Period
to 12 November 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 12 November 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
12 Nov 2018
Same period 2017 Same period 2016
Rank 729 763 775
Rank change year-on-year +34 +12 +11
Contract jobs citing Enterprise Data Warehouse 111 102 99
As % of all contract IT jobs advertised in England 0.12% 0.11% 0.10%
As % of the Database & Business Intelligence category 0.52% 0.50% 0.45%
Number of daily rates quoted 97 86 68
England median daily rate £525 £531 £469
Median daily rate % change year-on-year -1.18% +13.33% +4.17%
10th Percentile £410 £384 £330
90th Percentile £690 £661 £670
UK median daily rate £525 £500 £494
% change year-on-year +5.00% +1.27% +9.72%
Number of hourly rates quoted 0 0 2
England median hourly rate - - £21.88
UK median hourly rate - - £21.88

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 21,312 20,585 22,156
As % of all contract IT jobs advertised in England 22.67% 22.10% 22.59%
Number of daily rates quoted 15,001 14,210 14,859
England median daily rate £475 £450 £425
Median daily rate % change year-on-year +5.56% +5.88% +3.03%
10th Percentile £319 £310 £288
90th Percentile £638 £638 £600
UK median daily rate £475 £450 £425
% change year-on-year +5.56% +5.88% +6.25%
Number of hourly rates quoted 222 255 330
England median hourly rate £32.99 £31.00 £28.00
Median hourly rate % change year-on-year +6.41% +10.71% +1.82%
10th Percentile £14.00 £14.25 £11.23
90th Percentile £57.20 £53.00 £48.75
UK median hourly rate £32.48 £30.50 £28.18
% change year-on-year +6.48% +8.23% +0.20%

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 12 November 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 12 November 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 +19 53 £550 +15.79% 11
South West -1 38 £525 -5.83% 2
South East -3 10 £394 -15.32% 3
North of England -23 7 £675 +10.66% 1
North West -21 6 £675 +10.66% 1
Yorkshire -11 4 £775 +27.05%
Midlands -6 3 £475 +5.56% 2
East Midlands +18 2 £500 +17.65%
West Midlands -24 1 £450 -5.26% 2
Enterprise Data Warehouse
UK

For the 6 months to 12 November 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.

1 110 (99.10%) Data Warehouse
2 79 (71.17%) SQL
3 62 (55.86%) Data Modelling
4 59 (53.15%) Finance
5 51 (45.95%) Business Intelligence
6 50 (45.05%) Data Quality
7 48 (43.24%) Big Data
8 47 (42.34%) Analytics
9 42 (37.84%) Hadoop
10 40 (36.04%) Apache Hive
11 37 (33.33%) Apache Spark
12 35 (31.53%) Kafka
13 34 (30.63%) ETL
13 34 (30.63%) Data Science
14 33 (29.73%) Agile Software Development
15 32 (28.83%) OLAP
15 32 (28.83%) Oozie
16 31 (27.93%) SQL Optimisation
16 31 (27.93%) OLAP Cube
16 31 (27.93%) Machine Learning
16 31 (27.93%) Star Schema
17 29 (26.13%) Analytical Skills
18 27 (24.32%) Kimball Methodology
18 27 (24.32%) SQL Server
19 25 (22.52%) Dimensional Modelling
20 23 (20.72%) SQL Server Integration Services
21 22 (19.82%) Oracle
21 22 (19.82%) Microsoft
22 19 (17.12%) Relational Database
23 17 (15.32%) T-SQL

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 37 (33.33%) Apache Spark
2 8 (7.21%) SAS
3 4 (3.60%) Apache
3 4 (3.60%) Apache Pig
4 2 (1.80%) PowerExchange
5 1 (0.90%) Apache Solr
Applications
1 7 (6.31%) Microsoft Excel
2 1 (0.90%) Microsoft Project
Business Applications
1 1 (0.90%) Eloqua
1 1 (0.90%) Summit
Cloud Services
1 3 (2.70%) Amazon AWS
1 3 (2.70%) Microsoft Azure
2 2 (1.80%) Amazon S3
3 1 (0.90%) Amazon EMR
3 1 (0.90%) Azure Data Factory
3 1 (0.90%) Dynamics 365
3 1 (0.90%) GitHub
Database & Business Intelligence
1 110 (99.10%) Data Warehouse
2 48 (43.24%) Big Data
3 42 (37.84%) Hadoop
4 40 (36.04%) Apache Hive
5 32 (28.83%) OLAP
6 31 (27.93%) OLAP Cube
6 31 (27.93%) Star Schema
7 27 (24.32%) SQL Server
8 23 (20.72%) SQL Server Integration Services
9 19 (17.12%) Relational Database
10 15 (13.51%) RDBMS
11 14 (12.61%) Power BI
12 13 (11.71%) Data Lake
13 12 (10.81%) IBM InfoSphere
13 12 (10.81%) SQL Server Reporting Services
14 10 (9.01%) SQL Server Analysis Services
15 8 (7.21%) DataStage
15 8 (7.21%) DB2
16 7 (6.31%) HBase
16 7 (6.31%) MongoDB
Development Applications
1 6 (5.41%) ERwin
1 6 (5.41%) Team Foundation Server
2 3 (2.70%) Subversion
3 1 (0.90%) GitLab
3 1 (0.90%) Visual Studio Team System
General
1 59 (53.15%) Finance
2 6 (5.41%) Banking
2 6 (5.41%) Retail
3 3 (2.70%) Investment Banking
4 2 (1.80%) Front Office
4 2 (1.80%) Games
5 1 (0.90%) Advertising
5 1 (0.90%) Aerospace
5 1 (0.90%) Financial Institution
5 1 (0.90%) French Language
5 1 (0.90%) German Language
5 1 (0.90%) Law
5 1 (0.90%) Marketing
5 1 (0.90%) Spanish Language
5 1 (0.90%) Telecoms
Job Titles
1 33 (29.73%) Developer
2 32 (28.83%) Data Engineer
2 32 (28.83%) Hadoop Engineer
3 17 (15.32%) Big Data Engineer
4 15 (13.51%) Business Intelligence Developer
5 14 (12.61%) Architect
6 12 (10.81%) Data Architect
6 12 (10.81%) ETL Developer
7 11 (9.91%) Analyst
7 11 (9.91%) Business Analyst
8 7 (6.31%) Business Intelligence Analyst
8 7 (6.31%) Senior Developer
8 7 (6.31%) SQL Developer
8 7 (6.31%) Technical Business Analyst
9 6 (5.41%) Business Intelligence Manager
10 5 (4.50%) Project Manager
10 5 (4.50%) SQL BI Developer
11 4 (3.60%) Asset Management Business Analyst
11 4 (3.60%) Senior Business Intelligence Developer
11 4 (3.60%) SSIS Developer
Libraries, Frameworks & Software Standards
1 35 (31.53%) Kafka
2 4 (3.60%) RabbitMQ
2 4 (3.60%) Spark Streaming
3 2 (1.80%) XML
4 1 (0.90%) JSON
4 1 (0.90%) Lucene
Miscellaneous
1 29 (26.13%) Analytical Skills
2 12 (10.81%) Management Information System
3 5 (4.50%) Data Structures
3 5 (4.50%) Fixed Income
4 4 (3.60%) Analytical Mindset
5 3 (2.70%) Computer Science
5 3 (2.70%) Hedge funds
6 2 (1.80%) Fintech
6 2 (1.80%) Greenfield Project
6 2 (1.80%) Reference Data
6 2 (1.80%) Reinsurance
7 1 (0.90%) Clustering
7 1 (0.90%) Data Centre
7 1 (0.90%) Enterprise Software
7 1 (0.90%) Virtual Team
Operating Systems
1 12 (10.81%) Unix
2 8 (7.21%) Linux
3 7 (6.31%) Windows
3 7 (6.31%) Windows Server
4 1 (0.90%) Oracle Linux
4 1 (0.90%) zOS
Processes & Methodologies
1 62 (55.86%) Data Modelling
2 51 (45.95%) Business Intelligence
3 47 (42.34%) Analytics
4 34 (30.63%) Data Science
4 34 (30.63%) ETL
5 33 (29.73%) Agile Software Development
6 31 (27.93%) Machine Learning
6 31 (27.93%) SQL Optimisation
7 27 (24.32%) Kimball Methodology
8 25 (22.52%) Dimensional Modelling
9 16 (14.41%) Data Governance
9 16 (14.41%) Data Integration
10 15 (13.51%) Problem-Solving
10 15 (13.51%) Visualisation
11 14 (12.61%) Data Analysis
12 13 (11.71%) Data Management
13 12 (10.81%) Inmon Methodology
13 12 (10.81%) Stakeholder Management
14 10 (9.01%) Data Security
14 10 (9.01%) Stakeholder Engagement
Programming Languages
1 79 (71.17%) SQL
2 17 (15.32%) T-SQL
3 8 (7.21%) Shell Script
4 6 (5.41%) Java
4 6 (5.41%) PL/SQL
5 5 (4.50%) Scala
6 4 (3.60%) Python
6 4 (3.60%) VB
6 4 (3.60%) VBA
7 3 (2.70%) C
8 2 (1.80%) C#
8 2 (1.80%) R
9 1 (0.90%) Data Analysis Expressions (DAX)
9 1 (0.90%) Perl
Qualifications
1 4 (3.60%) Degree
2 2 (1.80%) Computer Science Degree
3 1 (0.90%) SC Cleared
3 1 (0.90%) Security Cleared
Quality Assurance & Compliance
1 50 (45.05%) Data Quality
2 4 (3.60%) QA
System Software
1 5 (4.50%) Apache ZooKeeper
1 5 (4.50%) HDFS
2 4 (3.60%) Apache Flume
Systems Management
1 32 (28.83%) Oozie
2 1 (0.90%) Control-M
Vendors
1 22 (19.82%) Microsoft
1 22 (19.82%) Oracle
2 14 (12.61%) Teradata
3 12 (10.81%) IBM
4 10 (9.01%) Tableau
5 8 (7.21%) Informatica
5 8 (7.21%) Netezza
6 5 (4.50%) Charles River
6 5 (4.50%) Cloudera
7 4 (3.60%) Hortonworks
7 4 (3.60%) MapR
8 3 (2.70%) CA
8 3 (2.70%) MicroStrategy
9 2 (1.80%) SAP
9 2 (1.80%) Talend
10 1 (0.90%) Atlassian
10 1 (0.90%) BMC
10 1 (0.90%) Misys
10 1 (0.90%) Salesforce.com
10 1 (0.90%) VMware