Period
to 14 December 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 14 December 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
14 Dec 2019
Same period 2018 Same period 2017
Rank 82 105 107
Rank change year-on-year +23 +2 -22
Contract jobs citing Data Warehouse 2,026 2,413 2,233
As % of all contract IT jobs advertised in England 2.81% 2.51% 2.35%
As % of the Database & Business Intelligence category 13.11% 11.04% 10.68%
Number of daily rates quoted 1,408 1,705 1,642
England median daily rate £475 £450 £450
Median daily rate % change year-on-year +5.56% - +2.86%
10th Percentile £328 £325 £313
90th Percentile £663 £620 £613
UK median daily rate £475 £450 £450
% change year-on-year +5.56% - +5.88%
Number of hourly rates quoted 26 25 24
England median hourly rate £31.29 £18.50 £27.00
Median hourly rate % change year-on-year +69.14% -31.48% -34.15%
10th Percentile £14.83 £11.19 £14.16
90th Percentile £73.75 £53.93 £53.00
UK median hourly rate £31.29 £18.50 £27.00
% change year-on-year +69.14% -31.48% -34.15%

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 15,458 21,853 20,899
As % of all contract IT jobs advertised in England 21.42% 22.77% 21.99%
Number of daily rates quoted 10,489 15,340 14,590
England median daily rate £475 £475 £463
Median daily rate % change year-on-year - +2.70% +8.82%
10th Percentile £325 £319 £313
90th Percentile £663 £650 £638
UK median daily rate £475 £475 £450
% change year-on-year - +5.56% +5.88%
Number of hourly rates quoted 227 231 242
England median hourly rate £32.50 £32.50 £32.75
Median hourly rate % change year-on-year - -0.76% +19.09%
10th Percentile £13.89 £14.00 £15.18
90th Percentile £72.20 £57.50 £56.86
UK median hourly rate £32.50 £32.48 £31.15
% change year-on-year +0.08% +4.25% +11.25%

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 14 December 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 14 December 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 14 December 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 +22 1,051 £520 +7.22% 234
South East +35 276 £460 +2.22% 76
North of England +6 249 £420 +5.00% 113
Midlands +52 169 £400 - 62
South West -14 162 £450 +4.05% 29
North West +13 126 £388 -3.13% 68
West Midlands +59 124 £400 -6.87% 46
East of England +6 105 £450 - 31
Yorkshire +8 100 £425 +6.25% 38
East Midlands +4 45 £450 +12.50% 16
North East +12 23 £450 +12.15% 7
Data Warehouse
UK

For the 6 months to 14 December 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 1,204 (59.43%) SQL
2 1,012 (49.95%) Business Intelligence
3 795 (39.24%) ETL
4 644 (31.79%) SQL Server
5 612 (30.21%) Azure
6 608 (30.01%) Agile Software Development
7 591 (29.17%) SQL Server Integration Services
8 545 (26.90%) Power Platform
9 544 (26.85%) Power BI
10 505 (24.93%) Data Modelling
11 495 (24.43%) Microsoft
12 468 (23.10%) Finance
13 458 (22.61%) Analytics
14 393 (19.40%) SQL Server Reporting Services
15 324 (15.99%) SQL Server Analysis Services
16 320 (15.79%) Data Lake
17 297 (14.66%) Oracle
18 293 (14.46%) Big Data
19 290 (14.31%) Python
20 273 (13.47%) Migration
21 267 (13.18%) T-SQL
22 237 (11.70%) AWS
23 236 (11.65%) Tableau
24 234 (11.55%) Analytical Skills
25 213 (10.51%) Visualisation
26 195 (9.62%) Azure Data Factory
27 191 (9.43%) Azure SQL Data Warehouse
28 181 (8.93%) Scrum
29 180 (8.88%) C#
30 171 (8.44%) DevOps

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
1 122 (6.02%) Apache Spark
2 44 (2.17%) SharePoint
3 39 (1.92%) Apache
3 39 (1.92%) SAS
4 37 (1.83%) Confluence
5 35 (1.73%) Apache Airflow
6 16 (0.79%) WebLogic
7 14 (0.69%) Elasticsearch
8 11 (0.54%) CMS
9 7 (0.35%) Apache Solr
9 7 (0.35%) Tomcat
10 6 (0.30%) MS Exchange
10 6 (0.30%) Pachyderm
10 6 (0.30%) WebLogic Integration
11 4 (0.20%) IIS
11 4 (0.20%) Oracle SOA Suite
12 3 (0.15%) Anypoint
12 3 (0.15%) Exchange Server 2010
12 3 (0.15%) Exchange Server 2013
12 3 (0.15%) IBM Domino
Applications
1 123 (6.07%) Microsoft Excel
2 26 (1.28%) Microsoft Office
3 13 (0.64%) MS Visio
4 12 (0.59%) Microsoft PowerPoint
5 6 (0.30%) Spreadsheet
6 5 (0.25%) Microsoft Project
7 3 (0.15%) SPSS
8 2 (0.099%) Chatbot
9 1 (0.049%) GIMP
9 1 (0.049%) Photoshop
9 1 (0.049%) S-PLUS
Business Applications
1 25 (1.23%) Dynamics CRM
2 13 (0.64%) Sparx Enterprise Architect
3 11 (0.54%) Dynamics NAV
3 11 (0.54%) SAP Oil and Gas
4 10 (0.49%) Dynamics AX
4 10 (0.49%) SAP ERP
5 9 (0.44%) Oracle Applications
6 8 (0.39%) Oracle EBS
7 6 (0.30%) Adobe Campaign
7 6 (0.30%) Oracle Financials
7 6 (0.30%) Unit4 Business World
8 5 (0.25%) Oracle FAH
9 4 (0.20%) Markit EDM
9 4 (0.20%) Oracle Assets
9 4 (0.20%) Oracle Cash Management
9 4 (0.20%) Oracle General Ledger
9 4 (0.20%) Oracle Internet Expenses
9 4 (0.20%) Oracle iProcurement
9 4 (0.20%) Oracle Payables
9 4 (0.20%) Oracle Receivables
Cloud Services
1 612 (30.21%) Azure
2 545 (26.90%) Power Platform
3 237 (11.70%) AWS
4 195 (9.62%) Azure Data Factory
5 106 (5.23%) GCP
6 63 (3.11%) PaaS
7 58 (2.86%) Serverless
8 51 (2.52%) Amazon S3
9 44 (2.17%) GitHub
9 44 (2.17%) IaaS
10 42 (2.07%) Data Lake Analytics
11 41 (2.02%) SaaS
12 38 (1.88%) Amazon EMR
13 30 (1.48%) AWS Lambda
14 25 (1.23%) Dynamics 365
15 22 (1.09%) Azure Machine Learning
16 21 (1.04%) Office 365
17 17 (0.84%) AWS CloudFormation
18 16 (0.79%) iPaaS
19 13 (0.64%) Cloud Computing
Communications & Networking
1 24 (1.18%) Internet
2 8 (0.39%) Firewall
2 8 (0.39%) VPN
3 6 (0.30%) DHCP
3 6 (0.30%) WAN
4 5 (0.25%) 3G
4 5 (0.25%) SAN
4 5 (0.25%) Skype
5 4 (0.20%) 4G
5 4 (0.20%) 5G
5 4 (0.20%) Cisco ASA
5 4 (0.20%) Cisco IOS
5 4 (0.20%) VLAN
6 3 (0.15%) DNS
6 3 (0.15%) FTP
6 3 (0.15%) HTTP
6 3 (0.15%) SSL
7 2 (0.099%) Intranet
7 2 (0.099%) LAN
7 2 (0.099%) MQTT
Database & Business Intelligence
1 644 (31.79%) SQL Server
2 591 (29.17%) SQL Server Integration Services
3 544 (26.85%) Power BI
4 393 (19.40%) SQL Server Reporting Services
5 324 (15.99%) SQL Server Analysis Services
6 320 (15.79%) Data Lake
7 293 (14.46%) Big Data
8 191 (9.43%) Azure SQL Data Warehouse
9 166 (8.19%) Azure SQL Database
10 151 (7.45%) Hadoop
11 147 (7.26%) Relational Database
12 117 (5.77%) Amazon Redshift
13 99 (4.89%) Oracle Database
14 92 (4.54%) Star Schema
15 88 (4.34%) BusinessObjects
16 82 (4.05%) Snowflake Schema
17 79 (3.90%) NoSQL
18 71 (3.50%) Enterprise Data Warehouse
19 66 (3.26%) BigQuery
20 64 (3.16%) SQL Server 2012
Development Applications
1 106 (5.23%) JIRA
2 97 (4.79%) Git (software)
3 60 (2.96%) Jenkins
4 44 (2.17%) Visual Studio
5 39 (1.92%) Team Foundation Server
6 30 (1.48%) Visual Studio Team System
7 25 (1.23%) SQL Server Management Studio (SSMS)
8 24 (1.18%) ERwin
9 23 (1.14%) Selenium
10 15 (0.74%) ER Studio
11 13 (0.64%) PowerDesigner
12 12 (0.59%) Subversion
13 11 (0.54%) Atlassian Bamboo
13 11 (0.54%) Cucumber
14 10 (0.49%) Maven
14 10 (0.49%) Oracle APEX
14 10 (0.49%) Sonatype Nexus
15 9 (0.44%) Bugzilla
15 9 (0.44%) Eclipse
15 9 (0.44%) TeamCity
General
1 468 (23.10%) Finance
2 115 (5.68%) Banking
2 115 (5.68%) Public Sector
2 115 (5.68%) Retail
3 49 (2.42%) Marketing
4 38 (1.88%) Front Office
5 34 (1.68%) Legal
6 33 (1.63%) Telecoms
7 26 (1.28%) Manufacturing
7 26 (1.28%) Pharmaceutical
8 23 (1.14%) Back Office
9 19 (0.94%) Investment Banking
10 16 (0.79%) Financial Institution
10 16 (0.79%) Law
11 14 (0.69%) Advertising
12 11 (0.54%) Electronics
13 10 (0.49%) Billing
14 8 (0.39%) Local Government
15 7 (0.35%) Publishing
16 6 (0.30%) Games
Job Titles
1 751 (37.07%) Developer
2 283 (13.97%) Architect
2 283 (13.97%) Business Intelligence Developer
3 280 (13.82%) Analyst
4 197 (9.72%) Data Architect
5 188 (9.28%) SQL Developer
6 169 (8.34%) Data Engineer
7 127 (6.27%) Data Analyst
8 116 (5.73%) Consultant
9 89 (4.39%) ETL Developer
10 83 (4.10%) Business Analyst
11 79 (3.90%) Power BI Developer
12 74 (3.65%) Data Warehouse Developer
13 73 (3.60%) Azure Developer
14 70 (3.46%) SQL BI Developer
15 59 (2.91%) Business Intelligence Analyst
15 59 (2.91%) Project Manager
16 57 (2.81%) Azure Architect
17 53 (2.62%) DBA
18 50 (2.47%) SSIS Developer
Libraries, Frameworks & Software Standards
1 106 (5.23%) .NET
2 94 (4.64%) XML
3 72 (3.55%) MDX
4 65 (3.21%) JSON
5 64 (3.16%) Web Services
6 43 (2.12%) REST
7 40 (1.97%) PySpark
8 38 (1.88%) Kafka
9 32 (1.58%) SOAP
10 31 (1.53%) Middleware
11 26 (1.28%) HTML
12 20 (0.99%) WinForms
13 17 (0.84%) CSS
14 16 (0.79%) Pandas
15 12 (0.59%) Node.js
16 11 (0.54%) ASP.NET
17 10 (0.49%) .NET Framework
18 9 (0.44%) ADO.NET
18 9 (0.44%) AngularJS
18 9 (0.44%) JDBC
Miscellaneous
1 234 (11.55%) Analytical Skills
2 78 (3.85%) Data Structures
3 76 (3.75%) Management Information System
4 58 (2.86%) NHS
5 56 (2.76%) Greenfield Project
6 30 (1.48%) Data Centre
7 24 (1.18%) Self-Motivation
8 23 (1.14%) User Experience
9 22 (1.09%) Algorithms
10 20 (0.99%) Replication
11 17 (0.84%) Reference Data
12 15 (0.74%) Equities
13 14 (0.69%) Derivative
14 13 (0.64%) Clustering
14 13 (0.64%) Enterprise Software
14 13 (0.64%) Linux Command Line
14 13 (0.64%) Private Cloud
14 13 (0.64%) Public Cloud
14 13 (0.64%) Virtual Team
15 12 (0.59%) Reinsurance
Operating Systems
1 63 (3.11%) Linux
2 62 (3.06%) Windows
3 54 (2.67%) Unix
4 21 (1.04%) Windows Server
5 15 (0.74%) AIX
6 9 (0.44%) Windows 10
7 8 (0.39%) Oracle Linux
8 7 (0.35%) VMS
9 5 (0.25%) Windows Server 2008
9 5 (0.25%) Windows Server 2012
10 4 (0.20%) Windows 7
11 2 (0.099%) Android
11 2 (0.099%) Apple iOS
11 2 (0.099%) CentOS
12 1 (0.049%) Red Hat Enterprise Linux
Processes & Methodologies
1 1,012 (49.95%) Business Intelligence
2 795 (39.24%) ETL
3 608 (30.01%) Agile Software Development
4 505 (24.93%) Data Modelling
5 458 (22.61%) Analytics
6 273 (13.47%) Migration
7 213 (10.51%) Visualisation
8 181 (8.93%) Scrum
9 171 (8.44%) DevOps
10 159 (7.85%) Data Integration
11 154 (7.60%) Stakeholder Management
12 144 (7.11%) Data Science
13 141 (6.96%) Data Management
14 139 (6.86%) Data Migration
15 137 (6.76%) Data Architecture
16 130 (6.42%) Dimensional Modelling
16 130 (6.42%) Kimball Methodology
17 128 (6.32%) Data Analysis
17 128 (6.32%) Data Analytics
18 122 (6.02%) Problem-Solving
Programming Languages
1 1,204 (59.43%) SQL
2 290 (14.31%) Python
3 267 (13.18%) T-SQL
4 180 (8.88%) C#
5 116 (5.73%) Java
6 104 (5.13%) PL/SQL
7 72 (3.55%) PowerShell
8 69 (3.41%) Data Analysis Expressions (DAX)
9 65 (3.21%) Scala
10 52 (2.57%) JavaScript
11 50 (2.47%) R
12 32 (1.58%) VBA
13 30 (1.48%) VB.NET
14 24 (1.18%) Shell Script
15 17 (0.84%) Perl
15 17 (0.84%) VB
16 14 (0.69%) U-SQL
17 13 (0.64%) Bash Shell
17 13 (0.64%) Go
17 13 (0.64%) Ruby
Qualifications
1 122 (6.02%) Security Cleared
2 105 (5.18%) SC Cleared
3 87 (4.29%) Degree
4 25 (1.23%) Computer Science Degree
5 13 (0.64%) ISEB
6 12 (0.59%) Microsoft Certification
7 10 (0.49%) BPSS Clearance
7 10 (0.49%) DBS Check
7 10 (0.49%) PMP
8 9 (0.44%) PMI Certification
9 8 (0.39%) ISTQB
10 7 (0.35%) AWS Certification
10 7 (0.35%) MCITP
10 7 (0.35%) TOGAF Certification
11 5 (0.25%) ACCA
11 5 (0.25%) CIMA
11 5 (0.25%) DV Cleared
12 4 (0.20%) PhD
13 3 (0.15%) CFA
13 3 (0.15%) PRINCE2 Certification
Quality Assurance & Compliance
1 163 (8.05%) Data Quality
2 74 (3.65%) QA
3 29 (1.43%) PMO
4 24 (1.18%) GDPR
5 17 (0.84%) SLA
6 11 (0.54%) MiFID
7 9 (0.44%) Dodd-Frank
7 9 (0.44%) EMIR
8 8 (0.39%) Disclosure Scotland
9 6 (0.30%) ISO/IEC 27001
10 5 (0.25%) IFRS
11 3 (0.15%) NCSC
12 2 (0.099%) RMADS
13 1 (0.049%) Basel III
13 1 (0.049%) BS7799
13 1 (0.049%) IFRS 9
13 1 (0.049%) ISO 20022
13 1 (0.049%) SNOMED CT
13 1 (0.049%) Solvency II
13 1 (0.049%) WCAG
System Software
1 50 (2.47%) Docker
2 24 (1.18%) Active Directory
3 19 (0.94%) HDFS
4 16 (0.79%) Tivoli Workload Scheduler
5 15 (0.74%) VMware Infrastructure
6 11 (0.54%) Apache Flume
6 11 (0.54%) Oracle RAC
7 6 (0.30%) Hyper-V
8 4 (0.20%) Virtual Machines
9 1 (0.049%) Apache ZooKeeper
9 1 (0.049%) Cronacle
9 1 (0.049%) Oracle Clusterware
9 1 (0.049%) Veritas File System
9 1 (0.049%) Veritas Volume Manager
Systems Management
1 45 (2.22%) Kubernetes
2 44 (2.17%) Terraform
3 29 (1.43%) Ansible
4 16 (0.79%) Tivoli
5 9 (0.44%) HP ALM
6 7 (0.35%) Puppet
6 7 (0.35%) Single Sign-On
7 6 (0.30%) Kubeflow
7 6 (0.30%) Opscode Chef
7 6 (0.30%) SCCM
8 5 (0.25%) Hadoop YARN
8 5 (0.25%) Oracle RMAN
9 4 (0.20%) Data Guard
9 4 (0.20%) FortiGate
9 4 (0.20%) Microsoft Intune
9 4 (0.20%) Oozie
10 2 (0.099%) Control-M
10 2 (0.099%) Nessus
11 1 (0.049%) HP Quality Center
11 1 (0.049%) ZABBIX
Vendors
1 495 (24.43%) Microsoft
2 297 (14.66%) Oracle
3 236 (11.65%) Tableau
4 137 (6.76%) SAP
5 134 (6.61%) Databricks
6 87 (4.29%) Informatica
7 74 (3.65%) Google
8 52 (2.57%) Talend
9 41 (2.02%) Teradata
10 38 (1.88%) Cognos
11 37 (1.83%) IBM
12 29 (1.43%) Alteryx
13 27 (1.33%) MicroStrategy
13 27 (1.33%) Salesforce.com
14 19 (0.94%) Cloudera
15 18 (0.89%) VMware
16 12 (0.59%) MapR
16 12 (0.59%) Sparx
17 11 (0.54%) Adobe
17 11 (0.54%) Citrix