Period
to 22 September 2019

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 22 September 2019 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
22 Sep 2019
Same period 2018 Same period 2017
Rank 81 101 101
Rank change year-on-year +20 0 -9
Contract jobs citing Data Warehouse 2,324 2,371 2,260
As % of all contract IT jobs advertised in England 2.91% 2.55% 2.49%
As % of the Database & Business Intelligence category 13.34% 11.10% 11.13%
Number of daily rates quoted 1,627 1,704 1,599
England median daily rate £475 £450 £450
Median daily rate % change year-on-year +5.56% - +2.86%
10th Percentile £338 £325 £319
90th Percentile £650 £613 £595
UK median daily rate £475 £450 £450
% change year-on-year +5.56% - +4.65%
Number of hourly rates quoted 26 12 8
England median hourly rate £21.07 £41.25 £27.00
Median hourly rate % change year-on-year -48.92% +52.78% -16.92%
10th Percentile £14.00 £10.53 £14.74
90th Percentile £73.75 £62.65 £39.50
UK median hourly rate £21.07 £35.00 £27.00
% change year-on-year -39.80% +29.63% -22.86%

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 17,420 21,359 20,306
As % of all contract IT jobs advertised in England 21.80% 22.93% 22.38%
Number of daily rates quoted 11,996 15,107 13,723
England median daily rate £475 £475 £450
Median daily rate % change year-on-year - +5.56% +5.88%
10th Percentile £325 £313 £306
90th Percentile £663 £638 £625
UK median daily rate £475 £475 £450
% change year-on-year - +5.56% +5.88%
Number of hourly rates quoted 232 227 257
England median hourly rate £35.00 £29.50 £30.00
Median hourly rate % change year-on-year +18.64% -1.67% -
10th Percentile £13.99 £13.87 £12.00
90th Percentile £60.68 £56.00 £52.50
UK median hourly rate £35.00 £28.75 £29.56
% change year-on-year +21.74% -2.74% -1.47%

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 22 September 2019.

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 22 September 2019.

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 22 September 2019. 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 +31 1,288 £500 - 192
South East +21 335 £450 - 65
North of England +1 231 £425 +3.03% 120
Midlands +30 196 £425 +1.49% 52
South West -25 156 £450 +2.86% 37
West Midlands +60 142 £450 +2.86% 41
North West +28 135 £420 +5.00% 72
East of England +2 106 £453 +1.12% 37
Yorkshire -16 89 £425 - 43
East Midlands -15 51 £375 -6.25% 11
North East +11 7 £391 -6.85% 5
Data Warehouse
UK

For the 6 months to 22 September 2019, 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 1,378 (59.29%) SQL
2 1,111 (47.81%) Business Intelligence
3 911 (39.20%) ETL
4 753 (32.40%) SQL Server
5 739 (31.80%) Agile Software Development
6 666 (28.66%) Azure
7 628 (27.02%) Data Modelling
8 613 (26.38%) SQL Server Integration Services
9 584 (25.13%) Finance
10 569 (24.48%) Microsoft
11 545 (23.45%) Power Platform
12 544 (23.41%) Power BI
13 526 (22.63%) Analytics
14 428 (18.42%) Big Data
15 394 (16.95%) Python
16 387 (16.65%) Oracle
17 376 (16.18%) SQL Server Reporting Services
18 338 (14.54%) Data Lake
19 331 (14.24%) SQL Server Analysis Services
20 321 (13.81%) AWS
21 312 (13.43%) Migration
22 299 (12.87%) T-SQL
23 258 (11.10%) Tableau
24 254 (10.93%) Analytical Skills
25 250 (10.76%) C#
26 247 (10.63%) Visualisation
27 240 (10.33%) Hadoop
28 238 (10.24%) Apache Spark
29 234 (10.07%) Scrum
30 209 (8.99%) Azure SQL Data Warehouse

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
1 238 (10.24%) Apache Spark
2 63 (2.71%) Apache
3 62 (2.67%) SharePoint
4 49 (2.11%) SAS
5 45 (1.94%) Confluence
6 42 (1.81%) Apache Airflow
7 20 (0.86%) Elasticsearch
8 16 (0.69%) IIS
9 10 (0.43%) Apache Solr
10 9 (0.39%) Pachyderm
11 8 (0.34%) CMS
12 7 (0.30%) WebLogic
13 6 (0.26%) Luigi
13 6 (0.26%) MS Exchange
13 6 (0.26%) WebLogic Integration
14 5 (0.22%) Jupyter
15 3 (0.13%) Apache Pig
15 3 (0.13%) Exchange Server 2010
15 3 (0.13%) Exchange Server 2013
15 3 (0.13%) SharePoint 2013
Applications
1 137 (5.90%) Microsoft Excel
2 29 (1.25%) Microsoft Office
2 29 (1.25%) MS Visio
3 24 (1.03%) Microsoft PowerPoint
4 6 (0.26%) Microsoft Project
5 4 (0.17%) Spreadsheet
6 3 (0.13%) Chatbot
6 3 (0.13%) Stata
7 2 (0.086%) SPSS
8 1 (0.043%) GIMP
8 1 (0.043%) Photoshop
8 1 (0.043%) S-PLUS
Business Applications
1 31 (1.33%) Dynamics CRM
2 15 (0.65%) Dynamics NAV
3 14 (0.60%) Oracle EBS
4 13 (0.56%) Dynamics AX
5 10 (0.43%) SAP Oil and Gas
6 9 (0.39%) Oracle EBS R12
6 9 (0.39%) SAP ERP
7 7 (0.30%) Oracle General Ledger
7 7 (0.30%) Unit4 Business World
8 6 (0.26%) Oracle Applications
8 6 (0.26%) Oracle Financials
9 5 (0.22%) HFM
9 5 (0.22%) Markit EDM
9 5 (0.22%) Sparx Enterprise Architect
10 4 (0.17%) Oracle Assets
10 4 (0.17%) Oracle Cash Management
10 4 (0.17%) Oracle FAH
10 4 (0.17%) Oracle Internet Expenses
10 4 (0.17%) Oracle iProcurement
10 4 (0.17%) Oracle Receivables
Cloud Services
1 666 (28.66%) Azure
2 545 (23.45%) Power Platform
3 321 (13.81%) AWS
4 194 (8.35%) Azure Data Factory
5 124 (5.34%) GCP
6 81 (3.49%) PaaS
6 81 (3.49%) Serverless
7 72 (3.10%) IaaS
8 65 (2.80%) Amazon S3
9 54 (2.32%) Amazon EMR
9 54 (2.32%) GitHub
10 39 (1.68%) Data Lake Analytics
11 38 (1.64%) SaaS
12 37 (1.59%) AWS Lambda
13 36 (1.55%) Dynamics 365
14 26 (1.12%) Amazon Kinesis
15 22 (0.95%) Amazon EC2
15 22 (0.95%) Office 365
16 20 (0.86%) iPaaS
17 19 (0.82%) Cloud Computing
Communications & Networking
1 22 (0.95%) Internet
2 11 (0.47%) WAN
3 8 (0.34%) VPN
4 7 (0.30%) Skype
5 6 (0.26%) DHCP
5 6 (0.26%) Firewall
6 5 (0.22%) DNS
6 5 (0.22%) FTP
6 5 (0.22%) MQTT
6 5 (0.22%) VLAN
7 4 (0.17%) Cisco ASA
7 4 (0.17%) Cisco IOS
7 4 (0.17%) SAN
8 3 (0.13%) Intranet
9 2 (0.086%) HTTPS
9 2 (0.086%) Kerberos
9 2 (0.086%) LAN
9 2 (0.086%) RFID
9 2 (0.086%) SMS
9 2 (0.086%) Software-Defined Networking
Database & Business Intelligence
1 753 (32.40%) SQL Server
2 613 (26.38%) SQL Server Integration Services
3 544 (23.41%) Power BI
4 428 (18.42%) Big Data
5 376 (16.18%) SQL Server Reporting Services
6 338 (14.54%) Data Lake
7 331 (14.24%) SQL Server Analysis Services
8 240 (10.33%) Hadoop
9 209 (8.99%) Azure SQL Data Warehouse
10 177 (7.62%) Relational Database
11 157 (6.76%) Amazon Redshift
12 155 (6.67%) Azure SQL Database
13 151 (6.50%) Oracle Database
14 119 (5.12%) Apache Hive
15 110 (4.73%) MySQL
16 104 (4.48%) Enterprise Data Warehouse
17 101 (4.35%) SQL Server 2012
18 97 (4.17%) NoSQL
18 97 (4.17%) Star Schema
19 94 (4.04%) OLAP
Development Applications
1 138 (5.94%) Git (software)
2 136 (5.85%) JIRA
3 88 (3.79%) Jenkins
4 59 (2.54%) Visual Studio
5 55 (2.37%) Visual Studio Team System
6 41 (1.76%) Team Foundation Server
7 30 (1.29%) ERwin
7 30 (1.29%) Selenium
8 29 (1.25%) SQL Server Management Studio (SSMS)
9 22 (0.95%) TeamCity
10 21 (0.90%) Maven
11 19 (0.82%) Bitbucket
12 17 (0.73%) Cucumber
13 15 (0.65%) Gradle
13 15 (0.65%) Oracle Forms
14 14 (0.60%) Atlassian Bamboo
14 14 (0.60%) Sonatype Nexus
14 14 (0.60%) Toad
15 13 (0.56%) Artifactory
15 13 (0.56%) SpecFlow
General
1 584 (25.13%) Finance
2 148 (6.37%) Banking
3 140 (6.02%) Retail
4 136 (5.85%) Public Sector
5 53 (2.28%) Marketing
6 50 (2.15%) Legal
7 38 (1.64%) Investment Banking
7 38 (1.64%) Telecoms
8 33 (1.42%) Back Office
9 31 (1.33%) Front Office
10 27 (1.16%) Manufacturing
11 24 (1.03%) Financial Institution
12 18 (0.77%) Advertising
13 16 (0.69%) Law
14 13 (0.56%) Publishing
15 11 (0.47%) Pharmaceutical
16 8 (0.34%) Billing
17 7 (0.30%) Electronics
17 7 (0.30%) Games
17 7 (0.30%) Retail Banking
Job Titles
1 829 (35.67%) Developer
2 335 (14.41%) Analyst
3 275 (11.83%) Data Engineer
4 269 (11.57%) Business Intelligence Developer
5 258 (11.10%) Architect
6 226 (9.72%) SQL Developer
7 171 (7.36%) Data Architect
8 135 (5.81%) Data Analyst
9 108 (4.65%) Business Analyst
10 106 (4.56%) ETL Developer
11 102 (4.39%) Consultant
12 100 (4.30%) Data Warehouse Developer
13 77 (3.31%) SQL BI Developer
14 76 (3.27%) DBA
14 76 (3.27%) Power BI Developer
15 75 (3.23%) Project Manager
16 64 (2.75%) SSIS Developer
17 62 (2.67%) Business Intelligence Analyst
18 61 (2.62%) C# Developer
19 60 (2.58%) Azure Developer
Libraries, Frameworks & Software Standards
1 158 (6.80%) .NET
2 113 (4.86%) Kafka
3 100 (4.30%) XML
4 94 (4.04%) JSON
5 76 (3.27%) Web Services
6 69 (2.97%) MDX
7 57 (2.45%) PySpark
8 51 (2.19%) WinForms
9 45 (1.94%) REST
10 37 (1.59%) SOAP
11 33 (1.42%) Middleware
12 23 (0.99%) RESTful
13 19 (0.82%) Pandas
14 18 (0.77%) ADO.NET
15 17 (0.73%) Oracle Fusion
16 16 (0.69%) .NET Framework
16 16 (0.69%) HTML
17 14 (0.60%) CSS
17 14 (0.60%) Velocity
17 14 (0.60%) WPF
Miscellaneous
1 254 (10.93%) Analytical Skills
2 84 (3.61%) Data Structures
3 80 (3.44%) Management Information System
4 68 (2.93%) Greenfield Project
5 45 (1.94%) NHS
6 44 (1.89%) Replication
7 37 (1.59%) Self-Motivation
8 34 (1.46%) Linux Command Line
9 33 (1.42%) Algorithms
10 25 (1.08%) Data Centre
10 25 (1.08%) Life Science
11 20 (0.86%) User Experience
12 19 (0.82%) Enterprise Software
13 16 (0.69%) Virtual Team
14 14 (0.60%) Clustering
15 13 (0.56%) Equities
15 13 (0.56%) Private Cloud
15 13 (0.56%) Public Cloud
15 13 (0.56%) Reinsurance
16 12 (0.52%) Credit Risk
Operating Systems
1 105 (4.52%) Linux
2 97 (4.17%) Unix
3 86 (3.70%) Windows
4 31 (1.33%) Windows Server
5 26 (1.12%) AIX
6 9 (0.39%) Red Hat Enterprise Linux
6 9 (0.39%) VMS
7 7 (0.30%) SUSE
8 6 (0.26%) Oracle Linux
8 6 (0.26%) Windows 10
9 5 (0.22%) Windows Server 2008
9 5 (0.22%) Windows Server 2012
10 4 (0.17%) CentOS
10 4 (0.17%) Solaris
11 2 (0.086%) Windows 7
12 1 (0.043%) Apple iOS
12 1 (0.043%) Debian
Processes & Methodologies
1 1,111 (47.81%) Business Intelligence
2 911 (39.20%) ETL
3 739 (31.80%) Agile Software Development
4 628 (27.02%) Data Modelling
5 526 (22.63%) Analytics
6 312 (13.43%) Migration
7 247 (10.63%) Visualisation
8 234 (10.07%) Scrum
9 205 (8.82%) Data Science
10 201 (8.65%) DevOps
11 187 (8.05%) Data Integration
12 184 (7.92%) Stakeholder Management
13 173 (7.44%) Data Migration
14 172 (7.40%) Data Analysis
15 155 (6.67%) Kimball Methodology
15 155 (6.67%) Machine Learning
16 149 (6.41%) Data Architecture
17 140 (6.02%) Dimensional Modelling
18 135 (5.81%) Data Management
19 134 (5.77%) Data Analytics
Programming Languages
1 1,378 (59.29%) SQL
2 394 (16.95%) Python
3 299 (12.87%) T-SQL
4 250 (10.76%) C#
5 172 (7.40%) Java
6 151 (6.50%) PL/SQL
7 95 (4.09%) PowerShell
8 94 (4.04%) Scala
9 83 (3.57%) Data Analysis Expressions (DAX)
10 75 (3.23%) R
11 63 (2.71%) VB.NET
12 55 (2.37%) JavaScript
12 55 (2.37%) Shell Script
13 49 (2.11%) VBA
14 31 (1.33%) VB
15 28 (1.20%) Perl
16 24 (1.03%) Bash Shell
17 22 (0.95%) U-SQL
18 14 (0.60%) Go
19 13 (0.56%) C++
Qualifications
1 127 (5.46%) Security Cleared
2 118 (5.08%) Degree
3 106 (4.56%) SC Cleared
4 31 (1.33%) Computer Science Degree
5 23 (0.99%) ISEB
6 19 (0.82%) ISTQB
7 17 (0.73%) Microsoft Certification
8 10 (0.43%) DV Cleared
9 9 (0.39%) DBS Check
9 9 (0.39%) MCSE
10 8 (0.34%) ISTQB Foundation Certification
10 8 (0.34%) Master's Degree
10 8 (0.34%) MCSA
10 8 (0.34%) PMP
11 7 (0.30%) PhD
12 6 (0.26%) CFA
13 5 (0.22%) ACCA
13 5 (0.22%) CIMA
13 5 (0.22%) PMI Certification
13 5 (0.22%) TOGAF Certification
Quality Assurance & Compliance
1 203 (8.73%) Data Quality
2 99 (4.26%) QA
3 38 (1.64%) GDPR
4 33 (1.42%) PMO
5 13 (0.56%) SLA
6 12 (0.52%) MiFID
7 9 (0.39%) Dodd-Frank
7 9 (0.39%) EMIR
7 9 (0.39%) IFRS
8 8 (0.34%) ISO/IEC 27001
9 5 (0.22%) Solvency II
10 3 (0.13%) NCSC
11 2 (0.086%) Disclosure Scotland
11 2 (0.086%) HL7
11 2 (0.086%) IFRS 9
12 1 (0.043%) BS7799
12 1 (0.043%) GAAP
12 1 (0.043%) ISO 20022
12 1 (0.043%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
12 1 (0.043%) PCI DSS
System Software
1 65 (2.80%) Docker
2 39 (1.68%) Active Directory
3 33 (1.42%) Apache Flume
4 26 (1.12%) HDFS
5 24 (1.03%) Oracle RAC
6 16 (0.69%) Virtual Machines
7 13 (0.56%) Tivoli Workload Scheduler
7 13 (0.56%) VMware Infrastructure
8 3 (0.13%) Hyper-V
9 2 (0.086%) Cronacle
9 2 (0.086%) Veritas File System
9 2 (0.086%) Veritas Volume Manager
10 1 (0.043%) Oracle Clusterware
10 1 (0.043%) Postfix
Systems Management
1 58 (2.50%) Kubernetes
2 54 (2.32%) Terraform
3 28 (1.20%) Ansible
4 27 (1.16%) Oozie
5 20 (0.86%) Opscode Chef
6 17 (0.73%) Puppet
7 13 (0.56%) Tivoli
8 12 (0.52%) Hadoop YARN
8 12 (0.52%) HP ALM
8 12 (0.52%) Oracle RMAN
9 9 (0.39%) Kubeflow
10 7 (0.30%) SCCM
10 7 (0.30%) Single Sign-On
11 6 (0.26%) Oracle Enterprise Manager
12 5 (0.22%) Data Guard
13 4 (0.17%) Control-M
13 4 (0.17%) FortiGate
13 4 (0.17%) Microsoft Intune
14 3 (0.13%) HP Quality Center
14 3 (0.13%) Microsoft Clustering
Vendors
1 569 (24.48%) Microsoft
2 387 (16.65%) Oracle
3 258 (11.10%) Tableau
4 166 (7.14%) Databricks
5 127 (5.46%) SAP
6 120 (5.16%) Google
7 117 (5.03%) Informatica
8 82 (3.53%) Talend
9 50 (2.15%) Teradata
10 45 (1.94%) IBM
11 43 (1.85%) MicroStrategy
12 36 (1.55%) Cloudera
13 34 (1.46%) Alteryx
13 34 (1.46%) Cognos
14 32 (1.38%) Salesforce.com
15 20 (0.86%) Atlassian
16 19 (0.82%) Citrix
17 15 (0.65%) VMware
18 12 (0.52%) Ab Initio
18 12 (0.52%) SnapLogic