Period
to

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 23 May 2022 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
23 May 2022
Same period 2021 Same period 2020
Rank 97 80 86
Rank change year-on-year -17 +6 +6
Contract jobs citing Data Warehouse 1,856 1,388 1,201
As % of all contract jobs advertised in England 2.66% 3.00% 2.79%
As % of the Database & Business Intelligence category 13.70% 14.18% 12.68%
Number of daily rates quoted 1,369 947 840
10th Percentile £371 £320 £322
25th Percentile £463 £413 £400
Median daily rate (50th Percentile) £550 £500 £475
Median % change year-on-year +10.00% +5.26% -
75th Percentile £650 £588 £588
90th Percentile £741 £650 £675
UK median daily rate £550 £500 £475
% change year-on-year +10.00% +5.26% -
Number of hourly rates quoted 17 22 13
10th Percentile £20.35 £8.00 £26.25
25th Percentile £35.00 £15.31 £32.50
Median hourly rate £45.00 £23.95 £50.50
Median % change year-on-year +87.93% -52.58% +188.57%
75th Percentile £61.75 £36.06 £61.00
90th Percentile £65.76 £49.52 £68.75
UK median hourly rate £45.00 £26.00 £50.50
% change year-on-year +73.08% -48.51% +182.99%

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 13,544 9,789 9,475
As % of all contract IT jobs advertised in England 19.42% 21.13% 21.97%
Number of daily rates quoted 9,811 6,781 6,602
10th Percentile £363 £325 £325
25th Percentile £450 £411 £405
Median daily rate (50th Percentile) £550 £500 £500
Median % change year-on-year +10.00% - +2.56%
75th Percentile £653 £600 £588
90th Percentile £750 £700 £675
UK median daily rate £550 £500 £488
% change year-on-year +10.00% +2.56% +2.63%
Number of hourly rates quoted 162 170 135
10th Percentile £14.25 £11.39 £14.45
25th Percentile £21.31 £17.88 £18.13
Median hourly rate £44.48 £24.25 £24.71
Median % change year-on-year +83.40% -1.86% -17.63%
75th Percentile £65.00 £47.50 £46.00
90th Percentile £75.00 £64.55 £59.80
UK median hourly rate £45.00 £26.50 £24.71
% change year-on-year +69.81% +7.24% -13.30%

Data Warehouse
Job Vacancy Trend in England

Job postings citing Data Warehouse as a proportion of all IT jobs advertised in England.

Job vacancy trend for Data Warehouse in England

Data Warehouse
Contractor Daily Rate Trend in England

3-month moving average daily rate quoted in jobs citing Data Warehouse in England.

Daily rate trend for Data Warehouse in England

Data Warehouse
Daily Rate Histogram in England

Daily rate distribution for jobs citing Data Warehouse in England over the 6 months to 23 May 2022.

Daily rate histogram for Data Warehouse in England

Data Warehouse
Contractor Hourly Rate Trend in England

3-month moving average hourly rates quoted in jobs citing Data Warehouse in England.

Hourly rate trend for Data Warehouse in England

Data Warehouse
Hourly Rate Histogram in England

Hourly rate distribution of jobs citing Data Warehouse in England over the 6 months to 23 May 2022.

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 23 May 2022. 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
Jobs
London -9 1,121 £590 +12.38% 150
South East -3 171 £523 -0.48% 45
Midlands +1 167 £515 +21.18% 39
North of England -34 154 £525 +20.00% 36
West Midlands +1 141 £525 +23.53% 24
North West -4 121 £534 +21.31% 17
South West -22 78 £500 -9.09% 14
East of England -17 47 £428 +4.39% 18
Yorkshire -54 28 £450 +2.86% 10
East Midlands -14 25 £475 +18.75% 15
North East -4 4 £480 -4.00% 10
Data Warehouse
UK

For the 6 months to 23 May 2022, 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.

1 939 (50.59%) SQL
2 723 (38.95%) ETL
3 688 (37.07%) Business Intelligence
4 646 (34.81%) Agile
5 606 (32.65%) Data Modelling
6 594 (32.00%) Azure
7 581 (31.30%) Analytics
8 487 (26.24%) Finance
9 424 (22.84%) SQL Server
10 422 (22.74%) AWS
11 410 (22.09%) Data Lake
11 410 (22.09%) Power Platform
12 399 (21.50%) Power BI
13 398 (21.44%) Python
14 360 (19.40%) DevOps
15 335 (18.05%) Social Skills
16 284 (15.30%) Scrum
17 282 (15.19%) Big Data
18 277 (14.92%) Microsoft
19 257 (13.85%) Migration
20 255 (13.74%) Oracle
21 242 (13.04%) SQL Server Integration Services
22 230 (12.39%) Data Integration
23 214 (11.53%) Databricks
24 210 (11.31%) Azure Data Factory
24 210 (11.31%) Data Management
25 204 (10.99%) Data Analysis
25 204 (10.99%) Data Analytics
26 202 (10.88%) Analytical Skills
26 202 (10.88%) Data Architecture

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
1 153 (8.24%) Apache Spark
2 64 (3.45%) Confluence
3 46 (2.48%) Apache
4 44 (2.37%) SAS
5 43 (2.32%) Apache Airflow
6 25 (1.35%) SharePoint
7 12 (0.65%) CMS
8 9 (0.48%) Jupyter
8 9 (0.48%) WebSphere
9 8 (0.43%) Apache Pig
10 7 (0.38%) Tomcat
10 7 (0.38%) WebSphere Application Server
11 6 (0.32%) WebLogic
12 5 (0.27%) NServiceBus
12 5 (0.27%) Oracle Workflow
13 4 (0.22%) Appian
13 4 (0.22%) Elasticsearch
13 4 (0.22%) IIS
13 4 (0.22%) Oracle SOA Suite
13 4 (0.22%) PowerExchange
Applications
1 75 (4.04%) Microsoft Excel
2 12 (0.65%) Microsoft Office
3 9 (0.48%) Microsoft PowerPoint
4 8 (0.43%) Microsoft Project
4 8 (0.43%) MS Visio
5 5 (0.27%) Oracle Smart View
5 5 (0.27%) Spreadsheet
6 1 (0.054%) SPSS
6 1 (0.054%) Windchill
Business Applications
1 19 (1.02%) assyst
2 15 (0.81%) HiPortfolio
3 10 (0.54%) Sparx Enterprise Architect
4 9 (0.48%) Oracle Financials
5 8 (0.43%) Maximo
6 7 (0.38%) Oracle Applications
6 7 (0.38%) Oracle EBS
6 7 (0.38%) SAP Oil and Gas
6 7 (0.38%) SAP S/4HANA
7 6 (0.32%) Cognos Business Intelligence
8 5 (0.27%) Dynamics CRM
8 5 (0.27%) Oracle EBS R12
9 3 (0.16%) Dynamics NAV
9 3 (0.16%) Salesforce.com CRM
9 3 (0.16%) Sentinel
10 2 (0.11%) Oracle ERP
10 2 (0.11%) Oracle General Ledger
10 2 (0.11%) SAP BPC
10 2 (0.11%) SAP CRM
10 2 (0.11%) SAP HR
Cloud Services
1 594 (32.00%) Azure
2 422 (22.74%) AWS
3 410 (22.09%) Power Platform
4 210 (11.31%) Azure Data Factory
5 133 (7.17%) GCP
6 130 (7.00%) Snowflake
7 109 (5.87%) Azure Synapse Analytics
8 101 (5.44%) Serverless
9 83 (4.47%) Amazon S3
10 51 (2.75%) AWS Lambda
11 40 (2.16%) Azure Cosmos DB
12 38 (2.05%) dbt
13 35 (1.89%) Amazon EMR
14 34 (1.83%) PaaS
15 30 (1.62%) Azure Functions
16 28 (1.51%) Amazon EC2
17 27 (1.45%) Amazon Kinesis
18 24 (1.29%) GitHub
19 23 (1.24%) Azure Logic Apps
20 22 (1.19%) Amazon EKS
Communications & Networking
1 15 (0.81%) Internet
2 13 (0.70%) SSH
3 10 (0.54%) SAN
4 9 (0.48%) DNS
5 7 (0.38%) HTTP
5 7 (0.38%) LAN
5 7 (0.38%) WAN
6 6 (0.32%) Firewall
6 6 (0.32%) Kerberos
7 5 (0.27%) FTP
8 3 (0.16%) IPFS
8 3 (0.16%) iSCSI
8 3 (0.16%) Network Security
8 3 (0.16%) Radio Access Network
8 3 (0.16%) Wireless
9 2 (0.11%) MPLS
9 2 (0.11%) MVNO
9 2 (0.11%) PuTTY
9 2 (0.11%) WinSCP
10 1 (0.054%) Intranet
Database & Business Intelligence
1 424 (22.84%) SQL Server
2 410 (22.09%) Data Lake
3 399 (21.50%) Power BI
4 282 (15.19%) Big Data
5 242 (13.04%) SQL Server Integration Services
6 152 (8.19%) Tableau
7 143 (7.70%) SQL Server Reporting Services
8 130 (7.00%) Relational Database
9 120 (6.47%) Amazon Redshift
10 114 (6.14%) SQL Server Analysis Services
11 113 (6.09%) Metadata
12 108 (5.82%) Azure SQL Data Warehouse
13 102 (5.50%) Azure SQL Database
14 95 (5.12%) NoSQL
15 80 (4.31%) Hadoop
15 80 (4.31%) Pentaho
16 79 (4.26%) PostgreSQL
17 69 (3.72%) MySQL
18 64 (3.45%) RDBMS
19 60 (3.23%) BigQuery
Development Applications
1 108 (5.82%) JIRA
2 95 (5.12%) Git (software)
3 56 (3.02%) GitLab
4 52 (2.80%) ERwin
5 51 (2.75%) Jenkins
6 50 (2.69%) kappa
7 48 (2.59%) Bitbucket
8 39 (2.10%) Visual Studio
9 27 (1.45%) PowerDesigner
10 26 (1.40%) ER Studio
11 18 (0.97%) Team Foundation Server
12 16 (0.86%) TeamCity
13 15 (0.81%) Artifactory
13 15 (0.81%) Zephyr
14 11 (0.59%) Selenium
15 9 (0.48%) Cucumber
15 9 (0.48%) Eclipse
16 8 (0.43%) Subversion
16 8 (0.43%) Visual Studio Team System
17 7 (0.38%) Octopus Deploy
General
1 487 (26.24%) Finance
2 335 (18.05%) Social Skills
3 202 (10.88%) Analytical Skills
4 161 (8.67%) Banking
5 108 (5.82%) Public Sector
6 66 (3.56%) Retail
7 60 (3.23%) Investment Banking
8 58 (3.13%) Presentation Skills
9 43 (2.32%) Marketing
10 37 (1.99%) Legal
11 32 (1.72%) Back Office
12 27 (1.45%) Pharmaceutical
13 24 (1.29%) Front Office
14 23 (1.24%) Financial Institution
15 20 (1.08%) Influencing Skills
15 20 (1.08%) Telecoms
16 19 (1.02%) Law
17 18 (0.97%) Publishing
18 17 (0.92%) Documentation Skills
19 15 (0.81%) Manufacturing
Job Titles
1 393 (21.17%) Data Engineer
2 378 (20.37%) Developer
3 359 (19.34%) Architect
4 272 (14.66%) Analyst
5 239 (12.88%) Data Architect
6 128 (6.90%) Data Analyst
7 127 (6.84%) Business Intelligence Developer
8 105 (5.66%) SQL Developer
9 85 (4.58%) Solutions Architect
10 80 (4.31%) Project Manager
11 78 (4.20%) Business Analyst
12 73 (3.93%) Azure Engineer
13 62 (3.34%) Data Modeller
14 51 (2.75%) Data Business Analyst
15 49 (2.64%) Data Warehouse Developer
16 47 (2.53%) Senior Data Engineer
17 45 (2.42%) Power BI Developer
18 41 (2.21%) Python Engineer
19 39 (2.10%) SQL BI Developer
20 38 (2.05%) AWS Engineer
Libraries, Frameworks & Software Standards
1 124 (6.68%) Kafka
2 76 (4.09%) .NET
3 36 (1.94%) XML
4 35 (1.89%) PySpark
5 31 (1.67%) RESTful
6 26 (1.40%) .NET Framework
7 25 (1.35%) Web Services
8 24 (1.29%) MDX
8 24 (1.29%) Pandas
9 23 (1.24%) JSON
10 21 (1.13%) REST
11 17 (0.92%) React
12 16 (0.86%) HTML
12 16 (0.86%) SOAP
12 16 (0.86%) WinForms
13 13 (0.70%) Spark Streaming
14 12 (0.65%) CSS
14 12 (0.65%) Node.js
14 12 (0.65%) Ruby on Rails
15 11 (0.59%) NumPy
Miscellaneous
1 65 (3.50%) Management Information System
2 57 (3.07%) Data Structures
3 50 (2.69%) Virtual Team
4 38 (2.05%) Legacy Systems
4 38 (2.05%) Reference Data
5 36 (1.94%) Self-Motivation
6 35 (1.89%) Greenfield Project
7 34 (1.83%) NHS
8 26 (1.40%) User Experience
9 25 (1.35%) Credit Risk
10 23 (1.24%) Data Protection Act
11 19 (1.02%) Cloud Native
12 17 (0.92%) Replication
13 16 (0.86%) Hedge funds
14 15 (0.81%) Hybrid Cloud
15 14 (0.75%) Algorithms
16 13 (0.70%) Public Cloud
17 12 (0.65%) IoT
17 12 (0.65%) Reinsurance
18 10 (0.54%) Linux Command Line
Operating Systems
1 120 (6.47%) Linux
2 104 (5.60%) Unix
3 45 (2.42%) Windows
4 24 (1.29%) Red Hat Enterprise Linux
5 11 (0.59%) Mac OS
5 11 (0.59%) Windows Server
6 6 (0.32%) zOS
7 3 (0.16%) AIX
7 3 (0.16%) CentOS
8 2 (0.11%) Android
8 2 (0.11%) Apple iOS
8 2 (0.11%) Oracle Linux
8 2 (0.11%) Windows 10
9 1 (0.054%) Debian
9 1 (0.054%) SUSE
9 1 (0.054%) VMS
9 1 (0.054%) Windows Server 2008
9 1 (0.054%) Windows Server 2012
9 1 (0.054%) Windows Server 2016
9 1 (0.054%) Windows Server 2019
Processes & Methodologies
1 723 (38.95%) ETL
2 688 (37.07%) Business Intelligence
3 646 (34.81%) Agile
4 606 (32.65%) Data Modelling
5 581 (31.30%) Analytics
6 360 (19.40%) DevOps
7 284 (15.30%) Scrum
8 257 (13.85%) Migration
9 230 (12.39%) Data Integration
10 210 (11.31%) Data Management
11 204 (10.99%) Data Analysis
11 204 (10.99%) Data Analytics
12 202 (10.88%) Data Architecture
13 196 (10.56%) Visualisation
14 195 (10.51%) CI/CD
15 189 (10.18%) Data Pipeline
16 179 (9.64%) Data Engineering
17 158 (8.51%) Problem-Solving
18 154 (8.30%) Data Governance
19 137 (7.38%) Stakeholder Management
Programming Languages
1 939 (50.59%) SQL
2 398 (21.44%) Python
3 166 (8.94%) Java
4 136 (7.33%) T-SQL
5 124 (6.68%) C#
6 101 (5.44%) PL/SQL
7 57 (3.07%) Scala
8 55 (2.96%) R
9 53 (2.86%) PowerShell
10 52 (2.80%) Data Analysis Expressions (DAX)
11 47 (2.53%) Shell Script
12 33 (1.78%) JavaScript
13 21 (1.13%) Bash
14 20 (1.08%) Ruby
15 18 (0.97%) C
16 17 (0.92%) Perl
16 17 (0.92%) VBA
17 10 (0.54%) HiveQL
17 10 (0.54%) SAS Macro
18 8 (0.43%) COBOL
Qualifications
1 152 (8.19%) Security Cleared
2 120 (6.47%) SC Cleared
3 74 (3.99%) Degree
4 22 (1.19%) Computer Science Degree
4 22 (1.19%) ISTQB
5 18 (0.97%) BPSS Clearance
6 15 (0.81%) ISTQB Foundation Certification
7 11 (0.59%) PMP
8 10 (0.54%) PMI Certification
9 9 (0.48%) Master's Degree
10 8 (0.43%) DBS Check
10 8 (0.43%) FFIEC
10 8 (0.43%) Microsoft Certification
11 7 (0.38%) DV Cleared
12 6 (0.32%) Numerate Degree
13 5 (0.27%) AWS Certification
13 5 (0.27%) MCITP
13 5 (0.27%) TOGAF Certification
14 3 (0.16%) MCTS
14 3 (0.16%) RHCSA
Quality Assurance & Compliance
1 196 (10.56%) Data Quality
2 69 (3.72%) QA
3 29 (1.56%) GDPR
4 27 (1.45%) Accessibility
5 26 (1.40%) IFRS
6 21 (1.13%) IFRS 17
7 19 (1.02%) SLA
8 9 (0.48%) NIST
8 9 (0.48%) PCI DSS
9 8 (0.43%) GLBA
10 6 (0.32%) PMO
10 6 (0.32%) Solvency II
11 4 (0.22%) ISO/IEC 27001
12 2 (0.11%) COBIT
12 2 (0.11%) COREP
12 2 (0.11%) CRD IV
12 2 (0.11%) FINREP
12 2 (0.11%) GAAP
12 2 (0.11%) IFRS 9
12 2 (0.11%) ITGC
System Software
1 49 (2.64%) Docker
2 28 (1.51%) HDFS
3 19 (1.02%) Active Directory
4 5 (0.27%) Oracle RAC
5 3 (0.16%) Oracle Clusterware
6 2 (0.11%) GFS2
6 2 (0.11%) Time Sharing Option
7 1 (0.054%) Apache Flume
7 1 (0.054%) Apache ZooKeeper
7 1 (0.054%) VMware ESXi
7 1 (0.054%) VMware Infrastructure
Systems Management
1 58 (3.13%) Kubernetes
2 54 (2.91%) Terraform
3 49 (2.64%) Ansible
4 7 (0.38%) Control-M
4 7 (0.38%) Opscode Chef
4 7 (0.38%) Puppet
5 5 (0.27%) Kibana
6 4 (0.22%) Oracle RMAN
7 3 (0.16%) Data Guard
7 3 (0.16%) logstash
7 3 (0.16%) Microsoft Intune
7 3 (0.16%) Nagios
8 2 (0.11%) HP Quality Center
9 1 (0.054%) Foglight
9 1 (0.054%) Forefront Identity Manager
9 1 (0.054%) Hadoop YARN
9 1 (0.054%) Oozie
9 1 (0.054%) Oracle Enterprise Manager
9 1 (0.054%) SCCM
9 1 (0.054%) SCOM
Vendors
1 277 (14.92%) Microsoft
2 255 (13.74%) Oracle
3 214 (11.53%) Databricks
4 113 (6.09%) Informatica
5 94 (5.06%) Google
6 90 (4.85%) Talend
7 76 (4.09%) SAP
8 44 (2.37%) Cloudera
9 40 (2.16%) Teradata
10 31 (1.67%) Alteryx
11 28 (1.51%) BiZZdesign
12 27 (1.45%) Salesforce.com
13 22 (1.19%) Red Hat
14 21 (1.13%) Splunk
15 20 (1.08%) Netezza
16 18 (0.97%) Cognos
17 17 (0.92%) TIBCO
18 15 (0.81%) Adobe
18 15 (0.81%) IBM
18 15 (0.81%) SimCorp