Job Vacancy Trend Daily Rate Trend Daily Rate Histogram Hourly Rate Trend Hourly Rate Histogram Job Locations Skill Sets
Period
to 11 December 2018

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 11 December 2018 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
11 Dec 2018		 Same period 2017 Same period 2016
Rank 104 107 83
Rank change year-on-year +3 -24 -22
Contract jobs citing Data Warehouse 2,414 2,235 2,615
As % of all contract IT jobs advertised in England 2.50% 2.35% 2.74%
As % of the Database & Business Intelligence category 11.02% 10.68% 12.15%
Number of daily rates quoted 1,711 1,635 1,788
England median daily rate £450 £450 £438
Median daily rate % change year-on-year - +2.86% +2.94%
10th Percentile £325 £313 £306
90th Percentile £625 £613 £600
UK median daily rate £450 £450 £425
% change year-on-year - +5.88% -
Number of hourly rates quoted 23 24 31
England median hourly rate £18.50 £27.00 £41.00
Median hourly rate % change year-on-year -31.48% -34.15% +61.16%
10th Percentile £11.00 £14.16 £20.00
90th Percentile £54.98 £53.00 £50.00
UK median hourly rate £18.50 £27.00 £41.00
% change year-on-year -31.48% -34.15% +62.57%

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 21,903 20,933 21,521
As % of all contract IT jobs advertised in England 22.72% 22.02% 22.54%
Number of daily rates quoted 15,400 14,570 14,386
England median daily rate £475 £463 £425
Median daily rate % change year-on-year +2.70% +8.82% +1.19%
10th Percentile £319 £313 £291
90th Percentile £650 £638 £600
UK median daily rate £475 £450 £425
% change year-on-year +5.56% +5.88% +3.03%
Number of hourly rates quoted 229 244 310
England median hourly rate £35.00 £32.25 £27.50
Median hourly rate % change year-on-year +8.53% +17.27% -
10th Percentile £14.00 £14.68 £10.55
90th Percentile £57.50 £56.84 £47.50
UK median hourly rate £32.50 £31.15 £28.00
% change year-on-year +4.33% +11.25% -0.22%

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 11 December 2018.

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 11 December 2018.

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 11 December 2018. 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 +16 1,234 £485 +2.11% 292
North of England -2 323 £400 -5.88% 101
South East -27 316 £450 +12.36% 88
South West -6 217 £431 +1.47% 49
Midlands -9 169 £413 +3.13% 71
Yorkshire +3 153 £400 -5.88% 30
East of England +21 148 £450 +20.00% 47
North West -27 140 £400 -8.57% 63
West Midlands -24 90 £427 -2.34% 46
East Midlands +9 78 £400 +6.67% 24
North East +3 32 £413 -2.94% 8
Data Warehouse
UK

For the 6 months to 11 December 2018, 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 1,436 (59.49%) SQL
2 1,257 (52.07%) Business Intelligence
3 970 (40.18%) ETL
4 877 (36.33%) SQL Server
5 704 (29.16%) Agile Software Development
6 701 (29.04%) SQL Server Integration Services
7 685 (28.38%) Finance
8 563 (23.32%) Data Modelling
9 520 (21.54%) Microsoft
10 512 (21.21%) SQL Server Reporting Services
11 504 (20.88%) Analytics
12 466 (19.30%) Power BI
13 431 (17.85%) Microsoft Azure
14 416 (17.23%) Oracle
15 411 (17.03%) T-SQL
16 403 (16.69%) SQL Server Analysis Services
17 381 (15.78%) Big Data
18 313 (12.97%) Analytical Skills
19 284 (11.76%) Relational Database
20 282 (11.68%) Visualisation
21 278 (11.52%) Migration
22 274 (11.35%) Hadoop
23 269 (11.14%) Tableau
24 254 (10.52%) Amazon AWS
25 242 (10.02%) Python
26 240 (9.94%) Data Lake
27 237 (9.82%) Scrum
28 235 (9.73%) Data Analysis
29 223 (9.24%) Data Quality
30 219 (9.07%) Kimball Methodology

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
1 190 (7.87%) Apache Spark
2 94 (3.89%) SAS
3 45 (1.86%) SharePoint
4 36 (1.49%) Confluence
5 34 (1.41%) Apache
6 21 (0.87%) IIS
7 19 (0.79%) Apache Pig
8 16 (0.66%) Elasticsearch
9 7 (0.29%) Apache Airflow
9 7 (0.29%) Apache Solr
9 7 (0.29%) Oracle SOA Suite
10 5 (0.21%) Tomcat
11 4 (0.17%) Documentum
11 4 (0.17%) Liferay
12 3 (0.12%) Alfresco
12 3 (0.12%) Drupal
12 3 (0.12%) FileNet
12 3 (0.12%) LiveCycle
12 3 (0.12%) LiveLink
12 3 (0.12%) SharePoint Server
Applications
1 200 (8.29%) Microsoft Excel
2 43 (1.78%) Microsoft Office
3 28 (1.16%) MS Visio
4 19 (0.79%) Microsoft PowerPoint
5 14 (0.58%) Microsoft Project
6 8 (0.33%) Spreadsheet
7 2 (0.083%) SPSS
7 2 (0.083%) Stata
8 1 (0.041%) InfoPath
8 1 (0.041%) Shockwave
Business Applications
1 17 (0.70%) Dynamics CRM
2 15 (0.62%) Oracle EBS
2 15 (0.62%) SAP Oil and Gas
3 11 (0.46%) HFM
4 10 (0.41%) Markit EDM
5 8 (0.33%) Infor M3
6 7 (0.29%) Hyperion Planning
6 7 (0.29%) Oracle ERP
7 6 (0.25%) Cognos Business Intelligence
7 6 (0.25%) Oracle Procure-to-Pay
8 5 (0.21%) Dynamics NAV
8 5 (0.21%) SAP S/4HANA
9 4 (0.17%) Dynamics AX
9 4 (0.17%) Endur
9 4 (0.17%) Oracle Financials
9 4 (0.17%) Unit4 Business World
10 3 (0.12%) FastStats
10 3 (0.12%) JDE EnterpriseOne
10 3 (0.12%) Oracle Applications
10 3 (0.12%) Workday HCM
Cloud Services
1 431 (17.85%) Microsoft Azure
2 254 (10.52%) Amazon AWS
3 113 (4.68%) Azure Data Factory
4 63 (2.61%) Amazon S3
5 53 (2.20%) PaaS
6 44 (1.82%) Amazon EC2
6 44 (1.82%) Google Cloud Platform
7 38 (1.57%) Amazon EMR
8 31 (1.28%) Serverless
9 30 (1.24%) Data Lake Analytics
10 26 (1.08%) AWS Lambda
11 24 (0.99%) IaaS
12 22 (0.91%) Amazon Kinesis
13 20 (0.83%) Office 365
14 14 (0.58%) Google Analytics
15 12 (0.50%) Cortana Intelligence Suite
16 11 (0.46%) Cloud Computing
17 10 (0.41%) Dynamics 365
17 10 (0.41%) GitHub
18 9 (0.37%) AWS CloudFormation
Communications & Networking
1 16 (0.66%) Firewall
2 12 (0.50%) SMS
3 11 (0.46%) VPN
4 8 (0.33%) FTP
5 7 (0.29%) Kerberos
6 6 (0.25%) Internet
7 5 (0.21%) DNS
8 4 (0.17%) Ethernet
8 4 (0.17%) Extranet
8 4 (0.17%) LAN
8 4 (0.17%) Network Security
8 4 (0.17%) Profibus
8 4 (0.17%) SAN
8 4 (0.17%) SMTP
8 4 (0.17%) WAN
9 3 (0.12%) 3G
9 3 (0.12%) DHCP
9 3 (0.12%) Intranet
9 3 (0.12%) MQTT
9 3 (0.12%) SSL
Database & Business Intelligence
1 877 (36.33%) SQL Server
2 701 (29.04%) SQL Server Integration Services
3 512 (21.21%) SQL Server Reporting Services
4 466 (19.30%) Power BI
5 403 (16.69%) SQL Server Analysis Services
6 381 (15.78%) Big Data
7 284 (11.76%) Relational Database
8 274 (11.35%) Hadoop
9 240 (9.94%) Data Lake
10 174 (7.21%) Apache Hive
11 170 (7.04%) OLAP
12 155 (6.42%) NoSQL
13 130 (5.39%) Azure SQL Data Warehouse
13 130 (5.39%) SQL Server 2016
14 125 (5.18%) Enterprise Data Warehouse
15 117 (4.85%) Azure SQL Database
16 113 (4.68%) Oracle Database
17 106 (4.39%) BusinessObjects
18 103 (4.27%) SQL Server 2014
19 101 (4.18%) SQL Server 2008
Development Applications
1 106 (4.39%) JIRA
2 81 (3.36%) Git (software)
2 81 (3.36%) Team Foundation Server
3 75 (3.11%) Jenkins
4 54 (2.24%) Visual Studio
5 32 (1.33%) ERwin
5 32 (1.33%) Toad
5 32 (1.33%) Visual Studio Team System
6 24 (0.99%) Maven
7 23 (0.95%) Subversion
8 18 (0.75%) Selenium
9 14 (0.58%) TeamCity
10 13 (0.54%) SQL Server Management Studio (SSMS)
11 12 (0.50%) Ant
11 12 (0.50%) Eclipse
11 12 (0.50%) Gradle
11 12 (0.50%) JUnit
12 11 (0.46%) Octopus Deploy
13 10 (0.41%) SoapUI
13 10 (0.41%) SonarQube
General
1 685 (28.38%) Finance
2 209 (8.66%) Banking
3 205 (8.49%) Retail
4 72 (2.98%) Marketing
5 69 (2.86%) Investment Banking
6 41 (1.70%) Front Office
7 37 (1.53%) Telecoms
8 36 (1.49%) Manufacturing
9 28 (1.16%) Pharmaceutical
10 27 (1.12%) Legal
11 25 (1.04%) Publishing
12 18 (0.75%) Financial Institution
13 16 (0.66%) Law
14 15 (0.62%) Games
15 13 (0.54%) Advertising
16 12 (0.50%) Automotive
17 11 (0.46%) Billing
18 9 (0.37%) Retail Banking
19 8 (0.33%) Back Office
19 8 (0.33%) Electronics
Job Titles
1 1,063 (44.03%) Developer
2 395 (16.36%) Analyst
3 361 (14.95%) Business Intelligence Developer
4 311 (12.88%) SQL Developer
5 276 (11.43%) Architect
6 187 (7.75%) Data Engineer
7 172 (7.13%) Data Architect
8 165 (6.84%) ETL Developer
9 142 (5.88%) Business Analyst
10 132 (5.47%) Data Warehouse Developer
11 123 (5.10%) Data Analyst
12 117 (4.85%) SSIS Developer
13 110 (4.56%) Consultant
14 92 (3.81%) Project Manager
15 90 (3.73%) SQL BI Developer
16 87 (3.60%) Business Intelligence Analyst
17 81 (3.36%) Senior Developer
18 74 (3.07%) Power BI Developer
19 61 (2.53%) SSRS Developer
20 60 (2.49%) Solutions Architect
Libraries, Frameworks & Software Standards
1 152 (6.30%) .NET
2 117 (4.85%) Kafka
3 113 (4.68%) XML
4 110 (4.56%) Web Services
5 66 (2.73%) JSON
6 64 (2.65%) MDX
7 57 (2.36%) RESTful
8 47 (1.95%) Node.js
9 37 (1.53%) SOAP
10 29 (1.20%) Middleware
10 29 (1.20%) Spring
11 28 (1.16%) HTML
12 25 (1.04%) AngularJS
12 25 (1.04%) CSS
13 20 (0.83%) REST
13 20 (0.83%) XSD
14 18 (0.75%) .NET Framework
14 18 (0.75%) ASP.NET Web API
15 17 (0.70%) ASP.NET
16 16 (0.66%) J2EE
Miscellaneous
1 313 (12.97%) Analytical Skills
2 96 (3.98%) Data Structures
3 89 (3.69%) NHS
4 65 (2.69%) Greenfield Project
5 58 (2.40%) Management Information System
6 55 (2.28%) Self-Motivation
7 37 (1.53%) Algorithms
8 35 (1.45%) Replication
9 28 (1.16%) Enterprise Software
9 28 (1.16%) User Experience
10 27 (1.12%) Fixed Income
10 27 (1.12%) Reference Data
11 25 (1.04%) Private Cloud
12 23 (0.95%) Fintech
13 22 (0.91%) Derivative
13 22 (0.91%) Taxonomies
14 18 (0.75%) Reinsurance
15 15 (0.62%) Data Centre
16 14 (0.58%) Equities
17 13 (0.54%) Virtual Team
Operating Systems
1 112 (4.64%) Unix
2 79 (3.27%) Linux
3 64 (2.65%) Windows
4 23 (0.95%) Windows Server
5 17 (0.70%) Apple iOS
6 16 (0.66%) Android
7 9 (0.37%) AIX
8 6 (0.25%) Windows 10
9 5 (0.21%) VMS
10 4 (0.17%) Solaris
11 3 (0.12%) Red Hat Enterprise Linux
11 3 (0.12%) Windows 7
12 2 (0.083%) Oracle Linux
12 2 (0.083%) Windows 8
12 2 (0.083%) Windows XP
12 2 (0.083%) zOS
13 1 (0.041%) Debian
13 1 (0.041%) HPUX
13 1 (0.041%) Windows Server 2003
13 1 (0.041%) Windows Server 2008
Processes & Methodologies
1 1,257 (52.07%) Business Intelligence
2 970 (40.18%) ETL
3 704 (29.16%) Agile Software Development
4 563 (23.32%) Data Modelling
5 504 (20.88%) Analytics
6 282 (11.68%) Visualisation
7 278 (11.52%) Migration
8 237 (9.82%) Scrum
9 235 (9.73%) Data Analysis
10 219 (9.07%) Kimball Methodology
11 209 (8.66%) Data Integration
12 201 (8.33%) Problem-Solving
13 198 (8.20%) Data Management
13 198 (8.20%) Dimensional Modelling
14 169 (7.00%) Data Architecture
15 168 (6.96%) Performance Tuning
16 165 (6.84%) Data Migration
17 162 (6.71%) Stakeholder Management
18 159 (6.59%) Data Science
19 157 (6.50%) ETL Development
Programming Languages
1 1,436 (59.49%) SQL
2 411 (17.03%) T-SQL
3 242 (10.02%) Python
4 168 (6.96%) C#
5 162 (6.71%) Java
6 141 (5.84%) PL/SQL
7 82 (3.40%) R
8 74 (3.07%) VBA
9 70 (2.90%) PowerShell
10 63 (2.61%) Scala
11 60 (2.49%) Data Analysis Expressions (DAX)
12 57 (2.36%) Shell Script
13 53 (2.20%) VB
14 46 (1.91%) JavaScript
15 38 (1.57%) Bash Shell
16 35 (1.45%) Perl
17 27 (1.12%) MATLAB
18 25 (1.04%) C
19 21 (0.87%) VB.NET
20 19 (0.79%) PHP
Qualifications
1 107 (4.43%) Degree
2 101 (4.18%) Security Cleared
3 85 (3.52%) SC Cleared
4 43 (1.78%) Computer Science Degree
5 19 (0.79%) Master's Degree
6 18 (0.75%) PMP
7 15 (0.62%) ISEB
7 15 (0.62%) Microsoft Certification
8 11 (0.46%) ISTQB
8 11 (0.46%) PMI Certification
9 10 (0.41%) ISTQB Foundation Certification
10 9 (0.37%) BPSS Clearance
11 8 (0.33%) MCSE
12 7 (0.29%) TOGAF Certification
13 6 (0.25%) DBS Check
13 6 (0.25%) MCSA
14 5 (0.21%) CISSP
14 5 (0.21%) ITIL Certification
15 4 (0.17%) DV Cleared
15 4 (0.17%) PhD
Quality Assurance & Compliance
1 223 (9.24%) Data Quality
2 100 (4.14%) QA
3 70 (2.90%) PMO
4 49 (2.03%) GDPR
5 23 (0.95%) IFRS
6 9 (0.37%) Solvency II
7 8 (0.33%) IFRS 9
8 7 (0.29%) Basel III
8 7 (0.29%) PCI DSS
9 3 (0.12%) EMIR
9 3 (0.12%) ISO 9000
9 3 (0.12%) WCAG
10 2 (0.083%) ISO 9001
10 2 (0.083%) ISO 9002
10 2 (0.083%) MiFID
10 2 (0.083%) SLA
10 2 (0.083%) TickIT
11 1 (0.041%) GxP
11 1 (0.041%) HL7
11 1 (0.041%) ISO/IEC 27001
System Software
1 45 (1.86%) Apache Flume
2 35 (1.45%) Active Directory
3 30 (1.24%) HDFS
4 25 (1.04%) Docker
5 16 (0.66%) VMware Infrastructure
6 11 (0.46%) Virtual Machines
7 8 (0.33%) vSphere
8 7 (0.29%) Oracle RAC
9 6 (0.25%) Apache ZooKeeper
9 6 (0.25%) Hyper-V
10 4 (0.17%) VMware ESXi
11 1 (0.041%) Cronacle
11 1 (0.041%) NFS
11 1 (0.041%) Veritas Volume Manager
11 1 (0.041%) VirtualBox
Systems Management
1 56 (2.32%) Oozie
2 18 (0.75%) Puppet
3 15 (0.62%) Ansible
4 13 (0.54%) Opscode Chef
5 12 (0.50%) Control-M
5 12 (0.50%) Terraform
6 10 (0.41%) Hadoop YARN
6 10 (0.41%) HP ALM
7 9 (0.37%) HP Quality Center
8 6 (0.25%) Kubernetes
9 5 (0.21%) Kibana
9 5 (0.21%) Single Sign-On
10 4 (0.17%) Data Guard
10 4 (0.17%) Oracle RMAN
10 4 (0.17%) Packer
11 3 (0.12%) Grafana
11 3 (0.12%) logstash
11 3 (0.12%) Oracle EDQ
11 3 (0.12%) Prometheus
11 3 (0.12%) Tivoli
Vendors
1 520 (21.54%) Microsoft
2 416 (17.23%) Oracle
3 269 (11.14%) Tableau
4 162 (6.71%) Informatica
5 154 (6.38%) SAP
6 89 (3.69%) Teradata
7 74 (3.07%) Talend
8 64 (2.65%) IBM
9 62 (2.57%) Google
10 50 (2.07%) Cloudera
11 47 (1.95%) Cognos
12 46 (1.91%) MicroStrategy
13 41 (1.70%) Alteryx
14 37 (1.53%) Ab Initio
15 33 (1.37%) Netezza
16 32 (1.33%) Hortonworks
17 27 (1.12%) Databricks
18 26 (1.08%) Salesforce.com
19 24 (0.99%) VMware
20 23 (0.95%) Sybase