Period
to 22 June 2018

The following table provides summary statistics for contract job vacancies advertised in the South East 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 June 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
England > South East
6 months to
22 Jun 2018
Same period 2017 Same period 2016
Rank 138 109 96
Rank change year-on-year -29 -13 -14
Contract jobs citing Data Warehouse 301 332 428
As % of all contract IT jobs advertised in the South East 1.81% 2.15% 2.36%
As % of the Database & Business Intelligence category 8.79% 10.06% 11.55%
Number of daily rates quoted 206 232 293
South East median daily rate £463 £412 £425
Median daily rate % change year-on-year +12.26% -3.06% +3.03%
10th Percentile £331 £285 £313
90th Percentile £551 £550 £550
England median daily rate £475 £450 £435
% change year-on-year +5.56% +3.45% +2.35%
Number of hourly rates quoted 1 0 6
South East median hourly rate £21.50 - £47.25
10th Percentile £19.75 - £22.13
90th Percentile £23.25 - £52.25
England median hourly rate £30.75 £34.62 £26.46
% change year-on-year -11.18% +30.83% -25.98%

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 the South East with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
South East
Contract vacancies with a requirement for database or business intelligence skills 3,423 3,299 3,706
As % of all contract IT jobs advertised in the South East 20.64% 21.33% 20.43%
Number of daily rates quoted 2,096 2,017 2,362
South East median daily rate £438 £413 £398
Median daily rate % change year-on-year +6.06% +3.77% +6.00%
10th Percentile £308 £285 £275
90th Percentile £575 £538 £550
England median daily rate £475 £450 £425
% change year-on-year +5.56% +5.88% +6.25%
Number of hourly rates quoted 53 80 98
South East median hourly rate £40.00 £19.00 £35.50
Median hourly rate % change year-on-year +110.53% -46.48% +31.18%
10th Percentile £12.25 £9.25 £9.25
90th Percentile £54.55 £48.20 £53.81
England median hourly rate £34.00 £29.91 £31.14
% change year-on-year +13.68% -3.94% +24.54%

Data Warehouse
Job Vacancy Trend in the South East

Job postings citing Data Warehouse as a percentage of all IT jobs advertised in the South East.

Job vacancy trend for Data Warehouse in the South East

Data Warehouse
Contractor Daily Rate Trend in the South East

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

Contractor daily rate trend for Data Warehouse in the South East

Data Warehouse
Contractor Daily Rate Histogram in the South East

The daily rate distribution of IT jobs citing Data Warehouse in the South East over the 6 months to 22 June 2018.

Contractor daily rate histogram for Data Warehouse in the South East

Data Warehouse
Contractor Hourly Rate Trend in the South East

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

Contractor hourly rate trend for Data Warehouse in the South East

Data Warehouse
Contract Job Locations in the South East

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 South East region over the 6 months to 22 June 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
Thames Valley -4 140 £463 +2.78% 35
Berkshire -25 63 £443 +10.63% 19
Hampshire -19 53 £500 +22.70% 13
Buckinghamshire +42 52 £444 -6.58% 4
Surrey -47 40 £475 +18.75% 10
West Sussex +7 32 £440 +10.00% 9
Oxfordshire -15 25 £475 - 12
East Sussex +1 17 £438 -7.89% 2
Kent -6 10 £385 +14.50% 2
Middlesex +5 4 £275 -31.25%
Sussex - 2 £525 - 2
Data Warehouse
England

For the 6 months to 22 June 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 South East region with a requirement for Data Warehouse.

1 159 (52.82%) Business Intelligence
2 143 (47.51%) SQL
3 123 (40.86%) ETL
4 116 (38.54%) Analytics
5 98 (32.56%) SQL Server
6 90 (29.90%) Oracle
6 90 (29.90%) Data Modelling
7 83 (27.57%) Big Data
8 73 (24.25%) Agile Software Development
9 69 (22.92%) SQL Server Integration Services
10 68 (22.59%) Microsoft Azure
10 68 (22.59%) Microsoft
11 51 (16.94%) Data Management
11 51 (16.94%) Data Lake
12 50 (16.61%) Power BI
13 49 (16.28%) Analytical Skills
13 49 (16.28%) Hadoop
14 48 (15.95%) Visualisation
14 48 (15.95%) Tableau
15 45 (14.95%) Finance
16 44 (14.62%) Data Architecture
17 41 (13.62%) SQL Server Reporting Services
18 40 (13.29%) Data Integration
19 39 (12.96%) Data Governance
20 38 (12.62%) SAP
20 38 (12.62%) Azure Data Factory
21 37 (12.29%) Data Quality
22 36 (11.96%) Kimball Methodology
22 36 (11.96%) Data Analysis
23 35 (11.63%) Migration

Data Warehouse
Co-occurring IT Skills in the South East 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 22 (7.31%) SAS
2 18 (5.98%) Apache Spark
3 9 (2.99%) Apache
4 7 (2.33%) Apache Pig
5 6 (1.99%) Confluence
5 6 (1.99%) SharePoint
6 4 (1.33%) Apache Solr
6 4 (1.33%) Liferay
7 3 (1.00%) IIS
7 3 (1.00%) JBoss
7 3 (1.00%) WildFly
8 2 (0.66%) Oracle Application Server
9 1 (0.33%) Documentum
9 1 (0.33%) FileNet
9 1 (0.33%) LiveLink
9 1 (0.33%) Oracle Workflow
9 1 (0.33%) PowerExchange
9 1 (0.33%) SAP EP
9 1 (0.33%) Tomcat
9 1 (0.33%) WebSphere Application Server
Applications
1 26 (8.64%) Microsoft Excel
2 19 (6.31%) Microsoft PowerPoint
3 5 (1.66%) Microsoft Office
4 3 (1.00%) SPSS
5 1 (0.33%) Microsoft Project
5 1 (0.33%) MS Visio
Business Applications
1 4 (1.33%) SAP S/4HANA
2 3 (1.00%) Oracle ERP
3 1 (0.33%) Markit EDM
3 1 (0.33%) SAP GRC
Cloud Services
1 68 (22.59%) Microsoft Azure
2 38 (12.62%) Azure Data Factory
3 20 (6.64%) Amazon AWS
4 14 (4.65%) Cortana Intelligence Suite
5 9 (2.99%) Azure Machine Learning
6 7 (2.33%) Amazon Kinesis
6 7 (2.33%) Amazon S3
6 7 (2.33%) Data Lake Analytics
6 7 (2.33%) PaaS
7 6 (1.99%) Serverless
8 4 (1.33%) Google Analytics
8 4 (1.33%) SaaS
9 3 (1.00%) Amazon EC2
9 3 (1.00%) AWS Lambda
9 3 (1.00%) Azure Active Directory
10 2 (0.66%) Amazon SQS
10 2 (0.66%) AWS CloudFormation
11 1 (0.33%) Google Cloud Platform
11 1 (0.33%) Veeva
11 1 (0.33%) Virtual Private Cloud
Communications & Networking
1 4 (1.33%) Firewall
2 3 (1.00%) DNS
2 3 (1.00%) NAS
2 3 (1.00%) SAN
2 3 (1.00%) TCP/IP
3 2 (0.66%) HTTP
3 2 (0.66%) Intranet
3 2 (0.66%) MQTT
4 1 (0.33%) 3G
4 1 (0.33%) 4G
4 1 (0.33%) ASN.1
4 1 (0.33%) Ethernet
4 1 (0.33%) FTP
4 1 (0.33%) Internet
4 1 (0.33%) LTE
4 1 (0.33%) Profibus
4 1 (0.33%) Radio Access Network
4 1 (0.33%) SMTP
4 1 (0.33%) SSH
Database & Business Intelligence
1 98 (32.56%) SQL Server
2 83 (27.57%) Big Data
3 69 (22.92%) SQL Server Integration Services
4 51 (16.94%) Data Lake
5 50 (16.61%) Power BI
6 49 (16.28%) Hadoop
7 41 (13.62%) SQL Server Reporting Services
8 33 (10.96%) SQL Server Analysis Services
9 30 (9.97%) NoSQL
10 28 (9.30%) BusinessObjects
11 27 (8.97%) OLAP
12 26 (8.64%) Relational Database
13 24 (7.97%) Oracle Database
14 22 (7.31%) Azure SQL Database
15 19 (6.31%) Apache Hive
15 19 (6.31%) Azure SQL Data Warehouse
16 18 (5.98%) QlikView
17 15 (4.98%) HDInsight
17 15 (4.98%) Oracle OLAP
18 14 (4.65%) SQL Server 2016
Development Applications
1 21 (6.98%) JIRA
2 10 (3.32%) Git (software)
3 9 (2.99%) Jenkins
4 7 (2.33%) Visual Studio
5 6 (1.99%) Visual Studio Team System
6 5 (1.66%) Team Foundation Server
7 2 (0.66%) Appcelerator Titanium
7 2 (0.66%) ERwin
7 2 (0.66%) Gradle
7 2 (0.66%) JMeter
7 2 (0.66%) LoadRunner
7 2 (0.66%) Oracle APEX
7 2 (0.66%) SoapUI
8 1 (0.33%) Ant
8 1 (0.33%) Eclipse
8 1 (0.33%) Subversion
8 1 (0.33%) Toad
8 1 (0.33%) Xcode
General
1 45 (14.95%) Finance
2 17 (5.65%) Marketing
3 15 (4.98%) Retail
4 10 (3.32%) Banking
5 8 (2.66%) Publishing
6 6 (1.99%) Telecoms
7 4 (1.33%) Billing
8 3 (1.00%) Spanish Language
9 2 (0.66%) Dutch Language
9 2 (0.66%) French Language
9 2 (0.66%) German Language
9 2 (0.66%) Italian Language
9 2 (0.66%) Legal
9 2 (0.66%) Pharmaceutical
9 2 (0.66%) Retail Banking
10 1 (0.33%) Financial Institution
10 1 (0.33%) Manufacturing
Job Titles
1 117 (38.87%) Developer
2 49 (16.28%) Architect
3 47 (15.61%) Analyst
4 34 (11.30%) Business Intelligence Developer
5 31 (10.30%) SQL Developer
6 28 (9.30%) Data Architect
7 26 (8.64%) ETL Developer
8 22 (7.31%) Data Warehouse Developer
9 17 (5.65%) Business Analyst
9 17 (5.65%) Consultant
10 15 (4.98%) Azure Architect
11 13 (4.32%) Project Manager
12 12 (3.99%) Data Consultant
12 12 (3.99%) Oracle Developer
12 12 (3.99%) Solutions Architect
12 12 (3.99%) SSIS Developer
13 11 (3.65%) Business Intelligence Manager
13 11 (3.65%) Data Analyst
13 11 (3.65%) Data Engineer
14 10 (3.32%) Data Business Analyst
Libraries, Frameworks & Software Standards
1 17 (5.65%) JSON
1 17 (5.65%) Web Services
2 14 (4.65%) Kafka
3 13 (4.32%) .NET
4 8 (2.66%) HTML
4 8 (2.66%) REST
5 7 (2.33%) Middleware
5 7 (2.33%) RESTful
6 6 (1.99%) AngularJS
6 6 (1.99%) CSS
7 5 (1.66%) J2EE
7 5 (1.66%) React
8 4 (1.33%) ASP.NET
8 4 (1.33%) Java EE
8 4 (1.33%) jQuery
8 4 (1.33%) XML
9 3 (1.00%) .NET Framework
9 3 (1.00%) Ajax
9 3 (1.00%) LESS
9 3 (1.00%) Sass
Miscellaneous
1 49 (16.28%) Analytical Skills
2 12 (3.99%) Data Structures
3 11 (3.65%) Management Information System
4 10 (3.32%) NHS
5 9 (2.99%) Replication
6 6 (1.99%) Self-Motivation
6 6 (1.99%) User Experience
7 5 (1.66%) Data Centre
7 5 (1.66%) Mainframe
8 4 (1.33%) Computer Science
8 4 (1.33%) Greenfield Project
8 4 (1.33%) IBM Mainframe
9 3 (1.00%) Algorithms
9 3 (1.00%) Client/Server
9 3 (1.00%) Clustering
9 3 (1.00%) Hybrid Cloud
10 2 (0.66%) PMI
10 2 (0.66%) Reference Data
10 2 (0.66%) Taxonomies
11 1 (0.33%) Life Science
Operating Systems
1 33 (10.96%) Linux
2 16 (5.32%) Unix
3 10 (3.32%) Windows
4 7 (2.33%) Solaris
5 6 (1.99%) Windows Server
6 5 (1.66%) AIX
7 4 (1.33%) Windows Server 2012
8 2 (0.66%) Windows Server 2008
8 2 (0.66%) zOS
9 1 (0.33%) Android
9 1 (0.33%) Apple iOS
9 1 (0.33%) CentOS
9 1 (0.33%) Red Hat Enterprise Linux
9 1 (0.33%) VMS
9 1 (0.33%) Windows 10
9 1 (0.33%) Windows 7
Processes & Methodologies
1 159 (52.82%) Business Intelligence
2 123 (40.86%) ETL
3 116 (38.54%) Analytics
4 90 (29.90%) Data Modelling
5 73 (24.25%) Agile Software Development
6 51 (16.94%) Data Management
7 48 (15.95%) Visualisation
8 44 (14.62%) Data Architecture
9 40 (13.29%) Data Integration
10 39 (12.96%) Data Governance
11 36 (11.96%) Data Analysis
11 36 (11.96%) Kimball Methodology
12 35 (11.63%) Migration
13 31 (10.30%) Data Analytics
14 26 (8.64%) Dimensional Modelling
15 23 (7.64%) High Availability
16 21 (6.98%) Project Management
17 20 (6.64%) Business Analytics
17 20 (6.64%) Scrum
17 20 (6.64%) Stakeholder Management
Programming Languages
1 143 (47.51%) SQL
2 23 (7.64%) T-SQL
3 22 (7.31%) Java
4 19 (6.31%) PL/SQL
5 18 (5.98%) Python
6 16 (5.32%) PowerShell
7 12 (3.99%) C#
7 12 (3.99%) JavaScript
7 12 (3.99%) R
8 11 (3.65%) VBA
9 6 (1.99%) U-SQL
10 4 (1.33%) F#
10 4 (1.33%) Perl
11 3 (1.00%) C++
11 3 (1.00%) Data Analysis Expressions (DAX)
11 3 (1.00%) HiveQL
11 3 (1.00%) Scala
11 3 (1.00%) Shell Script
11 3 (1.00%) VC++
12 1 (0.33%) ABAP
Qualifications
1 10 (3.32%) Degree
1 10 (3.32%) Security Cleared
2 8 (2.66%) Microsoft Certification
3 7 (2.33%) SC Cleared
4 3 (1.00%) Computer Science Degree
5 2 (0.66%) MCSA
5 2 (0.66%) MCSE
5 2 (0.66%) PMI Certification
6 1 (0.33%) BPSS Clearance
6 1 (0.33%) DBS Check
6 1 (0.33%) IIBA
6 1 (0.33%) ISEB
6 1 (0.33%) Master's Degree
6 1 (0.33%) PMP
6 1 (0.33%) PRINCE2 Certification
6 1 (0.33%) PRINCE2 Practitioner
Quality Assurance & Compliance
1 37 (12.29%) Data Quality
2 10 (3.32%) PMO
3 9 (2.99%) GDPR
4 4 (1.33%) ISO/IEC 20000
4 4 (1.33%) PCI DSS
4 4 (1.33%) QA
4 4 (1.33%) Sarbanes-Oxley
4 4 (1.33%) SLA
5 1 (0.33%) 21 CFR Part 11
5 1 (0.33%) GCP
5 1 (0.33%) GLP
5 1 (0.33%) GMP
5 1 (0.33%) GxP
System Software
1 10 (3.32%) Apache Flume
2 8 (2.66%) Docker
2 8 (2.66%) Virtual Machines
3 7 (2.33%) Hyper-V
4 6 (1.99%) HDFS
5 5 (1.66%) Active Directory
5 5 (1.66%) VMware Infrastructure
6 4 (1.33%) VMware ESXi
7 1 (0.33%) GPFS
7 1 (0.33%) Veritas Cluster Server
Systems Management
1 8 (2.66%) Opscode Chef
1 8 (2.66%) Puppet
1 8 (2.66%) Terraform
2 7 (2.33%) Failover Clustering
3 4 (1.33%) Kibana
4 3 (1.00%) Kubernetes
4 3 (1.00%) SCVMM
5 1 (0.33%) Amdocs OSS
5 1 (0.33%) Data Guard
5 1 (0.33%) NetBackup
5 1 (0.33%) Oozie
5 1 (0.33%) Oracle RMAN
Vendors
1 90 (29.90%) Oracle
2 68 (22.59%) Microsoft
3 48 (15.95%) Tableau
4 38 (12.62%) SAP
5 31 (10.30%) Talend
6 23 (7.64%) Informatica
7 16 (5.32%) IBM
8 12 (3.99%) Cloudera
9 11 (3.65%) Ab Initio
9 11 (3.65%) Cognos
10 6 (1.99%) MicroStrategy
10 6 (1.99%) VMware
11 5 (1.66%) Databricks
11 5 (1.66%) Teradata
12 4 (1.33%) Google
12 4 (1.33%) Remedy
12 4 (1.33%) Salesforce.com
13 3 (1.00%) Greenplum
13 3 (1.00%) Splunk
13 3 (1.00%) Vertica