Period
to 20 November 2017

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 November 2017 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 Nov 2017
Same period 2016 Same period 2015
Rank 105 86 59
Rank change year-on-year -19 -27 +8
Contract jobs citing Data Warehouse 2201 2615 3496
As % of all contract IT jobs advertised in England 2.34% 2.71% 3.35%
As % of the Database & Business Intelligence category 10.59% 11.99% 14.31%
Number of daily rates quoted 1597 1806 2537
England median daily rate £450 £438 £425
Median daily rate % change year-on-year +2.86% +2.94% +0.59%
10th Percentile £313 £308 £294
90th Percentile £613 £600 £588
UK median daily rate £450 £433 £425
% change year-on-year +4.05% +1.76% +2.04%
Number of hourly rates quoted 20 25 18
England median hourly rate £27.50 £42.00 £26.47
Median hourly rate % change year-on-year -34.52% +58.67% -42.14%
10th Percentile £14.48 £15.23 £15.05
90th Percentile £53.20 £52.25 £36.10
UK median hourly rate £27.50 £42.00 £25.44
% change year-on-year -34.52% +65.09% -45.29%

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 20775 21803 24437
As % of all contract IT jobs advertised in England 22.09% 22.57% 23.39%
Number of daily rates quoted 14394 14620 16272
England median daily rate £460 £425 £413
Median daily rate % change year-on-year +8.24% +3.03% +3.13%
10th Percentile £313 £290 £275
90th Percentile £638 £600 £588
UK median daily rate £450 £425 £400
% change year-on-year +5.88% +6.25% +0.51%
Number of hourly rates quoted 261 317 386
England median hourly rate £31.50 £28.00 £27.89
Median hourly rate % change year-on-year +12.50% +0.39% +15.01%
10th Percentile £14.25 £11.25 £12.00
90th Percentile £56.75 £48.30 £52.17
UK median hourly rate £31.15 £28.18 £29.00
% change year-on-year +10.54% -2.83% +16.00%

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 November 2017.

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 November 2017.

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 November 2017. 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 -27 1072 £475 - 115
South East -10 367 £413 -0.60% 37
North of England +5 292 £425 +13.33% 67
South West +16 192 £425 +13.33% 15
Midlands -32 159 £400 -3.03% 16
North West +11 158 £444 +14.52% 31
East of England -7 124 £375 -7.98% 16
Yorkshire -15 119 £425 +13.33% 27
West Midlands -27 92 £450 +12.50% 12
East Midlands -26 67 £375 -9.09% 4
North East +51 33 £475 +26.67% 9
Data Warehouse
UK

For the 6 months to 20 November 2017, IT contractor jobs citing Data Warehouse also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all contract ads across the England region with a requirement for Data Warehouse.

1 1281 (58.20%) SQL
2 1228 (55.79%) Business Intelligence
3 958 (43.53%) ETL
4 769 (34.94%) SQL Server
5 667 (30.30%) SQL Server Integration Services
6 607 (27.58%) Agile Software Development
7 597 (27.12%) Finance
8 556 (25.26%) Data Modelling
9 489 (22.22%) SQL Server Reporting Services
10 444 (20.17%) Microsoft
11 413 (18.76%) Oracle
12 383 (17.40%) Analytics
13 375 (17.04%) SQL Server Analysis Services
14 334 (15.17%) T-SQL
15 283 (12.86%) Analytical Skills
16 270 (12.27%) Big Data
17 268 (12.18%) Migration
18 259 (11.77%) Power BI
19 242 (11.00%) Kimball Methodology
20 236 (10.72%) Data Analysis
21 228 (10.36%) Tableau
22 218 (9.90%) Banking
23 202 (9.18%) Data Management
24 199 (9.04%) Hadoop
25 193 (8.77%) Data Quality
26 192 (8.72%) Data Integration
27 183 (8.31%) Visualisation
28 182 (8.27%) Relational Database
29 181 (8.22%) Scrum
30 177 (8.04%) Python

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
1 132 (6.00%) Apache Spark
2 115 (5.22%) SAS
3 46 (2.09%) SharePoint
4 25 (1.14%) Apache Pig
5 23 (1.04%) Apache
6 17 (0.77%) Confluence
6 17 (0.77%) IIS
7 15 (0.68%) Apache Airflow
8 12 (0.55%) PowerExchange
9 11 (0.50%) ArcGIS
9 11 (0.50%) Tomcat
9 11 (0.50%) WebLogic
10 10 (0.45%) Apache Solr
10 10 (0.45%) Oracle SOA Suite
10 10 (0.45%) Oracle Workflow
10 10 (0.45%) WebSphere
11 9 (0.41%) JBoss
11 9 (0.41%) WildFly
12 6 (0.27%) Elasticsearch
12 6 (0.27%) WebSphere Application Server
Applications
1 119 (5.41%) Microsoft Excel
2 33 (1.50%) Microsoft Office
3 27 (1.23%) MS Visio
4 11 (0.50%) Microsoft PowerPoint
5 9 (0.41%) Microsoft Project
5 9 (0.41%) Spreadsheet
6 5 (0.23%) SPSS
7 1 (0.045%) Mingle
7 1 (0.045%) Stata
Business Applications
1 31 (1.41%) Cognos Business Intelligence
2 21 (0.95%) Markit EDM
3 12 (0.55%) Dynamics CRM
4 8 (0.36%) Cognos TM1
4 8 (0.36%) Dynamics AX
4 8 (0.36%) SAP CRM
5 7 (0.32%) Oracle EBS
5 7 (0.32%) SAP IS-U
6 6 (0.27%) Oracle BPM
7 5 (0.23%) Oracle Receivables
8 4 (0.18%) Dynamics GP
8 4 (0.18%) Endur
8 4 (0.18%) Oracle ERP
8 4 (0.18%) Oracle iProcurement
8 4 (0.18%) SAP ERP
9 3 (0.14%) Cognos Planning
9 3 (0.14%) Dynamics NAV
9 3 (0.14%) HFM
9 3 (0.14%) Oracle 11i
9 3 (0.14%) Oracle Applications
Cloud Services
1 175 (7.95%) Microsoft Azure
2 127 (5.77%) Amazon AWS
3 41 (1.86%) Google Cloud Platform
4 30 (1.36%) Amazon S3
5 27 (1.23%) Amazon EMR
6 19 (0.86%) IaaS
7 17 (0.77%) Azure Data Factory
7 17 (0.77%) PaaS
8 16 (0.73%) Amazon EC2
8 16 (0.73%) Amazon Kinesis
9 14 (0.64%) GitHub
9 14 (0.64%) SaaS
10 12 (0.55%) Data Lake Analytics
11 10 (0.45%) Office 365
12 6 (0.27%) Azure Machine Learning
12 6 (0.27%) IBM Cloud
13 5 (0.23%) AWS CloudFormation
13 5 (0.23%) AWS Lambda
13 5 (0.23%) Bluemix
13 5 (0.23%) Serverless
Communications & Networking
1 16 (0.73%) Internet
2 11 (0.50%) SMS
3 9 (0.41%) Firewall
4 7 (0.32%) Intranet
4 7 (0.32%) SAN
5 5 (0.23%) LDAP
6 4 (0.18%) DNS
6 4 (0.18%) HTTP
6 4 (0.18%) Kerberos
6 4 (0.18%) TCP/IP
7 3 (0.14%) NAS
7 3 (0.14%) VLAN
8 2 (0.091%) Extranet
8 2 (0.091%) FTP
8 2 (0.091%) Network Security
8 2 (0.091%) Wireshark
9 1 (0.045%) MQTT
9 1 (0.045%) NetScaler
9 1 (0.045%) SSL
Database & Business Intelligence
1 769 (34.94%) SQL Server
2 667 (30.30%) SQL Server Integration Services
3 489 (22.22%) SQL Server Reporting Services
4 375 (17.04%) SQL Server Analysis Services
5 270 (12.27%) Big Data
6 259 (11.77%) Power BI
7 199 (9.04%) Hadoop
8 182 (8.27%) Relational Database
9 139 (6.32%) OLAP
10 134 (6.09%) QlikView
11 127 (5.77%) BusinessObjects
11 127 (5.77%) Oracle Database
12 121 (5.50%) SQL Server 2012
13 115 (5.22%) Apache Hive
14 110 (5.00%) SQL Server 2016
15 109 (4.95%) SQL Server 2008
16 100 (4.54%) SQL Server 2014
17 92 (4.18%) RDBMS
18 89 (4.04%) Enterprise Data Warehouse
19 88 (4.00%) Oracle BI EE
Development Applications
1 89 (4.04%) Team Foundation Server
2 66 (3.00%) JIRA
3 54 (2.45%) Talend Open Studio
4 46 (2.09%) Visual Studio
5 42 (1.91%) Git (software)
6 39 (1.77%) Jenkins
7 35 (1.59%) ERwin
8 26 (1.18%) Subversion
9 24 (1.09%) Eclipse
10 17 (0.77%) Maven
11 15 (0.68%) Toad
12 13 (0.59%) JUnit
13 10 (0.45%) PowerDesigner
13 10 (0.45%) TeamCity
14 9 (0.41%) Octopus Deploy
14 9 (0.41%) SQL Server Management Studio (SSMS)
15 8 (0.36%) Mockito
15 8 (0.36%) Selenium
16 7 (0.32%) Oracle APEX
16 7 (0.32%) Oracle Forms
General
1 597 (27.12%) Finance
2 218 (9.90%) Banking
3 89 (4.04%) Retail
4 86 (3.91%) Marketing
5 47 (2.14%) Telecoms
6 46 (2.09%) Investment Banking
7 40 (1.82%) Legal
8 29 (1.32%) Retail Banking
9 25 (1.14%) Pharmaceutical
9 25 (1.14%) Publishing
10 22 (1.00%) Manufacturing
11 16 (0.73%) Front Office
12 15 (0.68%) Advertising
12 15 (0.68%) Back Office
13 14 (0.64%) Financial Institution
14 13 (0.59%) Games
15 10 (0.45%) Electronics
16 9 (0.41%) Law
17 7 (0.32%) General Ledger
18 5 (0.23%) Billing
Job Titles
1 928 (42.16%) Developer
2 410 (18.63%) Analyst
3 343 (15.58%) Business Intelligence Developer
4 289 (13.13%) SQL Developer
5 252 (11.45%) Architect
6 186 (8.45%) Data Architect
7 154 (7.00%) SSIS Developer
8 137 (6.22%) Business Analyst
9 136 (6.18%) Data Analyst
10 128 (5.82%) Data Warehouse Developer
11 116 (5.27%) ETL Developer
12 113 (5.13%) Data Engineer
13 111 (5.04%) Consultant
14 107 (4.86%) Business Intelligence Analyst
15 96 (4.36%) Project Manager
16 94 (4.27%) SQL BI Developer
17 84 (3.82%) Business Developer
17 84 (3.82%) SSAS Developer
18 78 (3.54%) SSRS Developer
19 66 (3.00%) SQL Analyst
Libraries, Frameworks & Software Standards
1 141 (6.41%) .NET
2 125 (5.68%) MDX
3 109 (4.95%) XML
4 93 (4.23%) Web Services
5 66 (3.00%) Kafka
6 41 (1.86%) .NET Framework
7 37 (1.68%) Entity Framework
8 36 (1.64%) Spring
9 34 (1.54%) REST
10 33 (1.50%) HTML
11 32 (1.45%) JMS
12 31 (1.41%) PySpark
13 29 (1.32%) AngularJS
14 27 (1.23%) CSS
14 27 (1.23%) JSON
15 24 (1.09%) ASP.NET
15 24 (1.09%) Hibernate
15 24 (1.09%) SOAP
16 19 (0.86%) RESTful
17 18 (0.82%) jQuery
Miscellaneous
1 283 (12.86%) Analytical Skills
2 82 (3.73%) Management Information System
3 71 (3.23%) Greenfield Project
4 46 (2.09%) Algorithms
5 45 (2.04%) Data Structures
6 44 (2.00%) Computer Science
7 35 (1.59%) NHS
8 30 (1.36%) Fixed Income
9 29 (1.32%) Equities
9 29 (1.32%) User Experience
10 24 (1.09%) Replication
11 23 (1.04%) Credit Risk
12 20 (0.91%) Derivative
13 19 (0.86%) Enterprise Software
14 18 (0.82%) Data Centre
15 16 (0.73%) Reinsurance
16 12 (0.55%) Fintech
16 12 (0.55%) Reference Data
17 11 (0.50%) N-Tier
18 9 (0.41%) Clustering
Operating Systems
1 101 (4.59%) Unix
2 100 (4.54%) Linux
3 59 (2.68%) Windows
4 15 (0.68%) Windows Server
5 13 (0.59%) Red Hat Enterprise Linux
6 11 (0.50%) AIX
7 9 (0.41%) CentOS
8 4 (0.18%) Oracle Linux
9 3 (0.14%) VMS
9 3 (0.14%) Windows Server 2012
10 2 (0.091%) Windows Server 2008
11 1 (0.045%) Android
11 1 (0.045%) OpenVMS
Processes & Methodologies
1 1228 (55.79%) Business Intelligence
2 958 (43.53%) ETL
3 607 (27.58%) Agile Software Development
4 556 (25.26%) Data Modelling
5 383 (17.40%) Analytics
6 268 (12.18%) Migration
7 242 (11.00%) Kimball Methodology
8 236 (10.72%) Data Analysis
9 202 (9.18%) Data Management
10 192 (8.72%) Data Integration
11 183 (8.31%) Visualisation
12 181 (8.22%) Scrum
13 164 (7.45%) Dimensional Modelling
14 160 (7.27%) Stakeholder Management
15 148 (6.72%) Performance Tuning
16 142 (6.45%) Data Migration
17 129 (5.86%) Data Architecture
18 122 (5.54%) SDLC
19 118 (5.36%) ETL Development
20 107 (4.86%) CRM
Programming Languages
1 1281 (58.20%) SQL
2 334 (15.17%) T-SQL
3 177 (8.04%) Python
4 170 (7.72%) Java
5 149 (6.77%) PL/SQL
6 141 (6.41%) C#
7 74 (3.36%) Shell Script
8 62 (2.82%) JavaScript
8 62 (2.82%) R
9 58 (2.64%) Data Analysis Expressions (DAX)
10 55 (2.50%) PowerShell
11 43 (1.95%) Scala
12 32 (1.45%) VBA
13 19 (0.86%) Bash Shell
13 19 (0.86%) SAS Macro
13 19 (0.86%) VBScript
14 17 (0.77%) Perl
15 16 (0.73%) C
16 14 (0.64%) AWK
16 14 (0.64%) sed
Qualifications
1 96 (4.36%) Degree
2 85 (3.86%) Security Cleared
3 59 (2.68%) SC Cleared
4 34 (1.54%) ISEB
5 21 (0.95%) ISTQB
6 17 (0.77%) Microsoft Certification
7 13 (0.59%) Computer Science Degree
8 10 (0.45%) MCITP
8 10 (0.45%) PMI Certification
9 9 (0.41%) MCSE
10 8 (0.36%) PMP
11 7 (0.32%) CFA
11 7 (0.32%) Master's Degree
11 7 (0.32%) PRINCE2 Certification
12 6 (0.27%) BPSS Clearance
13 5 (0.23%) ISTQB Foundation Certification
14 4 (0.18%) ITIL Certification
14 4 (0.18%) MCTS
15 3 (0.14%) ACCA
15 3 (0.14%) MCSA
Quality Assurance & Compliance
1 193 (8.77%) Data Quality
2 75 (3.41%) QA
3 40 (1.82%) GDPR
4 20 (0.91%) MiFID
5 10 (0.45%) Solvency II
6 9 (0.41%) Actionable Recommendations
6 9 (0.41%) EMIR
7 8 (0.36%) SLA
8 5 (0.23%) Disclosure Scotland
8 5 (0.23%) GAAP
8 5 (0.23%) IFRS
9 4 (0.18%) IFRS 9
10 2 (0.091%) 21 CFR Part 11
10 2 (0.091%) Dodd-Frank
10 2 (0.091%) GCP
10 2 (0.091%) GxP
10 2 (0.091%) ISO 20022
10 2 (0.091%) ISO/IEC 20000
10 2 (0.091%) PMO
10 2 (0.091%) WCAG
System Software
1 29 (1.32%) Apache Flume
2 28 (1.27%) HDFS
3 16 (0.73%) Docker
4 14 (0.64%) Virtual Machines
5 11 (0.50%) Active Directory
5 11 (0.50%) VMware Infrastructure
6 9 (0.41%) Oracle RAC
7 4 (0.18%) Tivoli Workload Scheduler
8 3 (0.14%) Cronacle
9 2 (0.091%) VMware ESXi
9 2 (0.091%) XenApp
9 2 (0.091%) XenDesktop
10 1 (0.045%) Hyper-V
10 1 (0.045%) ISA Server
10 1 (0.045%) Terminal Services
10 1 (0.045%) VMware Server
Systems Management
1 49 (2.23%) Oozie
2 20 (0.91%) Ambari
2 20 (0.91%) Data Guard
2 20 (0.91%) Hadoop YARN
3 14 (0.64%) Control-M
3 14 (0.64%) Oracle RMAN
4 12 (0.55%) Oracle EDQ
5 9 (0.41%) Ansible
6 8 (0.36%) Puppet
6 8 (0.36%) Systems Management Server (SMS)
7 7 (0.32%) Kubernetes
7 7 (0.32%) Terraform
8 5 (0.23%) HP Quality Center
8 5 (0.23%) Opscode Chef
9 4 (0.18%) Tivoli
10 3 (0.14%) Enterprise Manager Cloud Control
10 3 (0.14%) Failover Clustering
10 3 (0.14%) Oracle Enterprise Manager
10 3 (0.14%) Rundeck
11 2 (0.091%) Mesos
Vendors
1 444 (20.17%) Microsoft
2 413 (18.76%) Oracle
3 228 (10.36%) Tableau
4 140 (6.36%) Informatica
5 111 (5.04%) SAP
6 101 (4.59%) IBM
7 89 (4.04%) Teradata
8 82 (3.73%) Cognos
9 54 (2.45%) Talend
10 46 (2.09%) Salesforce.com
11 39 (1.77%) Netezza
12 36 (1.64%) Google
13 31 (1.41%) MicroStrategy
14 22 (1.00%) Hortonworks
15 21 (0.95%) Greenplum
15 21 (0.95%) HP
16 18 (0.82%) Cloudera
16 18 (0.82%) VMware
17 16 (0.73%) Hyperion
18 14 (0.64%) Sybase