Warehouse Developer
9 117 (5.00%) Business Analyst
10 112 (4.78%) Data Analyst
11 110 (4.70%) ETL Developer
12 101 (4.31%) Consultant
13 89 (3.80%) DBA
14 74 (3.16%) Business Intelligence Analyst
15 72 (3.07%) C# Developer
15 72 (3.07%) SQL BI Developer
16 70 (2.99%) Power BI Developer
17 68 (2.90%) Project Manager
18 67 (2.86%) .NET Developer
19 64 (2.73%) SSIS Developer
Libraries, Frameworks & Software Standards
1 176 (7.51%) .NET
2 168 (7.17%) Kafka
3 91 (3.89%) XML
4 85 (3.63%) Web Services
5 76 (3.25%) JSON
6 64 (2.73%) WinForms
7 55 (2.35%) MDX
8 45 (1.92%) Middleware
9 44 (1.88%) PySpark
10 43 (1.84%) ASP.NET Web API
10 43 (1.84%) RESTful
11 36 (1.54%) REST
11 36 (1.54%) SOAP
12 33 (1.41%) Oracle Fusion
12 33 (1.41%) WCF
13 31 (1.32%) WPF
14 28 (1.20%) .NET Framework
15 25 (1.07%) Entity Framework
16 24 (1.02%) HTML
17 23 (0.98%) ASP.NET
Miscellaneous
1 268 (11.44%) Analytical Skills
2 79 (3.37%) Management Information System
3 78 (3.33%) Data Structures
4 67 (2.86%) Greenfield Project
5 56 (2.39%) Self-Motivation
6 52 (2.22%) NHS
7 41 (1.75%) Replication
8 25 (1.07%) Algorithms
9 23 (0.98%) Linux Command Line
10 22 (0.94%) User Experience
11 19 (0.81%) Enterprise Software
11 19 (0.81%) Life Science
12 13 (0.56%) Virtual Team
13 12 (0.51%) Hedge funds
14 11 (0.47%) Fixed Income
15 10 (0.43%) Data Protection Act
15 10 (0.43%) Mobile App
15 10 (0.43%) Reinsurance
16 9 (0.38%) Clustering
16 9 (0.38%) Credit Risk
Operating Systems
1 118 (5.04%) Linux
2 115 (4.91%) Unix
3 58 (2.48%) Windows
4 27 (1.15%) Windows Server
5 24 (1.02%) AIX
6 14 (0.60%) Oracle Linux
7 13 (0.56%) Red Hat Enterprise Linux
8 7 (0.30%) SUSE
9 6 (0.26%) Solaris
10 5 (0.21%) Windows Server 2008
11 3 (0.13%) CentOS
11 3 (0.13%) VMS
11 3 (0.13%) Windows Server 2012
12 1 (0.043%) Apple iOS
12 1 (0.043%) Debian
12 1 (0.043%) Ubuntu
12 1 (0.043%) Windows 7
12 1 (0.043%) Windows 8
12 1 (0.043%) Windows XP
Processes & Methodologies
1 1,086 (46.37%) Business Intelligence
2 928 (39.62%) ETL
3 721 (30.79%) Agile Software Development
4 614 (26.22%) Data Modelling
5 557 (23.78%) Analytics
6 285 (12.17%) Migration
7 250 (10.67%) Scrum
8 231 (9.86%) Visualisation
9 221 (9.44%) Data Analysis
10 204 (8.71%) Kimball Methodology
11 185 (7.90%) Data Migration
12 183 (7.81%) Data Science
13 179 (7.64%) Problem-Solving
14 168 (7.17%) Data Integration
15 163 (6.96%) DevOps
16 150 (6.40%) Stakeholder Management
17 147 (6.28%) Data Architecture
18 146 (6.23%) Test Automation
19 144 (6.15%) Performance Tuning
20 140 (5.98%) Machine Learning
Programming Languages
1 1,371 (58.54%) SQL
2 379 (16.18%) Python
3 372 (15.88%) T-SQL
4 263 (11.23%) C#
5 185 (7.90%) Java
6 167 (7.13%) PL/SQL
7 99 (4.23%) Scala
8 86 (3.67%) VB.NET
9 77 (3.29%) PowerShell
10 71 (3.03%) R
11 70 (2.99%) JavaScript
12 66 (2.82%) VBA
13 65 (2.78%) Shell Script
14 59 (2.52%) Data Analysis Expressions (DAX)
15 50 (2.13%) VB
16 28 (1.20%) Perl
17 21 (0.90%) Bash Shell
18 19 (0.81%) U-SQL
19 16 (0.68%) C
19 16 (0.68%) Ruby
Qualifications
1 120 (5.12%) Security Cleared
2 102 (4.36%) Degree
3 94 (4.01%) SC Cleared
4 34 (1.45%) ISTQB
5 32 (1.37%) ISEB
6 29 (1.24%) Computer Science Degree
7 16 (0.68%) DV Cleared
8 15 (0.64%) Microsoft Certification
9 14 (0.60%) Master's Degree
10 13 (0.56%) BPSS Clearance
11 11 (0.47%) MCSE
12 10 (0.43%) ISTQB Foundation Certification
12 10 (0.43%) MCSA
13 9 (0.38%) PhD
13 9 (0.38%) TOGAF Certification
14 6 (0.26%) PMP
15 5 (0.21%) AWS Certification
15 5 (0.21%) ISTQB Advanced Certification
16 4 (0.17%) PRINCE2 Certification
17 3 (0.13%) ITIL Certification
Quality Assurance & Compliance
1 181 (7.73%) Data Quality
2 88 (3.76%) QA
3 45 (1.92%) GDPR
4 39 (1.67%) PMO
5 9 (0.38%) SLA
6 8 (0.34%) IFRS
6 8 (0.34%) Solvency II
7 2 (0.085%) 21 CFR Part 11
7 2 (0.085%) GAMP
7 2 (0.085%) HL7
7 2 (0.085%) IFRS 9
7 2 (0.085%) ISO/IEC 27001
7 2 (0.085%) MiFID
7 2 (0.085%) PCI DSS
8 1 (0.043%) Dodd-Frank
8 1 (0.043%) EMIR
8 1 (0.043%) GAAP
8 1 (0.043%) GMP
8 1 (0.043%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
8 1 (0.043%) Sarbanes-Oxley
System Software
1 60 (2.56%) Docker
2 55 (2.35%) Apache Flume
3 34 (1.45%) Oracle RAC
4 33 (1.41%) Active Directory
5 26 (1.11%) HDFS
6 17 (0.73%) Virtual Machines
7 7 (0.30%) VMware Infrastructure
8 4 (0.17%) VMware ESXi
9 2 (0.085%) Cronacle
9 2 (0.085%) Firmware
9 2 (0.085%) Postfix
9 2 (0.085%) Tivoli Workload Scheduler
9 2 (0.085%) Veritas File System
9 2 (0.085%) Veritas Volume Manager
10 1 (0.043%) Hyper-V
10 1 (0.043%) NFS
10 1 (0.043%) Oracle Clusterware
Systems Management
1 60 (2.56%) Kubernetes
2 56 (2.39%) Oozie
3 37 (1.58%) Terraform
4 28 (1.20%) Opscode Chef
5 22 (0.94%) Puppet
6 20 (0.85%) Ansible
7 17 (0.73%) HP ALM
7 17 (0.73%) Oracle RMAN
8 14 (0.60%) Oracle Enterprise Manager
9 13 (0.56%) Kubeflow
10 12 (0.51%) Hadoop YARN
11 6 (0.26%) Microsoft Clustering
12 5 (0.21%) Control-M
12 5 (0.21%) logstash
13 4 (0.17%) Tivoli
14 3 (0.13%) HP Quality Center
14 3 (0.13%) Rundeck
15 2 (0.085%) Grafana
15 2 (0.085%) Mesos
15 2 (0.085%) Prometheus
Vendors
1 537 (22.93%) Microsoft
2 446 (19.04%) Oracle
3 234 (9.99%) Tableau
4 136 (5.81%) Informatica
5 132 (5.64%) Google
6 117 (5.00%) SAP
7 116 (4.95%) Databricks
8 98 (4.18%) Talend
9 59 (2.52%) MicroStrategy
10 57 (2.43%) Teradata
11 51 (2.18%) Cloudera
12 44 (1.88%) IBM
13 41 (1.75%) Netezza
14 40 (1.71%) Salesforce.com
15 29 (1.24%) Cognos
16 28 (1.20%) Atlassian
17 23 (0.98%) Ab Initio
17 23 (0.98%) Alteryx
18 21 (0.90%) Citrix
19 20 (0.85%) HP