Period
to 30 October 2020

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 30 October 2020 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
30 Oct 2020
Same period 2019 Same period 2018
Rank 89 79 107
Rank change year-on-year -10 +28 -1
Contract jobs citing Data Warehouse 753 2,226 2,340
As % of all contract jobs advertised in England 2.69% 2.87% 2.47%
As % of the Database & Business Intelligence category 11.83% 13.05% 10.77%
Number of daily rates quoted 583 1,581 1,675
Median daily rate £500 £475 £450
Median daily rate % change year-on-year +5.26% +5.56% -
10th Percentile £313 £328 £325
90th Percentile £675 £650 £613
UK median daily rate £500 £475 £450
% change year-on-year +5.26% +5.56% -
Number of hourly rates quoted 0 28 14
Median hourly rate - £28.75 £22.00
Median hourly rate % change year-on-year - +30.68% -23.48%
UK median hourly rate - £28.75 £22.00
% change year-on-year - +30.68% -23.48%

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 6,364 17,064 21,737
As % of all contract IT jobs advertised in England 22.70% 22.04% 22.97%
Number of daily rates quoted 4,141 11,758 15,311
Median daily rate £490 £475 £475
Median daily rate % change year-on-year +3.16% - +5.56%
10th Percentile £310 £325 £315
90th Percentile £675 £663 £638
UK median daily rate £480 £475 £475
% change year-on-year +1.05% - +5.56%
Number of hourly rates quoted 134 240 217
Median hourly rate £35.00 £31.00 £29.50
Median hourly rate % change year-on-year +12.90% +5.08% -3.28%
10th Percentile £14.15 £14.00 £13.51
90th Percentile £53.93 £60.50 £55.00
Median hourly rate £35.00 £31.00 £28.66
% change year-on-year +12.90% +8.18% -4.48%

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 30 October 2020.

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
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 30 October 2020. 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 -4 462 £525 +5.00% 100
North of England +9 94 £400 -5.88% 55
South East +20 77 £500 +11.11% 16
North West +23 65 £400 -5.88% 39
Midlands -26 39 £350 -12.50% 29
West Midlands -17 29 £310 -27.06% 18
East of England +8 28 £400 -15.79% 10
South West -8 27 £463 +3.93% 9
Yorkshire +12 22 £375 -11.76% 9
East Midlands +10 10 £365 +4.14% 11
North East +33 9 £400 -13.51% 7
Data Warehouse
UK

For the 6 months to 30 October 2020, 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.

1 414 (54.98%) SQL
2 366 (48.61%) Business Intelligence
3 280 (37.18%) Azure
4 243 (32.27%) ETL
5 224 (29.75%) Data Modelling
6 212 (28.15%) SQL Server
7 203 (26.96%) Agile Software Development
8 195 (25.90%) Power Platform
9 194 (25.76%) Power BI
10 177 (23.51%) Finance
11 174 (23.11%) Microsoft
12 166 (22.05%) Python
13 147 (19.52%) Analytics
14 144 (19.12%) Data Lake
15 143 (18.99%) DevOps
16 120 (15.94%) SQL Server Integration Services
17 115 (15.27%) Oracle
18 112 (14.87%) AWS
19 94 (12.48%) Java
20 91 (12.08%) Migration
21 88 (11.69%) Banking
22 85 (11.29%) Analytical Skills
23 81 (10.76%) T-SQL
23 81 (10.76%) Azure Data Factory
24 79 (10.49%) SQL Server Reporting Services
24 79 (10.49%) GCP
25 77 (10.23%) SQL Server Analysis Services
26 72 (9.56%) Data Architecture
27 70 (9.30%) Microservices
27 70 (9.30%) Big Data

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 42 (5.58%) Apache
2 27 (3.59%) Apache Spark
3 18 (2.39%) SharePoint
4 15 (1.99%) Confluence
5 12 (1.59%) SAS
6 10 (1.33%) Apache Airflow
7 5 (0.66%) Elasticsearch
8 4 (0.53%) Apache Pig
8 4 (0.53%) Oracle Workflow
9 3 (0.40%) WebSphere
10 2 (0.27%) Apache Synapse
10 2 (0.27%) IIS
11 1 (0.13%) CMS
11 1 (0.13%) MQSeries
11 1 (0.13%) Oracle SOA Suite
11 1 (0.13%) Skype for Business
11 1 (0.13%) Tomcat
Applications
1 30 (3.98%) Microsoft Excel
2 11 (1.46%) Microsoft Office
3 9 (1.20%) MS Visio
4 5 (0.66%) Microsoft PowerPoint
4 5 (0.66%) SPSS
5 1 (0.13%) Microsoft Project
Business Applications
1 8 (1.06%) Sparx Enterprise Architect
2 5 (0.66%) Dynamics CRM
3 4 (0.53%) Primavera
3 4 (0.53%) SAP Oil and Gas
3 4 (0.53%) SAP S/4HANA
4 3 (0.40%) Endur
4 3 (0.40%) NetSuite
4 3 (0.40%) Oracle EBS
4 3 (0.40%) thinkFolio
5 2 (0.27%) Markit EDM
5 2 (0.27%) OPENHousing
5 2 (0.27%) SimCorp Dimension
6 1 (0.13%) Magento
6 1 (0.13%) Oracle Assets
6 1 (0.13%) Oracle General Ledger
6 1 (0.13%) Oracle Internet Expenses
6 1 (0.13%) Oracle iProcurement
6 1 (0.13%) Oracle Procure-to-Pay
6 1 (0.13%) Oracle Receivables
6 1 (0.13%) Sage 50
Cloud Services
1 280 (37.18%) Azure
2 195 (25.90%) Power Platform
3 112 (14.87%) AWS
4 81 (10.76%) Azure Data Factory
5 79 (10.49%) GCP
6 59 (7.84%) Serverless
7 49 (6.51%) AWS Lambda
8 40 (5.31%) Amazon ECS
9 24 (3.19%) Apigee
10 14 (1.86%) Amazon S3
10 14 (1.86%) Logic Apps
11 13 (1.73%) Dynamics 365
11 13 (1.73%) PowerApps
12 11 (1.46%) Azure Active Directory
12 11 (1.46%) GitHub
13 8 (1.06%) Amazon EC2
14 7 (0.93%) Azure Functions
14 7 (0.93%) SaaS
15 6 (0.80%) AWS Fargate
15 6 (0.80%) PaaS
Communications & Networking
1 13 (1.73%) Kerberos
2 5 (0.66%) Firewall
3 4 (0.53%) DNS
3 4 (0.53%) HTTP
3 4 (0.53%) Internet
3 4 (0.53%) SSH
4 3 (0.40%) LAN
5 2 (0.27%) SSL
5 2 (0.27%) TCP/IP
5 2 (0.27%) VPN
5 2 (0.27%) WAN
5 2 (0.27%) Wi-Fi
6 1 (0.13%) 3G
6 1 (0.13%) 4G
6 1 (0.13%) 5G
6 1 (0.13%) Network Security
6 1 (0.13%) Skype
6 1 (0.13%) VLAN
Database & Business Intelligence
1 212 (28.15%) SQL Server
2 194 (25.76%) Power BI
3 144 (19.12%) Data Lake
4 120 (15.94%) SQL Server Integration Services
5 79 (10.49%) SQL Server Reporting Services
6 77 (10.23%) SQL Server Analysis Services
7 70 (9.30%) Big Data
8 68 (9.03%) Azure SQL Data Warehouse
8 68 (9.03%) Azure SQL Database
8 68 (9.03%) MySQL
9 66 (8.76%) Relational Database
10 64 (8.50%) Amazon Redshift
11 61 (8.10%) Tableau
12 48 (6.37%) PostgreSQL
13 46 (6.11%) Oracle Database
14 39 (5.18%) Snowflake Schema
15 35 (4.65%) NoSQL
16 27 (3.59%) Hadoop
16 27 (3.59%) Oracle Database 11g
17 26 (3.45%) Microsoft Analysis Services
Development Applications
1 37 (4.91%) Jenkins
2 34 (4.52%) GitLab
3 26 (3.45%) JIRA
4 24 (3.19%) Artifactory
4 24 (3.19%) Git (software)
5 11 (1.46%) Selenium
5 11 (1.46%) Visual Studio Team System
6 9 (1.20%) SQL Server Management Studio (SSMS)
7 8 (1.06%) Maven
8 7 (0.93%) ERwin
9 6 (0.80%) Cypress.io
9 6 (0.80%) Visual Studio
10 5 (0.66%) JUnit
10 5 (0.66%) NUnit
10 5 (0.66%) PowerBuilder
11 4 (0.53%) kappa
11 4 (0.53%) PowerDesigner
12 3 (0.40%) Eclipse
12 3 (0.40%) ER Studio
12 3 (0.40%) Postman
General
1 177 (23.51%) Finance
2 88 (11.69%) Banking
3 41 (5.44%) Back Office
4 36 (4.78%) Public Sector
5 28 (3.72%) Marketing
6 23 (3.05%) Investment Banking
7 21 (2.79%) Retail
8 15 (1.99%) Pharmaceutical
9 12 (1.59%) Law
10 11 (1.46%) Advertising
11 10 (1.33%) Front Office
11 10 (1.33%) Telecoms
12 8 (1.06%) Manufacturing
12 8 (1.06%) Publishing
13 5 (0.66%) Electronics
13 5 (0.66%) Legal
13 5 (0.66%) Local Government
14 3 (0.40%) Financial Institution
14 3 (0.40%) Housing Association
14 3 (0.40%) Retail Banking
Job Titles
1 215 (28.55%) Developer
2 158 (20.98%) Architect
3 104 (13.81%) Data Architect
4 100 (13.28%) Data Engineer
5 87 (11.55%) Analyst
6 72 (9.56%) Business Intelligence Developer
7 64 (8.50%) Solutions Architect
8 43 (5.71%) Business Analyst
9 38 (5.05%) SQL Developer
10 33 (4.38%) Power BI Developer
11 32 (4.25%) Consultant
11 32 (4.25%) Data Warehouse Developer
12 30 (3.98%) Cloud Architect
12 30 (3.98%) DBA
13 28 (3.72%) Azure Engineer
14 26 (3.45%) Java Architect
14 26 (3.45%) Java Solutions Architect
15 25 (3.32%) Azure Architect
15 25 (3.32%) Cloud Solutions Architect
15 25 (3.32%) Senior Developer
Libraries, Frameworks & Software Standards
1 54 (7.17%) .NET
2 52 (6.91%) Web Services
3 48 (6.37%) Kafka
4 34 (4.52%) gRPC
5 28 (3.72%) XML
6 26 (3.45%) OAuth
6 26 (3.45%) REST
7 24 (3.19%) Swagger
8 22 (2.92%) JSON
9 17 (2.26%) PySpark
10 11 (1.46%) HTML
10 11 (1.46%) SOAP
11 10 (1.33%) .NET Framework
11 10 (1.33%) CSS
11 10 (1.33%) RESTful
12 9 (1.20%) ASP.NET
13 8 (1.06%) Spring
14 6 (0.80%) JMS
14 6 (0.80%) MDX
14 6 (0.80%) Middleware
Miscellaneous
1 85 (11.29%) Analytical Skills
2 38 (5.05%) Hedge funds
3 33 (4.38%) Data Structures
3 33 (4.38%) Management Information System
3 33 (4.38%) NHS
4 32 (4.25%) Greenfield Project
5 18 (2.39%) User Experience
6 11 (1.46%) Cloud Native
7 8 (1.06%) Algorithms
7 8 (1.06%) Self-Motivation
8 7 (0.93%) FMCG
9 5 (0.66%) Credit Risk
9 5 (0.66%) Enterprise Software
9 5 (0.66%) Life Science
9 5 (0.66%) Reference Data
10 4 (0.53%) Replication
10 4 (0.53%) SWIFT
10 4 (0.53%) Virtual Team
11 3 (0.40%) Data Centre
11 3 (0.40%) Reinsurance
Operating Systems
1 33 (4.38%) Linux
2 32 (4.25%) Windows
3 23 (3.05%) Unix
4 5 (0.66%) AIX
4 5 (0.66%) Red Hat Enterprise Linux
4 5 (0.66%) Windows Server
5 4 (0.53%) Debian
5 4 (0.53%) Ubuntu
5 4 (0.53%) Windows Server 2016
6 3 (0.40%) Windows Server 2019
6 3 (0.40%) zOS
7 2 (0.27%) VMS
8 1 (0.13%) Android
8 1 (0.13%) Apple iOS
8 1 (0.13%) Windows Server 2008
8 1 (0.13%) Windows Vista
Processes & Methodologies
1 366 (48.61%) Business Intelligence
2 243 (32.27%) ETL
3 224 (29.75%) Data Modelling
4 203 (26.96%) Agile Software Development
5 147 (19.52%) Analytics
6 143 (18.99%) DevOps
7 91 (12.08%) Migration
8 72 (9.56%) Data Architecture
9 70 (9.30%) Microservices
10 68 (9.03%) Performance Tuning
10 68 (9.03%) Visualisation
11 64 (8.50%) Data Analysis
12 61 (8.10%) Mentoring
12 61 (8.10%) Scrum
13 59 (7.84%) Kimball Methodology
14 56 (7.44%) Data Migration
15 53 (7.04%) Problem-Solving
16 51 (6.77%) Data Engineering
16 51 (6.77%) Stakeholder Management
16 51 (6.77%) Test Automation
Programming Languages
1 414 (54.98%) SQL
2 166 (22.05%) Python
3 94 (12.48%) Java
4 81 (10.76%) T-SQL
5 45 (5.98%) C#
6 38 (5.05%) PL/SQL
7 30 (3.98%) PowerShell
8 26 (3.45%) Data Analysis Expressions (DAX)
8 26 (3.45%) JavaScript
9 18 (2.39%) R
9 18 (2.39%) Shell Script
10 12 (1.59%) Bash Shell
11 11 (1.46%) C
11 11 (1.46%) Scala
12 9 (1.20%) VBA
13 7 (0.93%) C++
13 7 (0.93%) PHP
14 6 (0.80%) Go
14 6 (0.80%) VB
15 5 (0.66%) Perl
Qualifications
1 39 (5.18%) Security Cleared
2 24 (3.19%) SC Cleared
2 24 (3.19%) Sun Certification
3 23 (3.05%) Degree
4 8 (1.06%) AWS Certification
4 8 (1.06%) TOGAF Certification
5 7 (0.93%) DV Cleared
6 5 (0.66%) Computer Science Degree
7 4 (0.53%) CTC Cleared
7 4 (0.53%) ITIL Certification
8 3 (0.40%) ISTQB
9 2 (0.27%) ISEB
9 2 (0.27%) ISTQB Foundation Certification
9 2 (0.27%) PRINCE2 Practitioner
10 1 (0.13%) ACCA
10 1 (0.13%) BPSS Clearance
10 1 (0.13%) HNC
10 1 (0.13%) HND
10 1 (0.13%) ITIL Foundation Certificate
10 1 (0.13%) Microsoft Certification
Quality Assurance & Compliance
1 66 (8.76%) QA
2 57 (7.57%) Data Quality
3 11 (1.46%) GDPR
4 4 (0.53%) IFRS
5 3 (0.40%) PMO
5 3 (0.40%) SLA
6 2 (0.27%) ISO/IEC 20000
6 2 (0.27%) SNOMED CT
7 1 (0.13%) MiFID
7 1 (0.13%) Sarbanes-Oxley
7 1 (0.13%) Solvency II
System Software
1 37 (4.91%) Docker
2 15 (1.99%) Oracle RAC
3 13 (1.73%) Oracle Clusterware
4 12 (1.59%) Active Directory
5 3 (0.40%) GridGain
5 3 (0.40%) Virtual Machines
5 3 (0.40%) VMware Infrastructure
6 2 (0.27%) HDFS
7 1 (0.13%) Apache Flume
7 1 (0.13%) Apache ZooKeeper
7 1 (0.13%) Hyper-V
Systems Management
1 48 (6.37%) Kubernetes
2 13 (1.73%) Data Guard
2 13 (1.73%) Oracle RMAN
3 9 (1.20%) Terraform
4 4 (0.53%) Ansible
4 4 (0.53%) Oozie
5 3 (0.40%) Control-M
5 3 (0.40%) Opscode Chef
5 3 (0.40%) Puppet
6 2 (0.27%) Enterprise Manager Cloud Control
6 2 (0.27%) Foglight
7 1 (0.13%) Hadoop YARN
7 1 (0.13%) HP ALM
7 1 (0.13%) HP Quality Center
7 1 (0.13%) Istio
7 1 (0.13%) Single Sign-On
Vendors
1 174 (23.11%) Microsoft
2 115 (15.27%) Oracle
3 67 (8.90%) Google
4 62 (8.23%) Databricks
5 38 (5.05%) SAP
6 28 (3.72%) Informatica
7 17 (2.26%) IBM
8 12 (1.59%) Cloudera
8 12 (1.59%) Salesforce.com
9 11 (1.46%) Talend
10 10 (1.33%) Teradata
11 9 (1.20%) Cognos
11 9 (1.20%) MicroStrategy
12 8 (1.06%) Sparx
12 8 (1.06%) Sybase
13 7 (0.93%) MuleSoft
14 5 (0.66%) Red Hat
14 5 (0.66%) Splunk
14 5 (0.66%) TIBCO
15 4 (0.53%) Pega