Period
to 16 June 2019

The following table provides summary statistics for contract job vacancies advertised in the North West 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 16 June 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 > North West
6 months to
16 Jun 2019
Same period 2018 Same period 2017
Rank 93 118 59
Rank change year-on-year +25 -59 +53
Contract jobs citing Data Warehouse 107 98 167
As % of all contract IT jobs advertised in the North West 2.10% 1.68% 3.06%
As % of the Database & Business Intelligence category 9.37% 8.19% 13.60%
Number of daily rates quoted 80 68 89
North West median daily rate £450 £400 £375
Median daily rate % change year-on-year +12.50% +6.67% -10.71%
10th Percentile £313 £312 £256
90th Percentile £639 £563 £555
England median daily rate £475 £475 £450
% change year-on-year - +5.56% +5.88%
Number of hourly rates quoted 0 0 2
North West median hourly rate - - £28.25
England median hourly rate £20.30 £30.75 £34.62
% change year-on-year -33.98% -11.18% +28.58%

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 North West with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
North West
Contract vacancies with a requirement for database or business intelligence skills 1,142 1,196 1,228
As % of all contract IT jobs advertised in the North West 22.45% 20.53% 22.47%
Number of daily rates quoted 828 838 767
North West median daily rate £425 £388 £375
Median daily rate % change year-on-year +9.68% +3.33% -
10th Percentile £300 £263 £263
90th Percentile £613 £575 £531
England median daily rate £485 £475 £450
% change year-on-year +2.11% +5.56% +5.88%
Number of hourly rates quoted 21 20 26
North West median hourly rate £36.23 £41.25 £32.50
Median hourly rate % change year-on-year -12.18% +26.92% -13.33%
10th Percentile £14.25 £12.03 £12.69
90th Percentile £63.75 £55.38 £53.75
England median hourly rate £35.00 £35.00 £27.50
% change year-on-year - +27.27% -11.67%

Data Warehouse
Job Vacancy Trend in the North West

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

Job vacancy trend for Data Warehouse in the North West

Data Warehouse
Contractor Daily Rate Trend in the North West

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

Contractor daily rate trend for Data Warehouse in the North West

Data Warehouse
Contractor Daily Rate Histogram in the North West

The daily rate distribution of IT jobs citing Data Warehouse in the North West over the 6 months to 16 June 2019.

Contractor daily rate histogram for Data Warehouse in the North West

Data Warehouse
Contractor Hourly Rate Trend in the North West

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

Contractor hourly rate trend for Data Warehouse in the North West

Data Warehouse
Contract Job Locations in the North West

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 North West region over the 6 months to 16 June 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
Manchester +12 55 £425 +2.41% 19
Lancashire +7 18 £600 +130.77% 1
Merseyside -5 11 £306 -23.44% 2
Cheshire +4 9 £488 +21.88% 3
Data Warehouse
England

For the 6 months to 16 June 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 North West region with a requirement for Data Warehouse.

1 61 (57.01%) Business Intelligence
2 48 (44.86%) SQL
3 45 (42.06%) ETL
4 37 (34.58%) SQL Server
5 32 (29.91%) SQL Server Integration Services
6 28 (26.17%) Big Data
7 27 (25.23%) Data Modelling
8 26 (24.30%) Agile Software Development
9 25 (23.36%) SQL Server Reporting Services
9 25 (23.36%) Microsoft Azure
10 24 (22.43%) Python
10 24 (22.43%) Apache Spark
11 20 (18.69%) Visualisation
11 20 (18.69%) Analytics
11 20 (18.69%) Power BI
11 20 (18.69%) Power Platform
12 19 (17.76%) Microsoft
12 19 (17.76%) Oracle
13 17 (15.89%) Migration
14 16 (14.95%) SQL Server Analysis Services
15 15 (14.02%) Stakeholder Management
15 15 (14.02%) T-SQL
16 14 (13.08%) Hadoop
16 14 (13.08%) Data Migration
16 14 (13.08%) Data Architecture
17 13 (12.15%) Amazon AWS
17 13 (12.15%) Data Governance
17 13 (12.15%) Azure Data Factory
18 12 (11.21%) Databricks
18 12 (11.21%) Data Lake

Data Warehouse
Co-occurring IT Skills in the North West 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 24 (22.43%) Apache Spark
2 9 (8.41%) Apache
2 9 (8.41%) SAS
3 4 (3.74%) SharePoint
4 2 (1.87%) Jupyter
5 1 (0.93%) Apache Pig
5 1 (0.93%) Confluence
5 1 (0.93%) MS Exchange
5 1 (0.93%) Skype for Business
Applications
1 6 (5.61%) Microsoft Excel
2 4 (3.74%) MS Visio
3 2 (1.87%) Microsoft PowerPoint
4 1 (0.93%) Stata
Business Applications
1 1 (0.93%) Dynamics NAV
1 1 (0.93%) Sage 200
1 1 (0.93%) Unit4 Business World
Cloud Services
1 25 (23.36%) Microsoft Azure
2 20 (18.69%) Power Platform
3 13 (12.15%) Amazon AWS
3 13 (12.15%) Azure Data Factory
4 7 (6.54%) AWS Lambda
4 7 (6.54%) Serverless
5 3 (2.80%) Amazon EC2
5 3 (2.80%) Amazon EMR
5 3 (2.80%) Amazon S3
6 2 (1.87%) Amazon Kinesis
6 2 (1.87%) AWS Data Pipeline
7 1 (0.93%) Data Lake Analytics
7 1 (0.93%) Dynamics 365
7 1 (0.93%) GitHub
7 1 (0.93%) Office 365
Communications & Networking
1 2 (1.87%) FTP
1 2 (1.87%) HTTPS
2 1 (0.93%) Firewall
2 1 (0.93%) Skype
Database & Business Intelligence
1 37 (34.58%) SQL Server
2 32 (29.91%) SQL Server Integration Services
3 28 (26.17%) Big Data
4 25 (23.36%) SQL Server Reporting Services
5 20 (18.69%) Power BI
6 16 (14.95%) SQL Server Analysis Services
7 14 (13.08%) Hadoop
8 12 (11.21%) Data Lake
9 10 (9.35%) Apache Hive
9 10 (9.35%) Azure SQL Data Warehouse
10 9 (8.41%) BusinessObjects
10 9 (8.41%) OLAP
11 8 (7.48%) Azure SQL Database
12 6 (5.61%) NoSQL
13 5 (4.67%) Enterprise Data Warehouse
13 5 (4.67%) QlikView
13 5 (4.67%) SQL Server 2012
14 4 (3.74%) Oracle BI EE
14 4 (3.74%) Snowflake Schema
14 4 (3.74%) Star Schema
Development Applications
1 7 (6.54%) JIRA
2 5 (4.67%) Git (software)
3 4 (3.74%) ERwin
4 2 (1.87%) Jenkins
5 1 (0.93%) GitLab
5 1 (0.93%) Gradle
5 1 (0.93%) Maven
5 1 (0.93%) Subversion
5 1 (0.93%) Visual Studio
5 1 (0.93%) Visual Studio Team System
General
1 10 (9.35%) Finance
2 8 (7.48%) Banking
3 6 (5.61%) Retail
4 4 (3.74%) Legal
4 4 (3.74%) Marketing
5 3 (2.80%) Investment Banking
5 3 (2.80%) Telecoms
6 2 (1.87%) Back Office
7 1 (0.93%) Advertising
7 1 (0.93%) Manufacturing
Job Titles
1 29 (27.10%) Developer
2 22 (20.56%) Architect
3 17 (15.89%) Analyst
4 14 (13.08%) Business Intelligence Developer
4 14 (13.08%) Data Architect
5 12 (11.21%) Data Engineer
6 8 (7.48%) SQL Developer
7 6 (5.61%) Business Intelligence Analyst
7 6 (5.61%) SQL BI Developer
7 6 (5.61%) Technical Leader
8 5 (4.67%) Business Analyst
8 5 (4.67%) Data Analyst
8 5 (4.67%) ETL Developer
8 5 (4.67%) Oracle Developer
9 4 (3.74%) Consultant
9 4 (3.74%) Oracle BI Developer
9 4 (3.74%) Solutions Architect
10 3 (2.80%) Insight Analyst
10 3 (2.80%) IT Services Manager
10 3 (2.80%) SAS Architect
Libraries, Frameworks & Software Standards
1 7 (6.54%) REST
2 5 (4.67%) Kafka
3 4 (3.74%) JSON
3 4 (3.74%) PySpark
3 4 (3.74%) XML
4 3 (2.80%) Apache Avro
4 3 (2.80%) MDX
5 2 (1.87%) .NET
5 2 (1.87%) OLE
5 2 (1.87%) OLE DB
5 2 (1.87%) scikit-learn
5 2 (1.87%) Web Services
6 1 (0.93%) ASP.NET
6 1 (0.93%) ASP.NET Web Forms
6 1 (0.93%) ODBC
Miscellaneous
1 11 (10.28%) Analytical Skills
2 6 (5.61%) Management Information System
3 4 (3.74%) PKI
4 1 (0.93%) Data Centre
4 1 (0.93%) Data Structures
4 1 (0.93%) Hybrid Cloud
4 1 (0.93%) Mobile App
4 1 (0.93%) NHS
4 1 (0.93%) User Experience
Operating Systems
1 2 (1.87%) Linux
2 1 (0.93%) Red Hat Enterprise Linux
2 1 (0.93%) Unix
Processes & Methodologies
1 61 (57.01%) Business Intelligence
2 45 (42.06%) ETL
3 27 (25.23%) Data Modelling
4 26 (24.30%) Agile Software Development
5 20 (18.69%) Analytics
5 20 (18.69%) Visualisation
6 17 (15.89%) Migration
7 15 (14.02%) Stakeholder Management
8 14 (13.08%) Data Architecture
8 14 (13.08%) Data Migration
9 13 (12.15%) Data Governance
10 12 (11.21%) Data Analysis
10 12 (11.21%) Data Engineering
10 12 (11.21%) ETL Development
11 11 (10.28%) Kimball Methodology
12 10 (9.35%) Data Integration
12 10 (9.35%) Data Strategy
13 9 (8.41%) Data Analytics
14 8 (7.48%) Data Visualisation
14 8 (7.48%) Scrum
Programming Languages
1 48 (44.86%) SQL
2 24 (22.43%) Python
3 15 (14.02%) T-SQL
4 6 (5.61%) C#
5 5 (4.67%) Java
5 5 (4.67%) Scala
6 4 (3.74%) R
7 3 (2.80%) Shell Script
8 2 (1.87%) PL/SQL
9 1 (0.93%) JavaScript
Qualifications
1 5 (4.67%) Degree
2 1 (0.93%) PMP
Quality Assurance & Compliance
1 6 (5.61%) Data Quality
2 2 (1.87%) GDPR
2 2 (1.87%) QA
3 1 (0.93%) PCI DSS
System Software
1 3 (2.80%) HDFS
2 2 (1.87%) Tivoli Workload Scheduler
3 1 (0.93%) Apache Flume
3 1 (0.93%) Docker
Systems Management
1 2 (1.87%) Tivoli
2 1 (0.93%) Ansible
2 1 (0.93%) Kubernetes
2 1 (0.93%) Oozie
2 1 (0.93%) Packer
2 1 (0.93%) Puppet
2 1 (0.93%) Terraform
Vendors
1 19 (17.76%) Microsoft
1 19 (17.76%) Oracle
2 12 (11.21%) Databricks
3 8 (7.48%) Informatica
4 7 (6.54%) Tableau
5 5 (4.67%) Cloudera
5 5 (4.67%) SAP
6 4 (3.74%) Intapp
6 4 (3.74%) Salesforce.com
6 4 (3.74%) SnapLogic
6 4 (3.74%) Workday
7 3 (2.80%) Hortonworks
7 3 (2.80%) Teradata
8 2 (1.87%) IBM
8 2 (1.87%) Talend
9 1 (0.93%) Cognos
9 1 (0.93%) Sage
9 1 (0.93%) Splunk
9 1 (0.93%) Syncfusion
9 1 (0.93%) Telerik