Period
to

The following table provides summary statistics for contract job vacancies advertised in London 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 25 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
England > London
6 months to
25 May 2022
Same period 2021 Same period 2020
Rank 89 76 83
Rank change year-on-year -13 +7 0
Contract jobs citing Data Warehouse 1,120 815 612
As % of all contract jobs advertised in London 2.90% 3.34% 3.10%
As % of the Database & Business Intelligence category 14.01% 14.20% 12.65%
Number of daily rates quoted 806 544 433
10th Percentile £400 £381 £361
25th Percentile £494 £431 £413
Median daily rate (50th Percentile) £575 £525 £500
Median % change year-on-year +9.52% +5.00% +1.52%
75th Percentile £675 £612 £600
90th Percentile £775 £675 £685
England median daily rate £550 £500 £475
% change year-on-year +10.00% +5.26% -
Number of hourly rates quoted 6 8 4
10th Percentile £47.13 - -
25th Percentile £52.25 £8.00 £26.25
Median hourly rate £60.00 £12.75 £31.25
Median % change year-on-year +370.59% -59.20% +47.93%
75th Percentile £64.00 £38.81 £43.38
90th Percentile £77.83 £42.98 £53.95
England median hourly rate £43.42 £23.95 £50.50
% change year-on-year +81.31% -52.58% +188.57%

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 London with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
London
Contract vacancies with a requirement for database or business intelligence skills 7,996 5,741 4,838
As % of all contract IT jobs advertised in London 20.69% 23.51% 24.51%
Number of daily rates quoted 5,901 4,050 3,522
10th Percentile £406 £375 £363
25th Percentile £488 £450 £425
Median daily rate (50th Percentile) £578 £525 £525
Median % change year-on-year +10.00% - -
75th Percentile £700 £638 £625
90th Percentile £788 £713 £702
England median daily rate £550 £500 £500
% change year-on-year +10.00% - +2.56%
Number of hourly rates quoted 34 38 28
10th Percentile £26.47 £12.20 £15.81
25th Percentile £29.38 £20.00 £19.55
Median hourly rate £52.00 £30.81 £25.00
Median % change year-on-year +68.76% +23.25% +2.04%
75th Percentile £71.56 £57.77 £34.69
90th Percentile £75.59 £65.45 £47.83
England median hourly rate £42.50 £24.50 £25.00
% change year-on-year +73.47% -2.00% -16.67%

Data Warehouse
Job Vacancy Trend in London

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

Job vacancy trend for Data Warehouse in London

Data Warehouse
Contractor Daily Rate Trend in London

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

Daily rate trend for Data Warehouse in London

Data Warehouse
Daily Rate Histogram in London

Daily rate distribution for jobs citing Data Warehouse in London over the 6 months to 25 May 2022.

Daily rate histogram for Data Warehouse in London

Data Warehouse
Contractor Hourly Rate Trend in London

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

Hourly rate trend for Data Warehouse in London

Data Warehouse
Hourly Rate Histogram in London

Hourly rate distribution of jobs citing Data Warehouse in London over the 6 months to 25 May 2022.

Hourly rate histogram for Data Warehouse in London

Data Warehouse
Contract Job Locations in London

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 London region over the 6 months to 25 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
Central London -22 135 £560 +1.82% 37
West London +18 32 £625 +38.89% 6
South London -21 9 £500 -10.71% 1
East London - 7 £590 - 3
Data Warehouse
England

For the 6 months to 25 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 London region with a requirement for Data Warehouse.

1 554 (49.46%) SQL
2 430 (38.39%) ETL
3 394 (35.18%) Data Modelling
4 392 (35.00%) Agile
5 375 (33.48%) Business Intelligence
6 367 (32.77%) Finance
7 341 (30.45%) Azure
8 320 (28.57%) Analytics
9 286 (25.54%) SQL Server
10 282 (25.18%) Data Lake
11 262 (23.39%) Python
12 249 (22.23%) DevOps
13 223 (19.91%) AWS
14 210 (18.75%) Power Platform
14 210 (18.75%) Social Skills
15 200 (17.86%) Power BI
16 199 (17.77%) Big Data
17 168 (15.00%) Scrum
18 162 (14.46%) Data Analysis
19 155 (13.84%) Databricks
20 154 (13.75%) Oracle
21 151 (13.48%) Data Quality
22 150 (13.39%) Banking
22 150 (13.39%) Data Management
23 145 (12.95%) Microsoft
24 140 (12.50%) Analytical Skills
25 139 (12.41%) Data Architecture
26 138 (12.32%) Data Integration
27 135 (12.05%) Migration
28 132 (11.79%) SQL Server Integration Services

Data Warehouse
Co-occurring IT Skills in London 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
1 111 (9.91%) Apache Spark
2 27 (2.41%) Apache
3 26 (2.32%) Apache Airflow
4 21 (1.88%) Confluence
4 21 (1.88%) SAS
5 11 (0.98%) SharePoint
6 10 (0.89%) CMS
7 9 (0.80%) WebSphere
8 7 (0.63%) Apache Pig
8 7 (0.63%) WebSphere Application Server
9 5 (0.45%) NServiceBus
10 4 (0.36%) Elasticsearch
10 4 (0.36%) Jupyter
10 4 (0.36%) Tomcat
11 3 (0.27%) IIS
11 3 (0.27%) Luigi
11 3 (0.27%) Oracle SOA Suite
12 2 (0.18%) Oracle Coherence
12 2 (0.18%) PowerExchange
13 1 (0.089%) Umbraco
Applications
1 32 (2.86%) Microsoft Excel
2 7 (0.63%) Microsoft Office
3 4 (0.36%) Microsoft PowerPoint
3 4 (0.36%) Spreadsheet
4 3 (0.27%) MS Visio
5 2 (0.18%) Microsoft Project
6 1 (0.089%) SPSS
6 1 (0.089%) Windchill
Business Applications
1 15 (1.34%) HiPortfolio
2 10 (0.89%) Sparx Enterprise Architect
3 7 (0.63%) Oracle Financials
3 7 (0.63%) SAP Oil and Gas
4 5 (0.45%) Maximo
5 4 (0.36%) Dynamics CRM
6 3 (0.27%) SAP S/4HANA
6 3 (0.27%) Sentinel
7 2 (0.18%) Cerner Millennium
7 2 (0.18%) Dynamics NAV
7 2 (0.18%) Hyperion Planning
7 2 (0.18%) Misys Opics
7 2 (0.18%) Oracle EBS R12
7 2 (0.18%) Oracle ERP
7 2 (0.18%) Oracle FAH
7 2 (0.18%) Oracle General Ledger
7 2 (0.18%) Oracle Payables
7 2 (0.18%) Oracle Procure-to-Pay
7 2 (0.18%) Salesforce.com CRM
8 1 (0.089%) SystmOne
Cloud Services
1 341 (30.45%) Azure
2 223 (19.91%) AWS
3 210 (18.75%) Power Platform
4 126 (11.25%) Azure Data Factory
5 95 (8.48%) Snowflake
6 85 (7.59%) Serverless
7 74 (6.61%) GCP
8 58 (5.18%) Azure Synapse Analytics
9 57 (5.09%) Amazon S3
10 41 (3.66%) AWS Lambda
11 34 (3.04%) Azure Cosmos DB
12 30 (2.68%) dbt
13 29 (2.59%) Azure Functions
14 23 (2.05%) Amazon Kinesis
15 19 (1.70%) PaaS
16 18 (1.61%) Azure Storage
17 16 (1.43%) Amazon EC2
18 15 (1.34%) Google Analytics
19 14 (1.25%) Amazon EMR
19 14 (1.25%) Azure Logic Apps
Communications & Networking
1 13 (1.16%) Internet
2 12 (1.07%) SSH
3 8 (0.71%) DNS
4 7 (0.63%) SAN
5 5 (0.45%) FTP
5 5 (0.45%) HTTP
5 5 (0.45%) LAN
5 5 (0.45%) WAN
6 4 (0.36%) Firewall
7 3 (0.27%) IPFS
7 3 (0.27%) Network Security
7 3 (0.27%) Wireless
8 2 (0.18%) Kerberos
8 2 (0.18%) MPLS
8 2 (0.18%) PuTTY
8 2 (0.18%) WinSCP
9 1 (0.089%) HTTPS
Database & Business Intelligence
1 286 (25.54%) SQL Server
2 282 (25.18%) Data Lake
3 200 (17.86%) Power BI
4 199 (17.77%) Big Data
5 132 (11.79%) SQL Server Integration Services
6 107 (9.55%) Tableau
7 83 (7.41%) Relational Database
7 83 (7.41%) SQL Server Reporting Services
8 82 (7.32%) Metadata
9 69 (6.16%) SQL Server Analysis Services
10 66 (5.89%) PostgreSQL
11 61 (5.45%) Amazon Redshift
12 60 (5.36%) Azure SQL Data Warehouse
13 59 (5.27%) NoSQL
14 55 (4.91%) Azure SQL Database
15 49 (4.38%) Hadoop
16 45 (4.02%) RDBMS
17 43 (3.84%) MySQL
18 36 (3.21%) BigQuery
19 34 (3.04%) Microsoft Analysis Services
Development Applications
1 67 (5.98%) Git (software)
2 54 (4.82%) JIRA
3 49 (4.38%) kappa
4 47 (4.20%) ERwin
5 27 (2.41%) PowerDesigner
6 25 (2.23%) Visual Studio
7 24 (2.14%) ER Studio
7 24 (2.14%) Jenkins
8 15 (1.34%) Team Foundation Server
9 14 (1.25%) GitLab
10 9 (0.80%) Artifactory
10 9 (0.80%) Eclipse
10 9 (0.80%) TeamCity
11 8 (0.71%) Cucumber
11 8 (0.71%) Subversion
11 8 (0.71%) Visual Studio Team System
12 7 (0.63%) Selenium
13 6 (0.54%) Bitbucket
13 6 (0.54%) SonarQube
13 6 (0.54%) Sonatype Nexus
General
1 367 (32.77%) Finance
2 210 (18.75%) Social Skills
3 150 (13.39%) Banking
4 140 (12.50%) Analytical Skills
5 57 (5.09%) Investment Banking
6 44 (3.93%) Presentation Skills
6 44 (3.93%) Public Sector
7 39 (3.48%) Marketing
7 39 (3.48%) Retail
8 30 (2.68%) Legal
9 27 (2.41%) Back Office
10 26 (2.32%) Front Office
11 21 (1.88%) Financial Institution
12 15 (1.34%) Pharmaceutical
13 14 (1.25%) Law
13 14 (1.25%) Publishing
14 11 (0.98%) Inclusion and Diversity
14 11 (0.98%) Influencing Skills
14 11 (0.98%) Telecoms
15 9 (0.80%) Documentation Skills
Job Titles
1 243 (21.70%) Data Engineer
2 216 (19.29%) Developer
3 203 (18.13%) Analyst
4 200 (17.86%) Architect
5 150 (13.39%) Data Architect
6 93 (8.30%) Data Analyst
7 70 (6.25%) Business Analyst
8 61 (5.45%) Business Intelligence Developer
9 58 (5.18%) Data Modeller
10 51 (4.55%) SQL Developer
11 47 (4.20%) Data Business Analyst
12 46 (4.11%) Solutions Architect
13 42 (3.75%) Azure Engineer
14 40 (3.57%) Python Engineer
15 36 (3.21%) Project Manager
16 35 (3.13%) AWS Engineer
17 29 (2.59%) Applications Support
17 29 (2.59%) Support Analyst
18 28 (2.50%) Applications Support Analyst
18 28 (2.50%) Power BI Developer
Libraries, Frameworks & Software Standards
1 86 (7.68%) Kafka
2 54 (4.82%) .NET
3 24 (2.14%) .NET Framework
4 22 (1.96%) RESTful
5 20 (1.79%) PySpark
5 20 (1.79%) Web Services
6 16 (1.43%) XML
7 15 (1.34%) MDX
7 15 (1.34%) Pandas
8 14 (1.25%) WinForms
9 13 (1.16%) REST
10 12 (1.07%) JSON
11 11 (0.98%) SOAP
11 11 (0.98%) Spark Streaming
12 9 (0.80%) ARM Templates
13 8 (0.71%) HTML
13 8 (0.71%) React
14 7 (0.63%) OAuth
14 7 (0.63%) Spring
14 7 (0.63%) Spring Boot
Miscellaneous
1 49 (4.38%) Management Information System
2 43 (3.84%) Virtual Team
3 31 (2.77%) Reference Data
4 30 (2.68%) Data Structures
5 25 (2.23%) Credit Risk
6 24 (2.14%) Greenfield Project
7 21 (1.88%) Self-Motivation
8 20 (1.79%) Legacy Systems
9 18 (1.61%) User Experience
10 15 (1.34%) Hedge funds
11 14 (1.25%) Hybrid Cloud
12 12 (1.07%) Data Protection Act
13 11 (0.98%) NHS
13 11 (0.98%) Reinsurance
14 10 (0.89%) Renewable Energy
15 9 (0.80%) Algorithms
15 9 (0.80%) Cloud Native
15 9 (0.80%) iSeries
15 9 (0.80%) Linux Command Line
15 9 (0.80%) Replication
Operating Systems
1 64 (5.71%) Linux
2 39 (3.48%) Unix
3 29 (2.59%) Windows
4 20 (1.79%) Red Hat Enterprise Linux
5 6 (0.54%) Windows Server
5 6 (0.54%) zOS
6 4 (0.36%) Mac OS
7 3 (0.27%) CentOS
8 1 (0.089%) Android
8 1 (0.089%) Apple iOS
8 1 (0.089%) Debian
8 1 (0.089%) Oracle Linux
8 1 (0.089%) Ubuntu
8 1 (0.089%) Windows 10
Processes & Methodologies
1 430 (38.39%) ETL
2 394 (35.18%) Data Modelling
3 392 (35.00%) Agile
4 375 (33.48%) Business Intelligence
5 320 (28.57%) Analytics
6 249 (22.23%) DevOps
7 168 (15.00%) Scrum
8 162 (14.46%) Data Analysis
9 150 (13.39%) Data Management
10 139 (12.41%) Data Architecture
11 138 (12.32%) Data Integration
12 135 (12.05%) Migration
13 121 (10.80%) Data Pipeline
14 118 (10.54%) Visualisation
15 117 (10.45%) CI/CD
16 114 (10.18%) Data Governance
17 113 (10.09%) Data Engineering
18 93 (8.30%) Kimball Methodology
19 90 (8.04%) Problem-Solving
20 85 (7.59%) Master Data Management
Programming Languages
1 554 (49.46%) SQL
2 262 (23.39%) Python
3 114 (10.18%) Java
4 98 (8.75%) C#
5 72 (6.43%) T-SQL
6 43 (3.84%) PL/SQL
7 41 (3.66%) Scala
8 36 (3.21%) PowerShell
9 33 (2.95%) Data Analysis Expressions (DAX)
10 30 (2.68%) R
11 24 (2.14%) Shell Script
12 16 (1.43%) Bash
12 16 (1.43%) JavaScript
13 11 (0.98%) Ruby
13 11 (0.98%) VBA
14 8 (0.71%) C
15 7 (0.63%) VB
16 5 (0.45%) Go
16 5 (0.45%) SAS Macro
16 5 (0.45%) TypeScript
Qualifications
1 80 (7.14%) Security Cleared
2 57 (5.09%) SC Cleared
3 48 (4.29%) Degree
4 15 (1.34%) Computer Science Degree
5 11 (0.98%) BPSS Clearance
6 8 (0.71%) DBS Check
6 8 (0.71%) Master's Degree
7 7 (0.63%) FFIEC
7 7 (0.63%) PMP
8 6 (0.54%) PMI Certification
9 5 (0.45%) DV Cleared
9 5 (0.45%) MCITP
9 5 (0.45%) Microsoft Certification
10 4 (0.36%) ISTQB
11 3 (0.27%) ISTQB Foundation Certification
11 3 (0.27%) MCTS
11 3 (0.27%) Tableau Certification
11 3 (0.27%) TOGAF Certification
12 2 (0.18%) Numerate Degree
13 1 (0.089%) AWS Certification
Quality Assurance & Compliance
1 151 (13.48%) Data Quality
2 39 (3.48%) QA
3 26 (2.32%) IFRS
4 21 (1.88%) GDPR
4 21 (1.88%) IFRS 17
5 20 (1.79%) Accessibility
6 13 (1.16%) SLA
7 8 (0.71%) PCI DSS
8 7 (0.63%) GLBA
8 7 (0.63%) NIST
9 6 (0.54%) Solvency II
10 4 (0.36%) ISO/IEC 27001
10 4 (0.36%) PMO
11 2 (0.18%) Actionable Recommendations
11 2 (0.18%) COREP
11 2 (0.18%) CRD IV
11 2 (0.18%) FINREP
11 2 (0.18%) GAAP
11 2 (0.18%) IFRS 9
11 2 (0.18%) ITGC
System Software
1 35 (3.13%) Docker
2 22 (1.96%) HDFS
3 9 (0.80%) Active Directory
4 2 (0.18%) GFS2
5 1 (0.089%) Apache ZooKeeper
5 1 (0.089%) Oracle RAC
Systems Management
1 44 (3.93%) Kubernetes
2 39 (3.48%) Terraform
3 27 (2.41%) Ansible
4 6 (0.54%) Control-M
5 4 (0.36%) Puppet
6 3 (0.27%) Kibana
6 3 (0.27%) logstash
6 3 (0.27%) Nagios
7 2 (0.18%) HP Quality Center
8 1 (0.089%) Hadoop YARN
8 1 (0.089%) Kubeflow
8 1 (0.089%) Microsoft Intune
8 1 (0.089%) Opscode Chef
Vendors
1 155 (13.84%) Databricks
2 154 (13.75%) Oracle
3 145 (12.95%) Microsoft
4 69 (6.16%) Google
5 61 (5.45%) Informatica
6 49 (4.38%) SAP
7 43 (3.84%) Talend
8 34 (3.04%) Teradata
9 28 (2.50%) BiZZdesign
10 27 (2.41%) Alteryx
11 21 (1.88%) Cloudera
12 20 (1.79%) Splunk
13 18 (1.61%) Red Hat
14 17 (1.52%) TIBCO
15 15 (1.34%) SimCorp
15 15 (1.34%) Vermilion
16 14 (1.25%) Netezza
16 14 (1.25%) Salesforce.com
17 13 (1.16%) Adobe
17 13 (1.16%) DevExpress