Period
to 31 March 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 31 March 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
31 Mar 2020
Same period 2019 Same period 2018
Rank 79 96 109
Rank change year-on-year +17 +13 -19
Contract jobs citing Data Warehouse 1,577 2,282 2,188
As % of all contract jobs advertised in England 2.81% 2.59% 2.33%
As % of the Database & Business Intelligence category 13.27% 11.50% 10.51%
Number of daily rates quoted 1,070 1,608 1,629
Median daily rate £475 £463 £450
Median daily rate % change year-on-year +2.70% +2.78% +2.86%
10th Percentile £321 £325 £313
90th Percentile £675 £625 £600
UK median daily rate £475 £455 £450
% change year-on-year +4.40% +1.11% +2.86%
Number of hourly rates quoted 20 20 23
Median hourly rate £38.50 £17.91 £26.50
Median hourly rate % change year-on-year +114.99% -32.42% -31.61%
10th Percentile £25.71 £12.88 £13.20
90th Percentile £68.75 £43.62 £54.60
UK median hourly rate £38.50 £17.91 £24.75
% change year-on-year +114.99% -27.65% -35.50%

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 11,887 19,837 20,810
As % of all contract IT jobs advertised in England 21.16% 22.50% 22.17%
Number of daily rates quoted 7,889 13,814 14,551
Median daily rate £488 £488 £475
Median daily rate % change year-on-year - +2.63% +5.56%
10th Percentile £325 £325 £313
90th Percentile £675 £650 £638
UK median daily rate £475 £475 £470
% change year-on-year - +1.06% +7.43%
Number of hourly rates quoted 211 221 225
Median hourly rate £35.00 £35.00 £35.00
10th Percentile £15.00 £14.45 £14.54
90th Percentile £58.00 £56.50 £53.65
Median hourly rate £35.00 £35.00 £35.00

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 31 March 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 31 March 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 31 March 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 +13 793 £500 +1.01% 165
South East +50 233 £475 - 48
North of England +24 223 £444 +4.41% 104
Midlands +16 125 £400 -5.88% 65
North West +30 102 £400 -5.88% 57
East of England +13 99 £450 -2.70% 26
South West +14 96 £450 +2.86% 32
Yorkshire +11 89 £525 +23.53% 42
West Midlands +16 82 £400 -3.03% 54
East Midlands +4 42 £375 -9.09% 11
North East +27 33 £450 +1.41% 5
Data Warehouse
UK

For the 6 months to 31 March 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.

1 951 (60.30%) SQL
2 806 (51.11%) Business Intelligence
3 650 (41.22%) ETL
4 489 (31.01%) Azure
5 481 (30.50%) SQL Server
6 450 (28.54%) Agile Software Development
7 448 (28.41%) SQL Server Integration Services
8 431 (27.33%) Power Platform
9 417 (26.44%) Power BI
10 416 (26.38%) Data Modelling
11 391 (24.79%) Microsoft
12 365 (23.15%) Analytics
13 324 (20.55%) Finance
14 277 (17.56%) Oracle
15 270 (17.12%) SQL Server Reporting Services
16 254 (16.11%) Data Lake
17 239 (15.16%) SQL Server Analysis Services
18 236 (14.97%) Python
19 233 (14.77%) T-SQL
20 226 (14.33%) Big Data
21 206 (13.06%) Analytical Skills
22 193 (12.24%) AWS
23 177 (11.22%) Migration
24 171 (10.84%) Azure SQL Data Warehouse
25 170 (10.78%) Tableau
26 167 (10.59%) Visualisation
27 156 (9.89%) Kimball Methodology
28 154 (9.77%) Azure Data Factory
29 149 (9.45%) DevOps
30 135 (8.56%) Relational Database

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 72 (4.57%) Apache Spark
2 39 (2.47%) SAS
3 36 (2.28%) Confluence
4 34 (2.16%) SharePoint
5 26 (1.65%) Apache
6 25 (1.59%) WebLogic
7 21 (1.33%) Apache Airflow
8 12 (0.76%) Tomcat
9 10 (0.63%) CMS
9 10 (0.63%) Elasticsearch
10 8 (0.51%) Oracle SOA Suite
10 8 (0.51%) Oracle Workflow
11 7 (0.44%) IIS
12 6 (0.38%) Anypoint
12 6 (0.38%) Apache Pig
12 6 (0.38%) Apache ServiceMix
12 6 (0.38%) JBoss
13 5 (0.32%) Red Hat Fuse
14 2 (0.13%) Headless CMS
14 2 (0.13%) IBM Domino
Applications
1 115 (7.29%) Microsoft Excel
2 15 (0.95%) Microsoft Office
3 10 (0.63%) Spreadsheet
4 8 (0.51%) Microsoft PowerPoint
5 6 (0.38%) Microsoft Project
5 6 (0.38%) MS Visio
6 4 (0.25%) SPSS
7 2 (0.13%) Chatbot
Business Applications
1 15 (0.95%) Oracle Applications
2 14 (0.89%) Oracle EBS
3 9 (0.57%) Dynamics CRM
3 9 (0.57%) Sparx Enterprise Architect
4 8 (0.51%) SAP Oil and Gas
5 4 (0.25%) Markit EDM
6 3 (0.19%) Adobe Campaign
6 3 (0.19%) Dynamics AX
6 3 (0.19%) Oracle Payroll
6 3 (0.19%) Salesforce.com CRM
6 3 (0.19%) SAP MM
6 3 (0.19%) SystmOne
7 2 (0.13%) NetSuite
7 2 (0.13%) Primavera
7 2 (0.13%) SAP BPC
7 2 (0.13%) SAP ERP
8 1 (0.063%) Eagle PACE
8 1 (0.063%) Oracle EBS R12
8 1 (0.063%) SAP LE
8 1 (0.063%) thinkFolio
Cloud Services
1 489 (31.01%) Azure
2 431 (27.33%) Power Platform
3 193 (12.24%) AWS
4 154 (9.77%) Azure Data Factory
5 75 (4.76%) GCP
6 53 (3.36%) Amazon S3
7 38 (2.41%) PaaS
8 32 (2.03%) Serverless
9 27 (1.71%) Amazon EMR
10 23 (1.46%) AWS Lambda
11 22 (1.40%) Data Lake Analytics
12 20 (1.27%) SaaS
13 16 (1.01%) Amazon EC2
14 15 (0.95%) IaaS
15 13 (0.82%) Dynamics 365
16 12 (0.76%) Amazon SQS
16 12 (0.76%) GitHub
17 11 (0.70%) Azure Machine Learning
17 11 (0.70%) Slack
18 9 (0.57%) Azure Functions
Communications & Networking
1 14 (0.89%) Firewall
2 11 (0.70%) 3G
2 11 (0.70%) 4G
2 11 (0.70%) 5G
3 10 (0.63%) HTTP
4 8 (0.51%) FTP
5 4 (0.25%) MQTT
6 3 (0.19%) Internet
6 3 (0.19%) SAN
7 2 (0.13%) Radio Access Network
7 2 (0.13%) Skype
7 2 (0.13%) SSL
8 1 (0.063%) DMZ
8 1 (0.063%) DNS
8 1 (0.063%) Intranet
8 1 (0.063%) Kerberos
8 1 (0.063%) PuTTY
8 1 (0.063%) VPN
Database & Business Intelligence
1 481 (30.50%) SQL Server
2 448 (28.41%) SQL Server Integration Services
3 417 (26.44%) Power BI
4 270 (17.12%) SQL Server Reporting Services
5 254 (16.11%) Data Lake
6 239 (15.16%) SQL Server Analysis Services
7 226 (14.33%) Big Data
8 171 (10.84%) Azure SQL Data Warehouse
9 135 (8.56%) Relational Database
10 132 (8.37%) Azure SQL Database
10 132 (8.37%) Hadoop
11 91 (5.77%) NoSQL
12 77 (4.88%) Amazon Redshift
12 77 (4.88%) Oracle Database
13 76 (4.82%) Snowflake Schema
14 56 (3.55%) MySQL
15 55 (3.49%) OLAP
16 54 (3.42%) RDBMS
17 53 (3.36%) BusinessObjects
17 53 (3.36%) Microsoft Analysis Services
Development Applications
1 94 (5.96%) Git (software)
2 85 (5.39%) JIRA
3 52 (3.30%) Jenkins
4 51 (3.23%) Team Foundation Server
5 35 (2.22%) SQL Server Management Studio (SSMS)
6 24 (1.52%) Visual Studio
7 21 (1.33%) Visual Studio Team System
8 16 (1.01%) Bitbucket
9 15 (0.95%) ERwin
9 15 (0.95%) Subversion
10 13 (0.82%) Maven
10 13 (0.82%) Selenium
11 11 (0.70%) Oracle APEX
12 10 (0.63%) Artifactory
12 10 (0.63%) GitLab
12 10 (0.63%) PowerDesigner
13 9 (0.57%) ER Studio
14 8 (0.51%) Eclipse
15 7 (0.44%) JMeter
15 7 (0.44%) Sonatype Nexus
General
1 324 (20.55%) Finance
2 98 (6.21%) Public Sector
3 91 (5.77%) Banking
4 84 (5.33%) Retail
5 43 (2.73%) Marketing
6 31 (1.97%) Law
7 30 (1.90%) Telecoms
8 25 (1.59%) Legal
9 22 (1.40%) Pharmaceutical
10 21 (1.33%) Manufacturing
11 15 (0.95%) Back Office
11 15 (0.95%) Front Office
11 15 (0.95%) Investment Banking
12 11 (0.70%) Billing
13 8 (0.51%) Advertising
13 8 (0.51%) Electronics
13 8 (0.51%) Publishing
14 7 (0.44%) Automotive
15 5 (0.32%) Financial Institution
15 5 (0.32%) Games
Job Titles
1 577 (36.59%) Developer
2 261 (16.55%) Architect
3 224 (14.20%) Business Intelligence Developer
4 223 (14.14%) Analyst
5 177 (11.22%) Data Engineer
6 165 (10.46%) Data Architect
7 142 (9.00%) SQL Developer
8 99 (6.28%) Data Analyst
9 89 (5.64%) Consultant
10 80 (5.07%) Data Warehouse Developer
11 66 (4.19%) ETL Developer
11 66 (4.19%) Power BI Developer
12 61 (3.87%) Business Analyst
13 57 (3.61%) Azure Engineer
14 55 (3.49%) Azure Developer
15 54 (3.42%) Senior Developer
15 54 (3.42%) SQL BI Developer
16 51 (3.23%) Business Intelligence Analyst
17 49 (3.11%) Project Manager
18 40 (2.54%) DBA
Libraries, Frameworks & Software Standards
1 97 (6.15%) .NET
2 83 (5.26%) XML
3 46 (2.92%) Web Services
4 42 (2.66%) JSON
5 41 (2.60%) Kafka
6 39 (2.47%) MDX
7 34 (2.16%) HTML
8 32 (2.03%) PySpark
9 26 (1.65%) REST
10 24 (1.52%) Middleware
11 20 (1.27%) CSS
11 20 (1.27%) SOAP
12 17 (1.08%) ASP.NET
12 17 (1.08%) JDBC
13 16 (1.01%) .NET Framework
14 12 (0.76%) XSLT
15 10 (0.63%) AngularJS
15 10 (0.63%) scikit-learn
15 10 (0.63%) WinForms
16 9 (0.57%) Keras
Miscellaneous
1 206 (13.06%) Analytical Skills
2 69 (4.38%) Data Structures
3 54 (3.42%) NHS
4 52 (3.30%) Management Information System
5 45 (2.85%) Greenfield Project
6 25 (1.59%) Enterprise Software
7 22 (1.40%) Reference Data
8 20 (1.27%) Replication
9 19 (1.20%) User Experience
10 18 (1.14%) Data Centre
10 18 (1.14%) Derivative
11 15 (0.95%) Algorithms
12 14 (0.89%) Public Cloud
13 12 (0.76%) FMCG
13 12 (0.76%) Mobile App
14 10 (0.63%) Self-Motivation
15 8 (0.51%) EPoS
15 8 (0.51%) Hedge funds
15 8 (0.51%) PKI
15 8 (0.51%) Reinsurance
Operating Systems
1 53 (3.36%) Linux
2 48 (3.04%) Unix
3 36 (2.28%) Windows
4 13 (0.82%) Oracle Linux
5 12 (0.76%) Windows Server
6 10 (0.63%) VMS
7 6 (0.38%) AIX
8 4 (0.25%) Ubuntu
9 3 (0.19%) Android
9 3 (0.19%) Red Hat Enterprise Linux
9 3 (0.19%) Solaris
9 3 (0.19%) Windows 10
9 3 (0.19%) Windows 7
9 3 (0.19%) Windows Server 2008
9 3 (0.19%) Windows Server 2012
9 3 (0.19%) Windows Server 2016
10 2 (0.13%) Apple iOS
10 2 (0.13%) Debian
11 1 (0.063%) CentOS
11 1 (0.063%) VME
Processes & Methodologies
1 806 (51.11%) Business Intelligence
2 650 (41.22%) ETL
3 450 (28.54%) Agile Software Development
4 416 (26.38%) Data Modelling
5 365 (23.15%) Analytics
6 177 (11.22%) Migration
7 167 (10.59%) Visualisation
8 156 (9.89%) Kimball Methodology
9 149 (9.45%) DevOps
10 134 (8.50%) Data Architecture
11 124 (7.86%) Scrum
12 120 (7.61%) Data Management
13 119 (7.55%) Data Analysis
14 107 (6.79%) Data Analytics
15 103 (6.53%) Data Visualisation
16 97 (6.15%) Data Integration
17 95 (6.02%) Problem-Solving
17 95 (6.02%) Stakeholder Management
18 93 (5.90%) Dimensional Modelling
19 92 (5.83%) Data Engineering
Programming Languages
1 951 (60.30%) SQL
2 236 (14.97%) Python
3 233 (14.77%) T-SQL
4 114 (7.23%) C#
5 111 (7.04%) Java
6 104 (6.59%) PL/SQL
7 66 (4.19%) PowerShell
8 60 (3.80%) Scala
9 55 (3.49%) JavaScript
10 43 (2.73%) Data Analysis Expressions (DAX)
11 32 (2.03%) Shell Script
12 28 (1.78%) R
13 27 (1.71%) VBA
14 21 (1.33%) Perl
14 21 (1.33%) VB
15 18 (1.14%) VB.NET
16 17 (1.08%) Ruby
17 14 (0.89%) Go
18 12 (0.76%) C
19 8 (0.51%) PHP
Qualifications
1 117 (7.42%) Security Cleared
2 101 (6.40%) SC Cleared
3 58 (3.68%) Degree
4 13 (0.82%) Computer Science Degree
5 12 (0.76%) AWS Certification
5 12 (0.76%) Microsoft Certification
6 9 (0.57%) BPSS Clearance
6 9 (0.57%) PMI Certification
7 8 (0.51%) PMP
8 6 (0.38%) TOGAF Certification
9 5 (0.32%) ISEB
9 5 (0.32%) MCITP
9 5 (0.32%) PRINCE2 Certification
10 4 (0.25%) DBS Check
10 4 (0.25%) DV Cleared
10 4 (0.25%) ISTQB
10 4 (0.25%) Master's Degree
11 3 (0.19%) APMP
11 3 (0.19%) CESG Certified Professional
11 3 (0.19%) CRISC
Quality Assurance & Compliance
1 112 (7.10%) Data Quality
2 53 (3.36%) QA
3 26 (1.65%) GDPR
4 16 (1.01%) PMO
5 11 (0.70%) SLA
6 8 (0.51%) IFRS
7 7 (0.44%) Solvency II
8 6 (0.38%) Disclosure Scotland
9 4 (0.25%) RMADS
10 1 (0.063%) Basel III
10 1 (0.063%) COBIT
10 1 (0.063%) GAAP
10 1 (0.063%) Government Security Classifications
10 1 (0.063%) IFRS 9
10 1 (0.063%) NCSC
10 1 (0.063%) SNOMED CT
10 1 (0.063%) WCAG
System Software
1 24 (1.52%) Docker
2 22 (1.40%) Apache Flume
3 17 (1.08%) HDFS
4 9 (0.57%) Virtual Machines
5 7 (0.44%) Active Directory
6 5 (0.32%) Oracle RAC
6 5 (0.32%) VMware Infrastructure
7 3 (0.19%) Hyper-V
8 1 (0.063%) Apache ZooKeeper
8 1 (0.063%) iptables
8 1 (0.063%) KVM
8 1 (0.063%) Oracle Clusterware
8 1 (0.063%) Tivoli Workload Scheduler
8 1 (0.063%) VMware ESXi
Systems Management
1 36 (2.28%) Terraform
2 24 (1.52%) Kubernetes
3 23 (1.46%) Ansible
4 5 (0.32%) Control-M
4 5 (0.32%) Oozie
5 3 (0.19%) Oracle RMAN
5 3 (0.19%) Puppet
6 2 (0.13%) Opscode Chef
6 2 (0.13%) Oracle Enterprise Manager
6 2 (0.13%) Tivoli
7 1 (0.063%) Ambari
7 1 (0.063%) Data Guard
7 1 (0.063%) Hadoop YARN
7 1 (0.063%) HP ALM
7 1 (0.063%) Kibana
7 1 (0.063%) Kubeflow
7 1 (0.063%) Oracle Flashback
7 1 (0.063%) Single Sign-On
7 1 (0.063%) yum
7 1 (0.063%) ZABBIX
Vendors
1 391 (24.79%) Microsoft
2 277 (17.56%) Oracle
3 170 (10.78%) Tableau
4 104 (6.59%) SAP
5 96 (6.09%) Databricks
6 80 (5.07%) Informatica
7 54 (3.42%) Google
8 46 (2.92%) Talend
9 31 (1.97%) Cloudera
9 31 (1.97%) Cognos
10 28 (1.78%) IBM
11 26 (1.65%) Salesforce.com
12 25 (1.59%) MicroStrategy
13 20 (1.27%) Teradata
14 15 (0.95%) Alteryx
15 12 (0.76%) Ab Initio
15 12 (0.76%) MapR
16 11 (0.70%) Hortonworks
17 9 (0.57%) Adobe
17 9 (0.57%) Red Hat