Period
to 20 February 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 20 February 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
20 Feb 2020
Same period 2019 Same period 2018
Rank 79 98 113
Rank change year-on-year +19 +15 -20
Contract jobs citing Data Warehouse 1,751 2,345 2,107
As % of all contract IT jobs advertised in England 2.81% 2.58% 2.26%
As % of the Database & Business Intelligence category 13.12% 11.50% 10.35%
Number of daily rates quoted 1,186 1,628 1,565
England median daily rate £475 £455 £450
Median daily rate % change year-on-year +4.40% +1.11% +2.86%
10th Percentile £325 £325 £313
90th Percentile £675 £625 £608
UK median daily rate £475 £450 £450
% change year-on-year +5.56% - +5.88%
Number of hourly rates quoted 27 27 25
England median hourly rate £35.00 £19.85 £27.00
Median hourly rate % change year-on-year +76.32% -26.48% -31.43%
10th Percentile £14.94 £13.15 £13.40
90th Percentile £68.75 £49.84 £54.20
UK median hourly rate £35.00 £19.85 £27.00
% change year-on-year +76.32% -26.48% -31.43%

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 13,345 20,394 20,349
As % of all contract IT jobs advertised in England 21.45% 22.45% 21.82%
Number of daily rates quoted 8,937 14,177 14,334
England median daily rate £488 £488 £475
Median daily rate % change year-on-year - +2.63% +8.57%
10th Percentile £323 £325 £313
90th Percentile £675 £650 £635
UK median daily rate £475 £475 £463
% change year-on-year - +2.70% +8.82%
Number of hourly rates quoted 219 227 228
England median hourly rate £31.50 £35.00 £35.00
Median hourly rate % change year-on-year -10.00% - +34.90%
10th Percentile £14.20 £14.00 £15.25
90th Percentile £58.30 £56.53 £57.88
UK median hourly rate £31.00 £33.00 £34.50
% change year-on-year -6.06% -4.35% +30.19%

Data Warehouse
Job Vacancy Trend in England

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

Job vacancy trend for Data Warehouse in England

Data Warehouse
Contractor Daily Rate Trend in England

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Data Warehouse in England.

Contractor daily rate trend for Data Warehouse in England

Data Warehouse
Contractor Daily Rate Histogram in England

The daily rate distribution of IT jobs citing Data Warehouse in England over the 6 months to 20 February 2020.

Contractor daily rate histogram for Data Warehouse in England

Data Warehouse
Contractor Hourly Rate Trend in England

This chart provides the 3-month moving average for contractor hourly rates quoted in IT jobs citing Data Warehouse in England.

Contractor hourly rate trend for Data Warehouse in England

Data Warehouse
Contractor Hourly Rate Histogram in England

The hourly rate distribution of IT jobs citing Data Warehouse in England over the 6 months to 20 February 2020.

Contractor 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 20 February 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 +11 871 £500 - 241
South East +52 272 £463 +2.78% 74
North of England +32 256 £425 +6.25% 124
Midlands +8 138 £400 - 82
North West +35 118 £412 +3.00% 72
South West -15 108 £475 +9.83% 42
Yorkshire +26 105 £425 +6.25% 44
East of England +8 99 £450 -2.70% 30
West Midlands +34 97 £425 +6.25% 50
East Midlands -5 41 £400 - 32
North East +30 33 £450 +2.86% 8
Data Warehouse
UK

For the 6 months to 20 February 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 1,026 (58.60%) SQL
2 885 (50.54%) Business Intelligence
3 691 (39.46%) ETL
4 538 (30.73%) Azure
5 536 (30.61%) SQL Server
6 512 (29.24%) Agile Software Development
7 483 (27.58%) SQL Server Integration Services
8 481 (27.47%) Power Platform
9 466 (26.61%) Power BI
10 464 (26.50%) Data Modelling
11 429 (24.50%) Microsoft
12 392 (22.39%) Analytics
13 349 (19.93%) Finance
14 311 (17.76%) SQL Server Reporting Services
15 294 (16.79%) Oracle
15 294 (16.79%) Data Lake
16 268 (15.31%) SQL Server Analysis Services
17 256 (14.62%) Python
18 254 (14.51%) T-SQL
18 254 (14.51%) Big Data
19 224 (12.79%) AWS
20 216 (12.34%) Analytical Skills
21 213 (12.16%) Migration
22 199 (11.36%) Tableau
23 185 (10.57%) Visualisation
24 180 (10.28%) Azure SQL Data Warehouse
25 171 (9.77%) Azure Data Factory
26 159 (9.08%) DevOps
27 154 (8.79%) Scrum
28 152 (8.68%) Azure SQL 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 86 (4.91%) Apache Spark
2 42 (2.40%) Confluence
3 39 (2.23%) SAS
4 38 (2.17%) Apache Airflow
5 37 (2.11%) Apache
6 36 (2.06%) SharePoint
7 22 (1.26%) WebLogic
8 13 (0.74%) Elasticsearch
9 12 (0.69%) Tomcat
10 10 (0.57%) CMS
11 8 (0.46%) Oracle SOA Suite
11 8 (0.46%) Oracle Workflow
12 6 (0.34%) Anypoint
13 5 (0.29%) Apache ServiceMix
13 5 (0.29%) JBoss
13 5 (0.29%) MS Exchange
14 4 (0.23%) Apache Pig
14 4 (0.23%) Red Hat Fuse
15 3 (0.17%) Apache Solr
15 3 (0.17%) Exchange Server 2013
Applications
1 114 (6.51%) Microsoft Excel
2 23 (1.31%) Microsoft Office
3 11 (0.63%) Microsoft PowerPoint
4 9 (0.51%) Spreadsheet
5 8 (0.46%) MS Visio
6 5 (0.29%) Microsoft Project
7 3 (0.17%) Chatbot
7 3 (0.17%) SPSS
8 1 (0.057%) GIMP
8 1 (0.057%) Photoshop
8 1 (0.057%) S-PLUS
Business Applications
1 15 (0.86%) Dynamics CRM
1 15 (0.86%) Oracle Applications
2 12 (0.69%) Oracle EBS
3 11 (0.63%) Sparx Enterprise Architect
4 6 (0.34%) SAP Oil and Gas
5 5 (0.29%) Adobe Campaign
5 5 (0.29%) Markit EDM
6 4 (0.23%) Dynamics AX
6 4 (0.23%) Dynamics NAV
7 3 (0.17%) Oracle Payroll
7 3 (0.17%) SAP MM
8 2 (0.11%) Cognos TM1
8 2 (0.11%) NetSuite
8 2 (0.11%) Primavera
8 2 (0.11%) Salesforce.com CRM
8 2 (0.11%) SAP ERP
8 2 (0.11%) SystmOne
9 1 (0.057%) Eagle PACE
9 1 (0.057%) SAP LE
9 1 (0.057%) thinkFolio
Cloud Services
1 538 (30.73%) Azure
2 481 (27.47%) Power Platform
3 224 (12.79%) AWS
4 171 (9.77%) Azure Data Factory
5 96 (5.48%) GCP
6 54 (3.08%) PaaS
7 48 (2.74%) Amazon S3
8 43 (2.46%) Serverless
9 35 (2.00%) IaaS
10 33 (1.88%) SaaS
11 27 (1.54%) AWS Lambda
12 26 (1.48%) Amazon EMR
12 26 (1.48%) Data Lake Analytics
13 20 (1.14%) Dynamics 365
13 20 (1.14%) GitHub
14 19 (1.09%) Azure Machine Learning
15 14 (0.80%) Amazon SQS
16 13 (0.74%) Office 365
17 12 (0.69%) AWS CloudFormation
18 11 (0.63%) Amazon Kinesis
Communications & Networking
1 17 (0.97%) Firewall
2 9 (0.51%) HTTP
3 8 (0.46%) 3G
4 7 (0.40%) 4G
4 7 (0.40%) 5G
4 7 (0.40%) FTP
5 6 (0.34%) Internet
6 5 (0.29%) VPN
7 4 (0.23%) MQTT
7 4 (0.23%) SAN
8 3 (0.17%) DHCP
8 3 (0.17%) Skype
8 3 (0.17%) SSL
8 3 (0.17%) WAN
9 2 (0.11%) Cisco IOS
9 2 (0.11%) DNS
9 2 (0.11%) Intranet
9 2 (0.11%) Kerberos
9 2 (0.11%) Radio Access Network
9 2 (0.11%) VLAN
Database & Business Intelligence
1 536 (30.61%) SQL Server
2 483 (27.58%) SQL Server Integration Services
3 466 (26.61%) Power BI
4 311 (17.76%) SQL Server Reporting Services
5 294 (16.79%) Data Lake
6 268 (15.31%) SQL Server Analysis Services
7 254 (14.51%) Big Data
8 180 (10.28%) Azure SQL Data Warehouse
9 152 (8.68%) Azure SQL Database
10 149 (8.51%) Hadoop
11 140 (8.00%) Relational Database
12 103 (5.88%) Amazon Redshift
13 94 (5.37%) NoSQL
14 88 (5.03%) Snowflake Schema
15 79 (4.51%) Oracle Database
16 68 (3.88%) BigQuery
17 64 (3.66%) MySQL
18 61 (3.48%) Enterprise Data Warehouse
19 55 (3.14%) Star Schema
20 53 (3.03%) Microsoft Analysis Services
Development Applications
1 106 (6.05%) JIRA
2 93 (5.31%) Git (software)
3 58 (3.31%) Jenkins
4 36 (2.06%) Team Foundation Server
5 31 (1.77%) SQL Server Management Studio (SSMS)
6 26 (1.48%) Visual Studio
7 21 (1.20%) Visual Studio Team System
8 19 (1.09%) Selenium
8 19 (1.09%) Subversion
9 18 (1.03%) ERwin
10 13 (0.74%) ER Studio
11 12 (0.69%) Oracle APEX
12 11 (0.63%) Maven
13 10 (0.57%) PowerDesigner
14 9 (0.51%) Bugzilla
15 8 (0.46%) Bitbucket
15 8 (0.46%) Sonatype Nexus
16 6 (0.34%) Artifactory
16 6 (0.34%) Cucumber
16 6 (0.34%) Toad
General
1 349 (19.93%) Finance
2 107 (6.11%) Public Sector
3 105 (6.00%) Retail
4 85 (4.85%) Banking
5 48 (2.74%) Marketing
6 29 (1.66%) Law
6 29 (1.66%) Legal
7 26 (1.48%) Telecoms
8 24 (1.37%) Front Office
8 24 (1.37%) Manufacturing
9 23 (1.31%) Pharmaceutical
10 16 (0.91%) Back Office
11 13 (0.74%) Billing
12 11 (0.63%) Advertising
13 9 (0.51%) Investment Banking
14 7 (0.40%) Automotive
14 7 (0.40%) Electronics
15 6 (0.34%) Publishing
16 5 (0.29%) Financial Institution
16 5 (0.29%) Games
Job Titles
1 644 (36.78%) Developer
2 268 (15.31%) Architect
3 258 (14.73%) Analyst
4 249 (14.22%) Business Intelligence Developer
5 178 (10.17%) Data Engineer
6 177 (10.11%) Data Architect
7 145 (8.28%) SQL Developer
8 110 (6.28%) Consultant
9 109 (6.23%) Data Analyst
10 81 (4.63%) ETL Developer
11 79 (4.51%) Data Warehouse Developer
11 79 (4.51%) Power BI Developer
12 69 (3.94%) Azure Developer
12 69 (3.94%) Business Analyst
13 62 (3.54%) Business Intelligence Analyst
14 55 (3.14%) Azure Engineer
14 55 (3.14%) SQL BI Developer
15 47 (2.68%) Data Consultant
16 46 (2.63%) DBA
16 46 (2.63%) Project Manager
Libraries, Frameworks & Software Standards
1 95 (5.43%) XML
2 76 (4.34%) .NET
3 54 (3.08%) Web Services
4 52 (2.97%) JSON
5 44 (2.51%) MDX
6 40 (2.28%) Kafka
7 37 (2.11%) PySpark
8 34 (1.94%) REST
9 30 (1.71%) HTML
10 27 (1.54%) SOAP
11 24 (1.37%) Middleware
12 17 (0.97%) JDBC
13 15 (0.86%) CSS
14 12 (0.69%) Node.js
14 12 (0.69%) XSLT
15 10 (0.57%) scikit-learn
16 9 (0.51%) Keras
16 9 (0.51%) Pandas
17 8 (0.46%) MLlib
17 8 (0.46%) TensorFlow
Miscellaneous
1 216 (12.34%) Analytical Skills
2 72 (4.11%) Data Structures
3 64 (3.66%) NHS
4 61 (3.48%) Management Information System
5 47 (2.68%) Greenfield Project
6 22 (1.26%) Enterprise Software
6 22 (1.26%) Reference Data
7 19 (1.09%) Public Cloud
7 19 (1.09%) Replication
7 19 (1.09%) User Experience
8 18 (1.03%) Derivative
9 16 (0.91%) Data Centre
10 12 (0.69%) Algorithms
10 12 (0.69%) FMCG
11 11 (0.63%) Self-Motivation
12 10 (0.57%) Equities
13 9 (0.51%) Linux Command Line
13 9 (0.51%) Mobile App
13 9 (0.51%) Reinsurance
14 8 (0.46%) Hedge funds
Operating Systems
1 57 (3.26%) Linux
2 51 (2.91%) Windows
3 44 (2.51%) Unix
4 18 (1.03%) AIX
4 18 (1.03%) Windows Server
5 13 (0.74%) Oracle Linux
6 7 (0.40%) Windows 10
7 4 (0.23%) Windows 7
8 3 (0.17%) VMS
8 3 (0.17%) Windows Server 2008
8 3 (0.17%) Windows Server 2012
9 2 (0.11%) Android
9 2 (0.11%) Apple iOS
9 2 (0.11%) Ubuntu
10 1 (0.057%) CentOS
10 1 (0.057%) Red Hat Enterprise Linux
10 1 (0.057%) Solaris
10 1 (0.057%) VME
Processes & Methodologies
1 885 (50.54%) Business Intelligence
2 691 (39.46%) ETL
3 512 (29.24%) Agile Software Development
4 464 (26.50%) Data Modelling
5 392 (22.39%) Analytics
6 213 (12.16%) Migration
7 185 (10.57%) Visualisation
8 159 (9.08%) DevOps
9 154 (8.79%) Scrum
10 144 (8.22%) Data Analysis
11 137 (7.82%) Data Architecture
12 134 (7.65%) Kimball Methodology
13 132 (7.54%) Data Management
14 118 (6.74%) Data Analytics
15 116 (6.62%) Data Integration
16 113 (6.45%) Data Visualisation
17 109 (6.23%) Data Migration
18 108 (6.17%) Problem-Solving
19 107 (6.11%) Data Science
20 102 (5.83%) Stakeholder Management
Programming Languages
1 1,026 (58.60%) SQL
2 256 (14.62%) Python
3 254 (14.51%) T-SQL
4 120 (6.85%) Java
5 117 (6.68%) C#
6 107 (6.11%) PL/SQL
7 78 (4.45%) PowerShell
8 69 (3.94%) Scala
9 50 (2.86%) Data Analysis Expressions (DAX)
10 49 (2.80%) JavaScript
11 32 (1.83%) Shell Script
12 31 (1.77%) R
13 21 (1.20%) VBA
14 20 (1.14%) Perl
15 18 (1.03%) Ruby
15 18 (1.03%) VB.NET
16 14 (0.80%) Go
16 14 (0.80%) VB
17 13 (0.74%) C
18 10 (0.57%) Bash Shell
Qualifications
1 129 (7.37%) Security Cleared
2 114 (6.51%) SC Cleared
3 66 (3.77%) Degree
4 17 (0.97%) Computer Science Degree
5 15 (0.86%) Microsoft Certification
6 9 (0.51%) BPSS Clearance
6 9 (0.51%) PMI Certification
6 9 (0.51%) PMP
7 8 (0.46%) AWS Certification
7 8 (0.46%) ISEB
7 8 (0.46%) MCITP
8 7 (0.40%) TOGAF Certification
9 6 (0.34%) ISTQB
10 5 (0.29%) DBS Check
11 3 (0.17%) APMP
11 3 (0.17%) Master's Degree
11 3 (0.17%) MCDBA
11 3 (0.17%) PRINCE2 Certification
12 2 (0.11%) ITIL Certification
12 2 (0.11%) Postgraduate
Quality Assurance & Compliance
1 145 (8.28%) Data Quality
2 66 (3.77%) QA
3 22 (1.26%) PMO
4 21 (1.20%) GDPR
5 10 (0.57%) SLA
6 9 (0.51%) IFRS
7 7 (0.40%) Disclosure Scotland
8 4 (0.23%) NCSC
8 4 (0.23%) RMADS
8 4 (0.23%) Solvency II
9 3 (0.17%) ISO/IEC 27001
10 1 (0.057%) Basel III
10 1 (0.057%) BS7799
10 1 (0.057%) COBIT
10 1 (0.057%) GAAP
10 1 (0.057%) Government Security Classifications
10 1 (0.057%) GxP
10 1 (0.057%) MiFID
10 1 (0.057%) SNOMED CT
10 1 (0.057%) WCAG
System Software
1 34 (1.94%) Docker
2 23 (1.31%) HDFS
3 22 (1.26%) Apache Flume
4 17 (0.97%) Active Directory
5 13 (0.74%) Tivoli Workload Scheduler
6 12 (0.69%) Virtual Machines
6 12 (0.69%) VMware Infrastructure
7 6 (0.34%) Hyper-V
7 6 (0.34%) Oracle RAC
8 1 (0.057%) Apache ZooKeeper
8 1 (0.057%) iptables
8 1 (0.057%) KVM
8 1 (0.057%) Oracle Clusterware
8 1 (0.057%) VMware ESXi
Systems Management
1 51 (2.91%) Terraform
2 35 (2.00%) Kubernetes
3 31 (1.77%) Ansible
4 13 (0.74%) Tivoli
5 7 (0.40%) Puppet
6 6 (0.34%) Single Sign-On
7 5 (0.29%) Opscode Chef
8 4 (0.23%) HP ALM
8 4 (0.23%) Oozie
9 3 (0.17%) Control-M
9 3 (0.17%) Oracle RMAN
10 2 (0.11%) FortiGate
10 2 (0.11%) Hadoop YARN
10 2 (0.11%) Microsoft Intune
10 2 (0.11%) Oracle Enterprise Manager
10 2 (0.11%) SCCM
10 2 (0.11%) ZABBIX
11 1 (0.057%) Automic
11 1 (0.057%) Kubeflow
11 1 (0.057%) Oracle Flashback
Vendors
1 429 (24.50%) Microsoft
2 294 (16.79%) Oracle
3 199 (11.36%) Tableau
4 108 (6.17%) Databricks
5 105 (6.00%) SAP
6 82 (4.68%) Informatica
7 55 (3.14%) Google
8 54 (3.08%) Talend
9 43 (2.46%) IBM
10 33 (1.88%) Cognos
11 31 (1.77%) MicroStrategy
12 26 (1.48%) Cloudera
13 23 (1.31%) Teradata
14 22 (1.26%) Alteryx
15 21 (1.20%) Salesforce.com
16 14 (0.80%) VMware
17 13 (0.74%) Ab Initio
17 13 (0.74%) MapR
18 12 (0.69%) Hortonworks
19 11 (0.63%) Adobe