Period
to 25 September 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 25 September 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
25 Sep 2018
Same period 2017 Same period 2016
Rank 707 719 774
Rank change year-on-year +12 +55 -12
Contract jobs citing Enterprise Data Warehouse 153 119 107
As % of all contract IT jobs advertised in England 0.16% 0.13% 0.11%
As % of the Database & Business Intelligence category 0.71% 0.59% 0.49%
Number of daily rates quoted 129 94 77
England median daily rate £525 £475 £500
Median daily rate % change year-on-year +10.53% -5.00% +5.26%
10th Percentile £413 £375 £363
90th Percentile £625 £641 £750
UK median daily rate £525 £475 £500
% change year-on-year +10.53% -5.00% +9.05%
Number of hourly rates quoted 0 0 0
England median hourly rate - - -
UK median hourly rate - - -

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 21,553 20,172 21,891
As % of all contract IT jobs advertised in England 22.93% 22.34% 22.31%
Number of daily rates quoted 15,253 13,626 14,830
England median daily rate £475 £450 £425
Median daily rate % change year-on-year +5.56% +5.88% +6.25%
10th Percentile £313 £306 £288
90th Percentile £638 £625 £600
UK median daily rate £475 £450 £425
% change year-on-year +5.56% +5.88% +6.25%
Number of hourly rates quoted 224 255 339
England median hourly rate £27.87 £30.00 £30.00
Median hourly rate % change year-on-year -7.12% - +7.14%
10th Percentile £14.00 £12.43 £11.50
90th Percentile £55.70 £52.50 £50.20
UK median hourly rate £27.73 £29.56 £30.10
% change year-on-year -6.19% -1.80% +2.04%

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 25 September 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 25 September 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 +12 88 £550 +22.22% 22
South West +2 35 £525 -4.98% 5
North of England -13 11 £575 -5.74% 1
South East -29 11 £525 +14.75% 1
North West -20 10 £575 -5.74%
East of England -11 4 £538 -4.87%
Midlands -18 4 £450 +5.88% 1
East Midlands +2 3 £375 -11.76% 1
Yorkshire -27 2 £775 +27.05% 1
West Midlands - 1 £450 -
Enterprise Data Warehouse
UK

For the 6 months to 25 September 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.

1 151 (98.69%) Data Warehouse
2 118 (77.12%) SQL
3 104 (67.97%) Data Modelling
4 91 (59.48%) Finance
4 91 (59.48%) Data Quality
5 86 (56.21%) Big Data
6 83 (54.25%) Analytics
7 81 (52.94%) Hadoop
8 78 (50.98%) Apache Hive
9 71 (46.41%) Apache Spark
10 68 (44.44%) Kafka
11 66 (43.14%) Data Science
12 65 (42.48%) OLAP
12 65 (42.48%) Business Intelligence
13 64 (41.83%) Oozie
14 62 (40.52%) OLAP Cube
14 62 (40.52%) SQL Optimisation
14 62 (40.52%) Machine Learning
14 62 (40.52%) Star Schema
15 45 (29.41%) ETL
16 43 (28.10%) Agile Software Development
17 32 (20.92%) SQL Server
18 31 (20.26%) Analytical Skills
19 29 (18.95%) Oracle
19 29 (18.95%) Microsoft
19 29 (18.95%) Data Integration
20 28 (18.30%) SQL Server Integration Services
21 27 (17.65%) Kimball Methodology
22 25 (16.34%) Data Governance
22 25 (16.34%) Dimensional Modelling

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 71 (46.41%) Apache Spark
2 11 (7.19%) SAS
3 6 (3.92%) Apache
3 6 (3.92%) Apache Pig
4 2 (1.31%) PowerExchange
5 1 (0.65%) Apache Solr
5 1 (0.65%) SharePoint
5 1 (0.65%) SharePoint 2013
Applications
1 1 (0.65%) Microsoft Project
Business Applications
1 1 (0.65%) Eloqua
1 1 (0.65%) Summit
Cloud Services
1 9 (5.88%) Microsoft Azure
2 5 (3.27%) Azure Data Factory
3 4 (2.61%) IaaS
3 4 (2.61%) iPaaS
3 4 (2.61%) PaaS
3 4 (2.61%) SaaS
4 3 (1.96%) Amazon AWS
4 3 (1.96%) Serverless
5 2 (1.31%) Amazon EMR
5 2 (1.31%) Amazon S3
5 2 (1.31%) Azure Functions
6 1 (0.65%) AWS Lambda
6 1 (0.65%) GitHub
Database & Business Intelligence
1 151 (98.69%) Data Warehouse
2 86 (56.21%) Big Data
3 81 (52.94%) Hadoop
4 78 (50.98%) Apache Hive
5 65 (42.48%) OLAP
6 62 (40.52%) OLAP Cube
6 62 (40.52%) Star Schema
7 32 (20.92%) SQL Server
8 28 (18.30%) SQL Server Integration Services
9 24 (15.69%) Data Lake
10 20 (13.07%) Relational Database
11 18 (11.76%) Power BI
12 15 (9.80%) SQL Server Reporting Services
13 14 (9.15%) RDBMS
14 13 (8.50%) HBase
14 13 (8.50%) IBM InfoSphere
14 13 (8.50%) MongoDB
15 10 (6.54%) BusinessObjects
15 10 (6.54%) SQL Server Analysis Services
16 9 (5.88%) DataStage
Development Applications
1 9 (5.88%) ERwin
2 6 (3.92%) Team Foundation Server
3 2 (1.31%) GitLab
3 2 (1.31%) Jenkins
3 2 (1.31%) JIRA
3 2 (1.31%) Octopus Deploy
3 2 (1.31%) TeamCity
3 2 (1.31%) tSQLt
4 1 (0.65%) Sonatype Nexus
4 1 (0.65%) Visual Studio
4 1 (0.65%) Visual Studio Team System
General
1 91 (59.48%) Finance
2 11 (7.19%) Retail
3 6 (3.92%) Banking
3 6 (3.92%) Games
4 3 (1.96%) Investment Banking
5 2 (1.31%) Front Office
5 2 (1.31%) Marketing
6 1 (0.65%) Advertising
6 1 (0.65%) Aerospace
6 1 (0.65%) Financial Institution
6 1 (0.65%) French Language
6 1 (0.65%) German Language
6 1 (0.65%) Spanish Language
6 1 (0.65%) Telecoms
Job Titles
1 65 (42.48%) Data Engineer
2 63 (41.18%) Hadoop Engineer
3 34 (22.22%) Big Data Engineer
3 34 (22.22%) Developer
4 23 (15.03%) Architect
5 19 (12.42%) Data Architect
6 15 (9.80%) Business Intelligence Developer
7 13 (8.50%) ETL Developer
8 9 (5.88%) Business Analyst
8 9 (5.88%) SQL Developer
9 8 (5.23%) Senior Developer
10 6 (3.92%) Analyst
10 6 (3.92%) Big Data Architect
10 6 (3.92%) Data Warehouse Developer
11 5 (3.27%) Business Intelligence Manager
11 5 (3.27%) Project Manager
11 5 (3.27%) Senior Business Intelligence Developer
11 5 (3.27%) SQL BI Developer
11 5 (3.27%) Technical Business Analyst
12 4 (2.61%) Asset Management Business Analyst
Libraries, Frameworks & Software Standards
1 68 (44.44%) Kafka
2 6 (3.92%) RabbitMQ
2 6 (3.92%) Spark Streaming
3 3 (1.96%) XML
4 2 (1.31%) .NET
4 2 (1.31%) JSON
4 2 (1.31%) MDX
5 1 (0.65%) Elastic Stack
5 1 (0.65%) Lucene
5 1 (0.65%) ODBC
Miscellaneous
1 31 (20.26%) Analytical Skills
2 15 (9.80%) Management Information System
3 6 (3.92%) Enterprise Software
4 5 (3.27%) Fixed Income
5 4 (2.61%) Reinsurance
6 3 (1.96%) Hedge funds
7 2 (1.31%) Clustering
7 2 (1.31%) Computer Science
7 2 (1.31%) Reference Data
7 2 (1.31%) Replication
8 1 (0.65%) Data Centre
8 1 (0.65%) Mainframe
8 1 (0.65%) Virtual Team
Operating Systems
1 17 (11.11%) Unix
2 7 (4.58%) Linux
3 6 (3.92%) Windows
4 5 (3.27%) Windows Server
5 1 (0.65%) Oracle Linux
5 1 (0.65%) zOS
Processes & Methodologies
1 104 (67.97%) Data Modelling
2 83 (54.25%) Analytics
3 66 (43.14%) Data Science
4 65 (42.48%) Business Intelligence
5 62 (40.52%) Machine Learning
5 62 (40.52%) SQL Optimisation
6 45 (29.41%) ETL
7 43 (28.10%) Agile Software Development
8 29 (18.95%) Data Integration
9 27 (17.65%) Kimball Methodology
10 25 (16.34%) Data Governance
10 25 (16.34%) Dimensional Modelling
11 23 (15.03%) Data Management
12 16 (10.46%) Data Architecture
12 16 (10.46%) Problem-Solving
13 15 (9.80%) Metadata Management
13 15 (9.80%) Stakeholder Management
13 15 (9.80%) Visualisation
14 14 (9.15%) Data Security
14 14 (9.15%) SDLC
Programming Languages
1 118 (77.12%) SQL
2 21 (13.73%) T-SQL
3 11 (7.19%) Shell Script
4 9 (5.88%) Java
5 8 (5.23%) Scala
6 7 (4.58%) C#
7 5 (3.27%) PL/SQL
8 4 (2.61%) Python
9 2 (1.31%) C
10 1 (0.65%) Data Analysis Expressions (DAX)
10 1 (0.65%) Perl
10 1 (0.65%) R
10 1 (0.65%) VB
10 1 (0.65%) VB.NET
10 1 (0.65%) VBScript
Qualifications
1 4 (2.61%) Security Cleared
2 3 (1.96%) Degree
3 2 (1.31%) Computer Science Degree
4 1 (0.65%) SC Cleared
Quality Assurance & Compliance
1 91 (59.48%) Data Quality
2 5 (3.27%) QA
3 1 (0.65%) GDPR
System Software
1 8 (5.23%) Apache ZooKeeper
1 8 (5.23%) HDFS
2 6 (3.92%) Apache Flume
Systems Management
1 64 (41.83%) Oozie
2 3 (1.96%) Tivoli
3 1 (0.65%) Control-M
Vendors
1 29 (18.95%) Microsoft
1 29 (18.95%) Oracle
2 16 (10.46%) Informatica
2 16 (10.46%) Tableau
3 13 (8.50%) IBM
4 12 (7.84%) Teradata
5 8 (5.23%) Cloudera
5 8 (5.23%) Netezza
6 7 (4.58%) CA
6 7 (4.58%) Talend
7 6 (3.92%) Hortonworks
7 6 (3.92%) MapR
8 5 (3.27%) Charles River
8 5 (3.27%) MicroStrategy
9 4 (2.61%) SAP
10 2 (1.31%) Cognos
10 2 (1.31%) Salesforce.com
11 1 (0.65%) BMC
11 1 (0.65%) Misys
11 1 (0.65%) VMware