Period
to 23 June 2018

The following table provides summary statistics for contract job vacancies advertised in England with a requirement for Enterprise Data Warehouse skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Enterprise Data Warehouse over the 6 months to 23 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.

Enterprise Data Warehouse (EDW)
UK > England
6 months to
23 Jun 2018
Same period 2017 Same period 2016
Rank 690 714 718
Rank change year-on-year +24 +4 +16
Contract jobs citing Enterprise Data Warehouse 152 92 151
As % of all contract IT jobs advertised in England 0.17% 0.11% 0.15%
As % of the Database & Business Intelligence category 0.73% 0.48% 0.70%
Number of daily rates quoted 115 62 109
England median daily rate £513 £438 £550
Median daily rate % change year-on-year +17.14% -20.45% +10.00%
10th Percentile £408 £363 £358
90th Percentile £630 £571 £775
UK median daily rate £513 £450 £513
% change year-on-year +13.89% -12.20% +7.89%
Number of hourly rates quoted 0 2 4
England median hourly rate - £28.25 £62.50
Median hourly rate % change year-on-year - -54.80% +94.70%
UK median hourly rate - £28.25 £62.50
% change year-on-year - -54.80% +94.70%

Enterprise 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 20,763 19,105 21,718
As % of all contract IT jobs advertised in England 22.69% 22.64% 22.11%
Number of daily rates quoted 14,576 12,808 14,804
England median daily rate £475 £450 £425
Median daily rate % change year-on-year +5.56% +5.88% +6.25%
10th Percentile £313 £300 £285
90th Percentile £638 £619 £601
UK median daily rate £463 £440 £425
% change year-on-year +5.11% +3.53% +6.25%
Number of hourly rates quoted 217 239 334
England median hourly rate £34.00 £30.00 £30.25
Median hourly rate % change year-on-year +13.33% -0.83% +21.00%
10th Percentile £14.00 £9.25 £12.25
90th Percentile £54.25 £50.00 £53.28
UK median hourly rate £33.75 £30.00 £28.50
% change year-on-year +12.50% +5.26% +9.62%

Enterprise Data Warehouse
Job Vacancy Trend in England

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

Job vacancy trend for Enterprise Data Warehouse in England

Enterprise Data Warehouse
Contractor Daily Rate Trend in England

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

Contractor daily rate trend for Enterprise Data Warehouse in England

Enterprise Data Warehouse
Contractor Daily Rate Histogram in England

The daily rate distribution of IT jobs citing Enterprise Data Warehouse in England over the 6 months to 23 June 2018.

Contractor daily rate histogram for Enterprise Data Warehouse in England

Enterprise 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 Enterprise Data Warehouse in England.

Contractor hourly rate trend for Enterprise Data Warehouse in England

Enterprise 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 Enterprise Data Warehouse within the England region over the 6 months to 23 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
London -14 101 £513 +13.89% 5
North of England -14 16 £550 +33.33% 4
North West -7 14 £550 +69.23% 1
Midlands -11 11 £475 +11.76% 4
South West +9 8 £525 +7.14% 5
East of England +1 8 £510 +42.66%
South East -28 8 £650 +52.94% 1
East Midlands +3 6 £375 -16.67%
West Midlands -16 5 £475 +11.76% 4
Yorkshire -17 2 £733 +75.04% 3
North East - 1 £733 -
Enterprise Data Warehouse
UK

For the 6 months to 23 June 2018, IT contractor jobs citing Enterprise 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 Enterprise Data Warehouse.

1 143 (94.08%) Data Warehouse
2 105 (69.08%) SQL
3 93 (61.18%) Data Modelling
4 82 (53.95%) Finance
5 79 (51.97%) Business Intelligence
6 76 (50.00%) Analytics
7 74 (48.68%) Big Data
8 73 (48.03%) Data Quality
9 72 (47.37%) Hadoop
10 68 (44.74%) Apache Hive
11 66 (43.42%) ETL
12 61 (40.13%) Apache Spark
13 58 (38.16%) Star Schema
13 58 (38.16%) OLAP
14 55 (36.18%) Oozie
14 55 (36.18%) Kafka
15 51 (33.55%) Machine Learning
15 51 (33.55%) Data Science
16 50 (32.89%) SQL Optimisation
16 50 (32.89%) OLAP Cube
17 41 (26.97%) Agile Software Development
17 41 (26.97%) SQL Server
18 37 (24.34%) SQL Server Integration Services
18 37 (24.34%) Data Integration
19 30 (19.74%) Microsoft
20 27 (17.76%) Data Management
20 27 (17.76%) Data Governance
21 26 (17.11%) Tableau
21 26 (17.11%) Oracle
22 25 (16.45%) Informatica

Enterprise 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 61 (40.13%) Apache Spark
2 11 (7.24%) SAS
3 5 (3.29%) Apache
3 5 (3.29%) Apache Pig
4 4 (2.63%) Apache Solr
4 4 (2.63%) SharePoint
5 2 (1.32%) IBM Domino
6 1 (0.66%) SharePoint 2013
Applications
1 2 (1.32%) Microsoft Office
1 2 (1.32%) MS Visio
2 1 (0.66%) Microsoft Excel
2 1 (0.66%) Microsoft Project
Business Applications
1 1 (0.66%) Cognos Business Intelligence
1 1 (0.66%) Eloqua
Cloud Services
1 10 (6.58%) Microsoft Azure
2 6 (3.95%) Amazon AWS
2 6 (3.95%) Amazon EMR
3 5 (3.29%) Amazon S3
4 4 (2.63%) Azure Data Factory
4 4 (2.63%) IaaS
4 4 (2.63%) iPaaS
4 4 (2.63%) PaaS
4 4 (2.63%) SaaS
5 3 (1.97%) Cloud Computing
5 3 (1.97%) Serverless
6 1 (0.66%) AWS Lambda
Database & Business Intelligence
1 143 (94.08%) Data Warehouse
2 74 (48.68%) Big Data
3 72 (47.37%) Hadoop
4 68 (44.74%) Apache Hive
5 58 (38.16%) OLAP
5 58 (38.16%) Star Schema
6 50 (32.89%) OLAP Cube
7 41 (26.97%) SQL Server
8 37 (24.34%) SQL Server Integration Services
9 22 (14.47%) SQL Server Reporting Services
10 21 (13.82%) Data Lake
10 21 (13.82%) SQL Server Analysis Services
11 17 (11.18%) Power BI
12 13 (8.55%) HBase
12 13 (8.55%) MongoDB
13 11 (7.24%) BusinessObjects
13 11 (7.24%) DataStage
13 11 (7.24%) Relational Database
14 10 (6.58%) Impala
15 9 (5.92%) OLTP
Development Applications
1 8 (5.26%) ERwin
2 5 (3.29%) GitLab
3 4 (2.63%) JIRA
4 3 (1.97%) Jenkins
5 2 (1.32%) Octopus Deploy
5 2 (1.32%) TeamCity
5 2 (1.32%) tSQLt
5 2 (1.32%) Visual Studio Team System
6 1 (0.66%) RStudio
6 1 (0.66%) Sonatype Nexus
6 1 (0.66%) Team Foundation Server
6 1 (0.66%) Visual Studio
General
1 82 (53.95%) Finance
2 7 (4.61%) Banking
2 7 (4.61%) Retail
3 4 (2.63%) Aerospace
3 4 (2.63%) Games
3 4 (2.63%) Marketing
4 1 (0.66%) French Language
4 1 (0.66%) German Language
4 1 (0.66%) Investment Banking
4 1 (0.66%) Law
4 1 (0.66%) Spanish Language
4 1 (0.66%) Telecoms
Job Titles
1 56 (36.84%) Data Engineer
2 51 (33.55%) Hadoop Engineer
3 42 (27.63%) Developer
4 30 (19.74%) Architect
5 24 (15.79%) Data Architect
6 23 (15.13%) Big Data Engineer
7 20 (13.16%) Business Intelligence Developer
8 11 (7.24%) SQL Developer
9 10 (6.58%) Analyst
10 9 (5.92%) ETL Developer
11 7 (4.61%) Big Data Architect
11 7 (4.61%) Business Intelligence Analyst
11 7 (4.61%) Business Intelligence Architect
11 7 (4.61%) Data Warehouse Architect
12 6 (3.95%) Data Warehouse Developer
12 6 (3.95%) Senior Developer
13 5 (3.29%) SQL BI Developer
13 5 (3.29%) SSIS Developer
14 4 (2.63%) Business Intelligence Business Analyst
14 4 (2.63%) SSAS Developer
Libraries, Frameworks & Software Standards
1 55 (36.18%) Kafka
2 6 (3.95%) XML
3 5 (3.29%) .NET
3 5 (3.29%) JSON
3 5 (3.29%) MDX
3 5 (3.29%) RabbitMQ
3 5 (3.29%) Spark Streaming
4 4 (2.63%) Lucene
5 2 (1.32%) Web Services
6 1 (0.66%) Elastic Stack
6 1 (0.66%) ODBC
6 1 (0.66%) XML Schema
Miscellaneous
1 23 (15.13%) Analytical Skills
2 16 (10.53%) Management Information System
3 8 (5.26%) Enterprise Software
4 5 (3.29%) Clustering
4 5 (3.29%) Data Structures
4 5 (3.29%) Reinsurance
5 3 (1.97%) Reference Data
6 2 (1.32%) Hedge funds
6 2 (1.32%) Replication
7 1 (0.66%) Algorithms
7 1 (0.66%) Mainframe
7 1 (0.66%) Mobile App
7 1 (0.66%) NHS
7 1 (0.66%) Virtual Team
Operating Systems
1 14 (9.21%) Unix
2 4 (2.63%) Linux
3 3 (1.97%) Windows
4 2 (1.32%) Windows Server
5 1 (0.66%) zOS
Processes & Methodologies
1 93 (61.18%) Data Modelling
2 79 (51.97%) Business Intelligence
3 76 (50.00%) Analytics
4 66 (43.42%) ETL
5 51 (33.55%) Data Science
5 51 (33.55%) Machine Learning
6 50 (32.89%) SQL Optimisation
7 41 (26.97%) Agile Software Development
8 37 (24.34%) Data Integration
9 27 (17.76%) Data Governance
9 27 (17.76%) Data Management
10 22 (14.47%) Data Architecture
11 18 (11.84%) Metadata Management
11 18 (11.84%) Visualisation
12 17 (11.18%) Problem-Solving
13 16 (10.53%) ETL Development
13 16 (10.53%) Master Data Management
14 14 (9.21%) Data Strategy
15 13 (8.55%) Dimensional Modelling
15 13 (8.55%) Stakeholder Management
Programming Languages
1 105 (69.08%) SQL
2 17 (11.18%) T-SQL
3 13 (8.55%) C#
4 11 (7.24%) Java
4 11 (7.24%) Scala
5 10 (6.58%) Shell Script
6 6 (3.95%) Python
7 4 (2.63%) VB.NET
7 4 (2.63%) VBScript
8 2 (1.32%) PL/SQL
8 2 (1.32%) R
9 1 (0.66%) Bash Shell
9 1 (0.66%) Korn
9 1 (0.66%) Perl
Qualifications
1 7 (4.61%) Security Cleared
2 4 (2.63%) SC Cleared
3 2 (1.32%) Degree
Quality Assurance & Compliance
1 73 (48.03%) Data Quality
2 8 (5.26%) QA
3 2 (1.32%) GDPR
4 1 (0.66%) IFRS
4 1 (0.66%) IFRS 9
System Software
1 10 (6.58%) Apache ZooKeeper
1 10 (6.58%) HDFS
2 5 (3.29%) Apache Flume
3 4 (2.63%) Tivoli Workload Scheduler
Systems Management
1 55 (36.18%) Oozie
2 7 (4.61%) Tivoli
Vendors
1 30 (19.74%) Microsoft
2 26 (17.11%) Oracle
2 26 (17.11%) Tableau
3 25 (16.45%) Informatica
4 12 (7.89%) Cloudera
5 11 (7.24%) IBM
6 9 (5.92%) Talend
7 8 (5.26%) CA
7 8 (5.26%) Teradata
8 6 (3.95%) Cognos
9 5 (3.29%) Hortonworks
9 5 (3.29%) MapR
9 5 (3.29%) Salesforce.com
10 4 (2.63%) Netezza
11 3 (1.97%) MicroStrategy
11 3 (1.97%) SAP
12 1 (0.66%) Atlassian
12 1 (0.66%) BMC
12 1 (0.66%) RapidMiner
12 1 (0.66%) VMware