Period
to 21 September 2019

The following table provides summary statistics for contract job vacancies advertised in the East of 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 21 September 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.

Data Warehousing
England > East of England
6 months to
21 Sep 2019
Same period 2018 Same period 2017
Rank 87 83 107
Rank change year-on-year -4 +24 -19
Contract jobs citing Data Warehouse 106 141 108
As % of all contract IT jobs advertised in the East of England 2.54% 2.80% 2.21%
As % of the Database & Business Intelligence category 13.32% 15.16% 11.80%
Number of daily rates quoted 72 108 69
East of England median daily rate £453 £449 £450
Median daily rate % change year-on-year +0.84% -0.28% +1.12%
10th Percentile £359 £314 £338
90th Percentile £599 £575 £578
England median daily rate £475 £450 £450
% change year-on-year +5.56% - +2.86%
Number of hourly rates quoted 0 0 0
East of England median hourly rate - - -
England median hourly rate £21.07 £41.25 £27.00
% change year-on-year -48.92% +52.78% -16.92%

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 the East of England with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
East of England
Contract vacancies with a requirement for database or business intelligence skills 796 930 915
As % of all contract IT jobs advertised in the East of England 19.09% 18.50% 18.72%
Number of daily rates quoted 512 592 514
East of England median daily rate £450 £425 £400
Median daily rate % change year-on-year +5.88% +6.25% +3.90%
10th Percentile £338 £300 £275
90th Percentile £625 £575 £566
England median daily rate £475 £475 £450
% change year-on-year - +5.56% +5.88%
Number of hourly rates quoted 9 20 18
East of England median hourly rate £42.00 £23.50 £30.75
Median hourly rate % change year-on-year +78.72% -23.58% -13.21%
10th Percentile £12.25 £13.66 £15.37
90th Percentile £58.25 £44.63 £40.00
England median hourly rate £35.00 £28.75 £29.62
% change year-on-year +21.74% -2.94% -0.87%

Data Warehouse
Job Vacancy Trend in the East of England

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

Job vacancy trend for Data Warehouse in the East of England

Data Warehouse
Contractor Daily Rate Trend in the East of England

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

Contractor daily rate trend for Data Warehouse in the East of England

Data Warehouse
Contractor Daily Rate Histogram in the East of England

The daily rate distribution of IT jobs citing Data Warehouse in the East of England over the 6 months to 21 September 2019.

Contractor daily rate histogram for Data Warehouse in the East of England

Data Warehouse
Contractor Hourly Rate Trend in the East of England

This chart provides the 3-month moving average for contractor hourly rates quoted in IT jobs citing Data Warehouse in the East of England.

Contractor hourly rate trend for Data Warehouse in the East of England

Data Warehouse
Contract Job Locations in the East of 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 East of England region over the 6 months to 21 September 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
Hertfordshire -13 42 £450 +5.88% 17
Cambridgeshire +6 28 £450 +12.50% 5
Essex +9 18 £475 -6.86% 9
Bedfordshire -7 10 £481 +6.94% 4
Suffolk +14 8 £450 +9.09% 1
Norfolk -7 1 - - 1
Data Warehouse
England

For the 6 months to 21 September 2019, IT contractor jobs citing 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 East of England region with a requirement for Data Warehouse.

1 51 (48.11%) Business Intelligence
2 48 (45.28%) SQL
3 43 (40.57%) ETL
3 43 (40.57%) Data Modelling
4 30 (28.30%) Oracle
5 27 (25.47%) Agile Software Development
6 24 (22.64%) Power BI
6 24 (22.64%) Power Platform
7 22 (20.75%) Microsoft
7 22 (20.75%) Analytics
8 21 (19.81%) Azure
8 21 (19.81%) Finance
9 20 (18.87%) Data Analysis
10 19 (17.92%) Python
10 19 (17.92%) SQL Server Integration Services
10 19 (17.92%) Apache Spark
11 17 (16.04%) Informatica
12 16 (15.09%) Shell Script
12 16 (15.09%) SQL Server
12 16 (15.09%) Analytical Skills
13 15 (14.15%) Unix
13 15 (14.15%) SQL Server Reporting Services
13 15 (14.15%) Visualisation
14 14 (13.21%) Big Data
14 14 (13.21%) MySQL
15 13 (12.26%) Apache Hive
15 13 (12.26%) Amazon Redshift
15 13 (12.26%) Data Engineering
16 12 (11.32%) Relational Database
16 12 (11.32%) Data Structures

Data Warehouse
Co-occurring IT Skills in the East of 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 19 (17.92%) Apache Spark
2 7 (6.60%) Confluence
3 6 (5.66%) Elasticsearch
4 5 (4.72%) SharePoint
5 4 (3.77%) Apache Solr
6 2 (1.89%) Apache
6 2 (1.89%) SAS
7 1 (0.94%) CMS
7 1 (0.94%) IIS
7 1 (0.94%) SharePoint 2010
Applications
1 7 (6.60%) Microsoft Excel
2 3 (2.83%) Microsoft Office
Business Applications
1 4 (3.77%) Dynamics NAV
1 4 (3.77%) HFM
2 2 (1.89%) Dynamics CRM
3 1 (0.94%) Dynamics AX
3 1 (0.94%) NetSuite
Cloud Services
1 24 (22.64%) Power Platform
2 21 (19.81%) Azure
3 10 (9.43%) AWS
4 7 (6.60%) Amazon EMR
4 7 (6.60%) Amazon S3
4 7 (6.60%) Amazon SQS
4 7 (6.60%) AWS Lambda
4 7 (6.60%) Serverless
5 6 (5.66%) Azure Data Factory
6 4 (3.77%) GCP
7 3 (2.83%) Dynamics 365
Communications & Networking
1 1 (0.94%) DNS
1 1 (0.94%) FTP
Database & Business Intelligence
1 24 (22.64%) Power BI
2 19 (17.92%) SQL Server Integration Services
3 16 (15.09%) SQL Server
4 15 (14.15%) SQL Server Reporting Services
5 14 (13.21%) Big Data
5 14 (13.21%) MySQL
6 13 (12.26%) Amazon Redshift
6 13 (12.26%) Apache Hive
7 12 (11.32%) Relational Database
8 11 (10.38%) PostgreSQL
9 10 (9.43%) Hadoop
9 10 (9.43%) NoSQL
9 10 (9.43%) SQL Server Analysis Services
10 9 (8.49%) Oracle Database
10 9 (8.49%) SAP Data Services
11 8 (7.55%) Data Lake
11 8 (7.55%) Oracle Reports
12 7 (6.60%) Amazon Aurora
12 7 (6.60%) Azure SQL Database
12 7 (6.60%) PowerCenter
Development Applications
1 8 (7.55%) Jenkins
1 8 (7.55%) JIRA
2 7 (6.60%) Artifactory
2 7 (6.60%) Git (software)
2 7 (6.60%) Sonatype Nexus
3 3 (2.83%) Visual Studio
4 2 (1.89%) ER Studio
5 1 (0.94%) Bitbucket
5 1 (0.94%) Hudson
5 1 (0.94%) SQL Server Management Studio (SSMS)
5 1 (0.94%) Toad
5 1 (0.94%) Visual Studio Team System
5 1 (0.94%) XMLSpy
General
1 21 (19.81%) Finance
2 5 (4.72%) Public Sector
3 4 (3.77%) Legal
4 3 (2.83%) Pharmaceutical
4 3 (2.83%) Retail
5 1 (0.94%) Banking
5 1 (0.94%) Law
Job Titles
1 37 (34.91%) Developer
2 16 (15.09%) Data Engineer
3 15 (14.15%) Analyst
4 14 (13.21%) Data Analyst
5 10 (9.43%) Oracle Developer
6 9 (8.49%) Business Intelligence Developer
6 9 (8.49%) Consultant
7 8 (7.55%) Data Warehouse Developer
8 7 (6.60%) Architect
8 7 (6.60%) Data Analytics Engineer
9 6 (5.66%) ETL Developer
9 6 (5.66%) Project Manager
10 5 (4.72%) Data Architect
10 5 (4.72%) Test Manager
11 4 (3.77%) Database Developer
11 4 (3.77%) Information Security Consultant
11 4 (3.77%) Security Consultant
11 4 (3.77%) SQL Developer
11 4 (3.77%) SSRS Developer
11 4 (3.77%) Test Leader
Libraries, Frameworks & Software Standards
1 7 (6.60%) Oracle Fusion
2 6 (5.66%) XML
3 5 (4.72%) Apache Avro
3 5 (4.72%) JDBC
3 5 (4.72%) Kafka
4 2 (1.89%) .NET
4 2 (1.89%) AngularJS
4 2 (1.89%) CSS
4 2 (1.89%) HTML
5 1 (0.94%) MDX
5 1 (0.94%) NumPy
5 1 (0.94%) Pandas
5 1 (0.94%) PySpark
5 1 (0.94%) REST
5 1 (0.94%) scikit-learn
5 1 (0.94%) Spring
5 1 (0.94%) TensorFlow
5 1 (0.94%) WCF
5 1 (0.94%) Web Services
Miscellaneous
1 16 (15.09%) Analytical Skills
2 12 (11.32%) Data Structures
3 10 (9.43%) Life Science
4 9 (8.49%) Linux Command Line
5 4 (3.77%) Greenfield Project
5 4 (3.77%) Management Information System
6 3 (2.83%) NHS
7 2 (1.89%) e-Health
7 2 (1.89%) LIMS
7 2 (1.89%) PACS
7 2 (1.89%) Taxonomies
8 1 (0.94%) Clustering
8 1 (0.94%) Private Cloud
8 1 (0.94%) Reinsurance
Operating Systems
1 15 (14.15%) Unix
2 3 (2.83%) Linux
Processes & Methodologies
1 51 (48.11%) Business Intelligence
2 43 (40.57%) Data Modelling
2 43 (40.57%) ETL
3 27 (25.47%) Agile Software Development
4 22 (20.75%) Analytics
5 20 (18.87%) Data Analysis
6 15 (14.15%) Visualisation
7 13 (12.26%) Data Engineering
8 12 (11.32%) Data Management
8 12 (11.32%) Project Delivery
9 11 (10.38%) Dimensional Modelling
9 11 (10.38%) Scrum
10 10 (9.43%) Continuous Integration
11 9 (8.49%) ETL Development
11 9 (8.49%) High Availability
11 9 (8.49%) Kimball Methodology
11 9 (8.49%) Migration
11 9 (8.49%) SDLC
12 8 (7.55%) Test Scripting
13 7 (6.60%) Data Integration
Programming Languages
1 48 (45.28%) SQL
2 19 (17.92%) Python
3 16 (15.09%) Shell Script
4 12 (11.32%) PL/SQL
5 8 (7.55%) Java
5 8 (7.55%) Scala
6 6 (5.66%) T-SQL
7 5 (4.72%) Data Analysis Expressions (DAX)
8 2 (1.89%) C#
8 2 (1.89%) SAS Macro
9 1 (0.94%) Java 8
9 1 (0.94%) JavaScript
9 1 (0.94%) PowerShell
9 1 (0.94%) R
9 1 (0.94%) VB.NET
Qualifications
1 8 (7.55%) Degree
2 7 (6.60%) SC Cleared
2 7 (6.60%) Security Cleared
3 5 (4.72%) ACCA
3 5 (4.72%) CIMA
4 1 (0.94%) (ISC)2 CCSP
4 1 (0.94%) Cisco Certification
4 1 (0.94%) CISSP
4 1 (0.94%) CSSLP
4 1 (0.94%) ISEB
4 1 (0.94%) ISSAP
4 1 (0.94%) ISTQB
4 1 (0.94%) Master's Degree
4 1 (0.94%) Microsoft Certification
Quality Assurance & Compliance
1 9 (8.49%) QA
2 6 (5.66%) Data Quality
3 2 (1.89%) GDPR
3 2 (1.89%) HL7
System Software
1 8 (7.55%) Docker
2 5 (4.72%) Apache Flume
3 2 (1.89%) Active Directory
4 1 (0.94%) HDFS
Systems Management
1 2 (1.89%) HP ALM
2 1 (0.94%) Forefront Identity Manager
Vendors
1 30 (28.30%) Oracle
2 22 (20.75%) Microsoft
3 17 (16.04%) Informatica
4 10 (9.43%) SAP
5 9 (8.49%) Teradata
6 6 (5.66%) Databricks
7 5 (4.72%) Tagetik
8 4 (3.77%) Cognos
8 4 (3.77%) JD Edwards
9 3 (2.83%) Salesforce.com
9 3 (2.83%) Tableau
10 2 (1.89%) HP
10 2 (1.89%) IBM
10 2 (1.89%) IDERA
11 1 (0.94%) Altova
11 1 (0.94%) Ariba
11 1 (0.94%) Atlassian
11 1 (0.94%) RedGate