Period
to 17 January 2019

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 17 January 2019 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
17 Jan 2019
Same period 2018 Same period 2017
Rank 703 738 758
Rank change year-on-year +35 +20 -10
Contract jobs citing Enterprise Data Warehouse 129 104 83
As % of all contract IT jobs advertised in England 0.14% 0.11% 0.092%
As % of the Database & Business Intelligence category 0.63% 0.51% 0.41%
Number of daily rates quoted 122 91 55
England median daily rate £550 £500 £450
Median daily rate % change year-on-year +10.00% +11.11% -
10th Percentile £413 £411 £313
90th Percentile £625 £648 £614
UK median daily rate £550 £500 £450
% change year-on-year +10.00% +11.11% -
Number of hourly rates quoted 0 0 3
England median hourly rate - - £25.39
UK median hourly rate - - £25.39

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 20,605 20,294 20,395
As % of all contract IT jobs advertised in England 22.62% 21.97% 22.55%
Number of daily rates quoted 14,333 14,290 13,734
England median daily rate £483 £470 £428
Median daily rate % change year-on-year +2.66% +9.94% +0.59%
10th Percentile £323 £313 £295
90th Percentile £650 £631 £606
UK median daily rate £475 £450 £425
% change year-on-year +5.56% +5.88% +2.00%
Number of hourly rates quoted 220 227 272
England median hourly rate £35.00 £31.31 £27.75
Median hourly rate % change year-on-year +11.79% +12.83% -9.02%
10th Percentile £14.49 £15.22 £10.51
90th Percentile £56.13 £57.63 £47.00
UK median hourly rate £32.50 £30.95 £28.18
% change year-on-year +5.01% +9.83% -7.61%

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 17 January 2019.

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 17 January 2019. 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 +28 78 £550 +10.00% 11
South West -5 31 £525 -5.83%
South East +3 11 £375 -14.53% 2
North West -9 5 £725 +18.85% 1
North of England -15 5 £725 +18.85% 3
Midlands +1 4 £444 +1.43% 3
West Midlands -16 3 £438 -7.89% 3
Yorkshire -21 3 £775 +27.05% 2
Enterprise Data Warehouse
UK

For the 6 months to 17 January 2019, 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.

1 126 (97.67%) Data Warehouse
2 96 (74.42%) SQL
3 76 (58.91%) Data Modelling
4 75 (58.14%) Finance
5 65 (50.39%) Analytics
6 60 (46.51%) Big Data
7 57 (44.19%) Data Quality
8 55 (42.64%) Hadoop
9 53 (41.09%) Apache Hive
10 51 (39.53%) Apache Spark
10 51 (39.53%) Business Intelligence
11 50 (38.76%) Kafka
12 49 (37.98%) OLAP
12 49 (37.98%) Data Science
13 46 (35.66%) Star Schema
13 46 (35.66%) Machine Learning
13 46 (35.66%) OLAP Cube
13 46 (35.66%) Oozie
13 46 (35.66%) SQL Optimisation
14 35 (27.13%) ETL
15 31 (24.03%) SQL Server
15 31 (24.03%) Agile Software Development
15 31 (24.03%) Dimensional Modelling
16 26 (20.16%) Analytical Skills
17 25 (19.38%) SQL Server Integration Services
18 24 (18.60%) Kimball Methodology
19 20 (15.50%) Microsoft
20 19 (14.73%) Oracle
21 16 (12.40%) Visualisation
21 16 (12.40%) Relational Database

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 51 (39.53%) Apache Spark
2 6 (4.65%) SAS
3 4 (3.10%) Apache
3 4 (3.10%) Apache Pig
3 4 (3.10%) PowerExchange
4 2 (1.55%) SharePoint
Applications
1 8 (6.20%) Microsoft Excel
Business Applications
1 1 (0.78%) Oracle EBS
1 1 (0.78%) SAP CRM
1 1 (0.78%) Summit
Cloud Services
1 10 (7.75%) Amazon AWS
2 5 (3.88%) Microsoft Azure
3 3 (2.33%) Amazon S3
3 3 (2.33%) Google Cloud Platform
4 2 (1.55%) Dynamics 365
5 1 (0.78%) Azure Data Factory
5 1 (0.78%) GitHub
Database & Business Intelligence
1 126 (97.67%) Data Warehouse
2 60 (46.51%) Big Data
3 55 (42.64%) Hadoop
4 53 (41.09%) Apache Hive
5 49 (37.98%) OLAP
6 46 (35.66%) OLAP Cube
6 46 (35.66%) Star Schema
7 31 (24.03%) SQL Server
8 25 (19.38%) SQL Server Integration Services
9 16 (12.40%) Amazon Redshift
9 16 (12.40%) Relational Database
10 14 (10.85%) Power BI
11 13 (10.08%) SQL Server Analysis Services
11 13 (10.08%) SQL Server Reporting Services
12 12 (9.30%) Data Lake
13 11 (8.53%) IBM InfoSphere
14 10 (7.75%) RDBMS
15 8 (6.20%) DataStage
16 7 (5.43%) OLTP
17 6 (4.65%) BusinessObjects
Development Applications
1 5 (3.88%) Team Foundation Server
2 4 (3.10%) ERwin
3 3 (2.33%) Subversion
4 2 (1.55%) SQL Server Management Studio (SSMS)
General
1 75 (58.14%) Finance
2 4 (3.10%) Retail
3 3 (2.33%) Banking
4 2 (1.55%) Front Office
4 2 (1.55%) Games
4 2 (1.55%) Investment Banking
5 1 (0.78%) Advertising
5 1 (0.78%) Financial Institution
5 1 (0.78%) Law
Job Titles
1 46 (35.66%) Data Engineer
1 46 (35.66%) Hadoop Engineer
2 33 (25.58%) Developer
3 14 (10.85%) Big Data Engineer
4 13 (10.08%) Architect
5 12 (9.30%) Analyst
5 12 (9.30%) Business Analyst
5 12 (9.30%) Business Intelligence Developer
6 11 (8.53%) Data Architect
7 10 (7.75%) ETL Developer
8 7 (5.43%) Consultant
8 7 (5.43%) Project Manager
8 7 (5.43%) SQL Developer
8 7 (5.43%) Technical Business Analyst
9 6 (4.65%) Business Intelligence Manager
10 5 (3.88%) Business Intelligence Analyst
10 5 (3.88%) Data Analyst
11 4 (3.10%) Big Data Architect
11 4 (3.10%) Business Intelligence Project Manager
11 4 (3.10%) Fixed Income Business Analyst
Libraries, Frameworks & Software Standards
1 50 (38.76%) Kafka
2 4 (3.10%) Apache NiFi
2 4 (3.10%) RabbitMQ
2 4 (3.10%) Spark Streaming
3 3 (2.33%) XML
4 2 (1.55%) .NET
Miscellaneous
1 26 (20.16%) Analytical Skills
2 11 (8.53%) Management Information System
3 8 (6.20%) Data Structures
4 5 (3.88%) Fixed Income
5 4 (3.10%) Analytical Mindset
6 2 (1.55%) Data Centre
6 2 (1.55%) Fintech
6 2 (1.55%) Greenfield Project
7 1 (0.78%) Hedge funds
Operating Systems
1 9 (6.98%) Unix
2 7 (5.43%) Linux
3 5 (3.88%) Windows
3 5 (3.88%) Windows Server
4 1 (0.78%) Oracle Linux
Processes & Methodologies
1 76 (58.91%) Data Modelling
2 65 (50.39%) Analytics
3 51 (39.53%) Business Intelligence
4 49 (37.98%) Data Science
5 46 (35.66%) Machine Learning
5 46 (35.66%) SQL Optimisation
6 35 (27.13%) ETL
7 31 (24.03%) Agile Software Development
7 31 (24.03%) Dimensional Modelling
8 24 (18.60%) Kimball Methodology
9 16 (12.40%) Visualisation
10 13 (10.08%) Data Analysis
10 13 (10.08%) Problem-Solving
11 12 (9.30%) Data Integration
12 11 (8.53%) Stakeholder Management
13 10 (7.75%) Data Governance
14 9 (6.98%) Inmon Methodology
15 8 (6.20%) Asset Management
16 7 (5.43%) Data Management
16 7 (5.43%) E-Commerce
Programming Languages
1 96 (74.42%) SQL
2 14 (10.85%) T-SQL
3 7 (5.43%) PL/SQL
4 6 (4.65%) Shell Script
4 6 (4.65%) VBA
5 5 (3.88%) Python
6 4 (3.10%) Java
6 4 (3.10%) Scala
6 4 (3.10%) VB
7 2 (1.55%) C
7 2 (1.55%) R
7 2 (1.55%) VB.NET
8 1 (0.78%) Data Analysis Expressions (DAX)
Qualifications
1 4 (3.10%) Degree
2 2 (1.55%) Computer Science Degree
3 1 (0.78%) SC Cleared
3 1 (0.78%) Security Cleared
Quality Assurance & Compliance
1 57 (44.19%) Data Quality
2 3 (2.33%) QA
3 2 (1.55%) IFRS
4 1 (0.78%) SLA
System Software
1 4 (3.10%) Apache Flume
1 4 (3.10%) Apache ZooKeeper
1 4 (3.10%) HDFS
Systems Management
1 46 (35.66%) Oozie
2 1 (0.78%) Control-M
2 1 (0.78%) Terraform
Vendors
1 20 (15.50%) Microsoft
2 19 (14.73%) Oracle
3 13 (10.08%) Tableau
4 10 (7.75%) IBM
5 9 (6.98%) Teradata
6 6 (4.65%) Informatica
6 6 (4.65%) Netezza
7 5 (3.88%) Charles River
8 4 (3.10%) Cloudera
8 4 (3.10%) Hortonworks
8 4 (3.10%) MapR
8 4 (3.10%) SAP
9 3 (2.33%) Google
9 3 (2.33%) MicroStrategy
10 2 (1.55%) CA
11 1 (0.78%) Birst
11 1 (0.78%) Cognos
11 1 (0.78%) Misys
11 1 (0.78%) SnapLogic
11 1 (0.78%) Workday