Period
to 7 August 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 7 August 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
7 Aug 2020
Same period 2019 Same period 2018
Rank 85 84 98
Rank change year-on-year -1 +14 +4
Contract jobs citing Data Warehouse 851 2,376 2,421
As % of all contract jobs advertised in England 2.72% 2.86% 2.58%
As % of the Database & Business Intelligence category 12.44% 12.84% 11.26%
Number of daily rates quoted 605 1,689 1,759
Median daily rate £498 £475 £463
Median daily rate % change year-on-year +4.74% +2.70% +2.78%
10th Percentile £335 £350 £325
90th Percentile £675 £650 £613
UK median daily rate £488 £475 £450
% change year-on-year +2.63% +5.56% -
Number of hourly rates quoted 7 18 12
Median hourly rate £59.00 £23.67 £30.75
Median hourly rate % change year-on-year +149.31% -23.04% -10.19%
10th Percentile £31.50 £14.20 £10.53
90th Percentile £69.75 £73.75 £118.10
UK median hourly rate £59.00 £23.67 £26.50
% change year-on-year +149.31% -10.70% -23.45%

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 6,839 18,499 21,503
As % of all contract IT jobs advertised in England 21.89% 22.26% 22.93%
Number of daily rates quoted 4,497 12,836 15,151
Median daily rate £500 £475 £475
Median daily rate % change year-on-year +5.26% - +5.56%
10th Percentile £325 £325 £313
90th Percentile £700 £650 £638
UK median daily rate £500 £475 £463
% change year-on-year +5.26% +2.70% +2.78%
Number of hourly rates quoted 144 234 226
Median hourly rate £35.00 £35.00 £30.00
Median hourly rate % change year-on-year - +16.67% -2.44%
10th Percentile £15.28 £14.08 £14.00
90th Percentile £54.70 £60.00 £53.13
Median hourly rate £35.00 £35.00 £30.00
% change year-on-year - +16.67% -4.76%

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 7 August 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
Hourly Rate Histogram in England

Hourly rate distribution of jobs citing Data Warehouse in England over the 6 months to 7 August 2020.

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 7 August 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 0 485 £525 +5.00% 66
South East +24 109 £525 +16.67% 16
North of England +12 90 £400 -5.88% 43
Midlands -2 64 £400 -11.11% 36
North West +18 58 £365 -14.12% 30
West Midlands -2 48 £400 -11.11% 19
East of England +14 44 £438 -5.41% 20
South West +1 43 £453 +0.56% 4
Yorkshire +20 31 £525 +16.99% 10
East Midlands +17 15 £350 -17.65% 16
North East +22 3 £450 +16.88% 3
Data Warehouse
UK

For the 6 months to 7 August 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.

1 537 (63.10%) SQL
2 444 (52.17%) Business Intelligence
3 328 (38.54%) Azure
4 318 (37.37%) ETL
5 259 (30.43%) SQL Server
6 243 (28.55%) Agile Software Development
7 240 (28.20%) Power Platform
8 227 (26.67%) Power BI
9 225 (26.44%) Finance
10 219 (25.73%) Data Modelling
11 204 (23.97%) Microsoft
12 200 (23.50%) Analytics
13 197 (23.15%) SQL Server Integration Services
14 187 (21.97%) DevOps
15 179 (21.03%) Python
16 160 (18.80%) Oracle
17 156 (18.33%) Data Lake
18 143 (16.80%) AWS
19 113 (13.28%) SQL Server Reporting Services
20 111 (13.04%) T-SQL
20 111 (13.04%) Big Data
21 108 (12.69%) Java
22 102 (11.99%) Banking
23 94 (11.05%) Kimball Methodology
24 90 (10.58%) .NET
25 87 (10.22%) SQL Server Analysis Services
26 86 (10.11%) Analytical Skills
27 84 (9.87%) C#
27 84 (9.87%) Azure SQL Data Warehouse
28 79 (9.28%) Tableau

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 (4.94%) Apache Spark
2 38 (4.47%) SAS
3 35 (4.11%) Apache
4 21 (2.47%) SharePoint
5 14 (1.65%) WebLogic
6 10 (1.18%) Confluence
7 8 (0.94%) Elasticsearch
8 7 (0.82%) IIS
9 6 (0.71%) Apache Airflow
9 6 (0.71%) Apache Pig
10 4 (0.47%) Apache ServiceMix
10 4 (0.47%) JBoss
10 4 (0.47%) Red Hat Fuse
11 3 (0.35%) Oracle Workflow
12 2 (0.24%) BizTalk Server
13 1 (0.12%) CMS
Applications
1 52 (6.11%) Microsoft Excel
2 7 (0.82%) Microsoft Office
3 6 (0.71%) Microsoft PowerPoint
4 3 (0.35%) MS Visio
4 3 (0.35%) Spreadsheet
4 3 (0.35%) SPSS
5 1 (0.12%) Chatbot
5 1 (0.12%) Microsoft Project
Business Applications
1 11 (1.29%) Oracle EBS
2 7 (0.82%) SAP Oil and Gas
3 6 (0.71%) Dynamics CRM
4 5 (0.59%) SAP S/4HANA
5 3 (0.35%) Endur
5 3 (0.35%) Salesforce.com CRM
6 2 (0.24%) HFM
6 2 (0.24%) Markit EDM
6 2 (0.24%) NetSuite
6 2 (0.24%) Oracle Payroll
6 2 (0.24%) Primavera
7 1 (0.12%) Cognos Business Intelligence
7 1 (0.12%) Hyperion Planning
7 1 (0.12%) Oracle General Ledger
7 1 (0.12%) Oracle iProcurement
7 1 (0.12%) Oracle Payables
7 1 (0.12%) Oracle Procure-to-Pay
7 1 (0.12%) Oracle Receivables
7 1 (0.12%) SAP BPC
7 1 (0.12%) thinkFolio
Cloud Services
1 328 (38.54%) Azure
2 240 (28.20%) Power Platform
3 143 (16.80%) AWS
4 78 (9.17%) Azure Data Factory
5 73 (8.58%) GCP
6 54 (6.35%) Serverless
7 38 (4.47%) AWS Lambda
8 33 (3.88%) PaaS
9 31 (3.64%) Amazon ECS
10 25 (2.94%) Amazon S3
11 18 (2.12%) Apigee
12 16 (1.88%) Amazon EC2
13 14 (1.65%) IaaS
13 14 (1.65%) Logic Apps
14 12 (1.41%) Azure Functions
15 11 (1.29%) Azure Active Directory
15 11 (1.29%) SaaS
16 10 (1.18%) Slack
17 9 (1.06%) GitHub
18 7 (0.82%) Amazon CloudWatch
Communications & Networking
1 10 (1.18%) Firewall
2 7 (0.82%) Kerberos
3 6 (0.71%) 3G
3 6 (0.71%) 4G
3 6 (0.71%) 5G
4 4 (0.47%) FTP
4 4 (0.47%) HTTP
4 4 (0.47%) Internet
4 4 (0.47%) SSH
5 3 (0.35%) DNS
6 2 (0.24%) Network Security
6 2 (0.24%) Skype
6 2 (0.24%) SSL
7 1 (0.12%) Reverse Proxy
7 1 (0.12%) VPN
Database & Business Intelligence
1 259 (30.43%) SQL Server
2 227 (26.67%) Power BI
3 197 (23.15%) SQL Server Integration Services
4 156 (18.33%) Data Lake
5 113 (13.28%) SQL Server Reporting Services
6 111 (13.04%) Big Data
7 87 (10.22%) SQL Server Analysis Services
8 84 (9.87%) Azure SQL Data Warehouse
9 78 (9.17%) Amazon Redshift
10 66 (7.76%) Azure SQL Database
11 59 (6.93%) MySQL
11 59 (6.93%) Relational Database
12 55 (6.46%) Snowflake Schema
13 53 (6.23%) Oracle Database
14 52 (6.11%) Hadoop
15 46 (5.41%) PostgreSQL
16 42 (4.94%) OLAP
17 41 (4.82%) NoSQL
18 31 (3.64%) BusinessObjects
19 28 (3.29%) RDBMS
Development Applications
1 68 (7.99%) Git (software)
2 49 (5.76%) Jenkins
3 38 (4.47%) JIRA
4 37 (4.35%) GitLab
5 29 (3.41%) Artifactory
6 25 (2.94%) Team Foundation Server
7 23 (2.70%) SQL Server Management Studio (SSMS)
8 18 (2.12%) Bitbucket
9 16 (1.88%) Visual Studio Team System
10 11 (1.29%) Maven
11 10 (1.18%) Subversion
11 10 (1.18%) Visual Studio
12 9 (1.06%) ERwin
13 7 (0.82%) Eclipse
14 5 (0.59%) JMeter
14 5 (0.59%) JUnit
14 5 (0.59%) NUnit
15 4 (0.47%) PowerDesigner
15 4 (0.47%) TeamCity
15 4 (0.47%) Toad
General
1 225 (26.44%) Finance
2 102 (11.99%) Banking
3 48 (5.64%) Back Office
4 40 (4.70%) Public Sector
5 30 (3.53%) Retail
6 26 (3.06%) Marketing
7 24 (2.82%) Investment Banking
8 20 (2.35%) Law
9 12 (1.41%) Pharmaceutical
9 12 (1.41%) Telecoms
10 11 (1.29%) Legal
11 10 (1.18%) Front Office
12 7 (0.82%) Advertising
12 7 (0.82%) Billing
13 5 (0.59%) Manufacturing
13 5 (0.59%) Publishing
14 4 (0.47%) Automotive
15 3 (0.35%) Games
15 3 (0.35%) General Ledger
15 3 (0.35%) International Banking
Job Titles
1 287 (33.73%) Developer
2 158 (18.57%) Architect
3 98 (11.52%) Business Intelligence Developer
3 98 (11.52%) Data Architect
3 98 (11.52%) Data Engineer
4 95 (11.16%) Analyst
5 77 (9.05%) SQL Developer
6 51 (5.99%) Data Warehouse Developer
7 38 (4.47%) Consultant
8 37 (4.35%) Solutions Architect
9 35 (4.11%) Azure Engineer
10 33 (3.88%) Senior Developer
11 32 (3.76%) Power BI Developer
12 31 (3.64%) DBA
13 29 (3.41%) Project Manager
14 28 (3.29%) Data Analyst
14 28 (3.29%) ETL Developer
15 27 (3.17%) Business Analyst
16 26 (3.06%) Azure Developer
16 26 (3.06%) C# Developer
Libraries, Frameworks & Software Standards
1 90 (10.58%) .NET
2 48 (5.64%) Web Services
3 31 (3.64%) gRPC
4 28 (3.29%) JSON
5 27 (3.17%) XML
6 23 (2.70%) Kafka
7 20 (2.35%) HTML
7 20 (2.35%) Swagger
8 19 (2.23%) OAuth
9 18 (2.12%) .NET Framework
9 18 (2.12%) CSS
10 16 (1.88%) ASP.NET
10 16 (1.88%) PySpark
11 15 (1.76%) REST
12 13 (1.53%) MDX
12 13 (1.53%) WinForms
13 11 (1.29%) SOAP
14 10 (1.18%) AngularJS
14 10 (1.18%) Middleware
15 8 (0.94%) ADO.NET
Miscellaneous
1 86 (10.11%) Analytical Skills
2 40 (4.70%) Hedge funds
3 30 (3.53%) Management Information System
4 29 (3.41%) Greenfield Project
5 27 (3.17%) Data Structures
6 24 (2.82%) NHS
7 15 (1.76%) User Experience
8 14 (1.65%) Replication
9 13 (1.53%) Algorithms
10 11 (1.29%) Cloud Native
11 10 (1.18%) Self-Motivation
12 9 (1.06%) Enterprise Software
13 7 (0.82%) FMCG
13 7 (0.82%) Mobile App
14 6 (0.71%) Reference Data
15 5 (0.59%) Data Centre
16 4 (0.47%) PKI
16 4 (0.47%) Public Cloud
16 4 (0.47%) Virtual Team
17 3 (0.35%) Credit Risk
Operating Systems
1 47 (5.52%) Windows
2 43 (5.05%) Unix
3 31 (3.64%) Linux
4 17 (2.00%) VMS
5 10 (1.18%) Red Hat Enterprise Linux
5 10 (1.18%) Windows Server
6 6 (0.71%) Debian
6 6 (0.71%) Ubuntu
7 3 (0.35%) Solaris
7 3 (0.35%) Windows Server 2016
7 3 (0.35%) Windows Server 2019
8 2 (0.24%) AIX
8 2 (0.24%) Android
9 1 (0.12%) Apple iOS
9 1 (0.12%) Windows Server 2008
9 1 (0.12%) Windows Vista
Processes & Methodologies
1 444 (52.17%) Business Intelligence
2 318 (37.37%) ETL
3 243 (28.55%) Agile Software Development
4 219 (25.73%) Data Modelling
5 200 (23.50%) Analytics
6 187 (21.97%) DevOps
7 94 (11.05%) Kimball Methodology
8 78 (9.17%) Migration
8 78 (9.17%) Scrum
9 69 (8.11%) Machine Learning
10 68 (7.99%) Data Architecture
11 67 (7.87%) Data Engineering
12 66 (7.76%) Visualisation
13 64 (7.52%) Software Engineering
14 63 (7.40%) Mentoring
15 60 (7.05%) Microservices
15 60 (7.05%) Stakeholder Management
16 54 (6.35%) Data Governance
17 53 (6.23%) Problem-Solving
18 52 (6.11%) Requirements Gathering
Programming Languages
1 537 (63.10%) SQL
2 179 (21.03%) Python
3 111 (13.04%) T-SQL
4 108 (12.69%) Java
5 84 (9.87%) C#
6 61 (7.17%) PL/SQL
7 55 (6.46%) PowerShell
8 36 (4.23%) JavaScript
9 29 (3.41%) R
10 27 (3.17%) Shell Script
11 24 (2.82%) Data Analysis Expressions (DAX)
12 22 (2.59%) Perl
13 21 (2.47%) VBA
14 18 (2.12%) Scala
15 17 (2.00%) VB
16 11 (1.29%) PHP
16 11 (1.29%) SAS Macro
17 10 (1.18%) C++
17 10 (1.18%) Go
18 9 (1.06%) VB.NET
Qualifications
1 60 (7.05%) Security Cleared
2 43 (5.05%) SC Cleared
3 42 (4.94%) Degree
4 18 (2.12%) Sun Certification
5 10 (1.18%) AWS Certification
6 8 (0.94%) Computer Science Degree
6 8 (0.94%) DV Cleared
7 7 (0.82%) TOGAF Certification
8 6 (0.71%) CESG Certified Professional
8 6 (0.71%) CISM
8 6 (0.71%) CISSP
8 6 (0.71%) CRISC
9 4 (0.47%) Master's Degree
9 4 (0.47%) PRINCE2 Practitioner
10 3 (0.35%) BPSS Clearance
10 3 (0.35%) PMI Certification
11 2 (0.24%) ACCA
11 2 (0.24%) ITIL Certification
11 2 (0.24%) PMP
11 2 (0.24%) PRINCE2 Certification
Quality Assurance & Compliance
1 54 (6.35%) QA
2 53 (6.23%) Data Quality
3 24 (2.82%) GDPR
4 8 (0.94%) Solvency II
5 4 (0.47%) SLA
6 3 (0.35%) PMO
7 1 (0.12%) IFRS
System Software
1 27 (3.17%) Docker
2 11 (1.29%) Active Directory
3 6 (0.71%) Oracle Clusterware
3 6 (0.71%) Oracle RAC
4 4 (0.47%) Virtual Machines
5 3 (0.35%) GridGain
6 2 (0.24%) Apache Flume
6 2 (0.24%) HDFS
6 2 (0.24%) VMware Infrastructure
7 1 (0.12%) Apache ZooKeeper
7 1 (0.12%) Virtual Desktop
Systems Management
1 48 (5.64%) Kubernetes
2 24 (2.82%) Terraform
3 17 (2.00%) Ansible
4 7 (0.82%) Data Guard
5 6 (0.71%) Oozie
5 6 (0.71%) Oracle RMAN
6 5 (0.59%) Control-M
7 3 (0.35%) HP ALM
8 1 (0.12%) HP Quality Center
8 1 (0.12%) Opscode Chef
8 1 (0.12%) Tivoli
Vendors
1 204 (23.97%) Microsoft
2 160 (18.80%) Oracle
3 79 (9.28%) Tableau
4 62 (7.29%) Google
5 57 (6.70%) Databricks
6 53 (6.23%) SAP
7 38 (4.47%) Informatica
8 27 (3.17%) Cloudera
9 22 (2.59%) Salesforce.com
10 21 (2.47%) Cognos
11 13 (1.53%) Red Hat
12 12 (1.41%) Talend
13 10 (1.18%) IBM
13 10 (1.18%) MicroStrategy
13 10 (1.18%) Teradata
14 9 (1.06%) MuleSoft
15 7 (0.82%) Pega
16 6 (0.71%) Alteryx
16 6 (0.71%) Sun
16 6 (0.71%) Telerik