Period
to 19 September 2018

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 19 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.

Data Warehousing
England > North West
6 months to
19 Sep 2018
Same period 2017 Same period 2016
Rank 103 65 94
Rank change year-on-year -38 +29 -58
Contract jobs citing Data Warehouse 132 175 158
As % of all contract IT jobs advertised in the North West 2.21% 3.00% 2.17%
As % of the Database & Business Intelligence category 10.22% 13.41% 9.33%
Number of daily rates quoted 95 113 107
North West median daily rate £400 £425 £388
Median daily rate % change year-on-year -5.88% +9.68% -8.82%
10th Percentile £306 £291 £203
90th Percentile £575 £615 £553
England median daily rate £450 £450 £438
% change year-on-year - +2.86% +2.94%
Number of hourly rates quoted 1 2 5
North West median hourly rate £18.50 £27.00 £20.50
Median hourly rate % change year-on-year -31.48% +31.71% -37.88%
England median hourly rate £41.25 £27.00 £32.50
% change year-on-year +52.78% -16.92% -1.52%

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 1,292 1,305 1,693
As % of all contract IT jobs advertised in the North West 21.58% 22.38% 23.21%
Number of daily rates quoted 891 821 1,081
North West median daily rate £400 £400 £375
Median daily rate % change year-on-year - +6.67% -6.25%
10th Percentile £280 £284 £256
90th Percentile £575 £563 £525
England median daily rate £475 £450 £425
% change year-on-year +5.56% +5.88% +6.25%
Number of hourly rates quoted 26 22 46
North West median hourly rate £35.00 £41.13 £29.01
Median hourly rate % change year-on-year -14.89% +41.75% -21.59%
10th Percentile £10.63 £15.38 £14.43
90th Percentile £54.25 £45.80 £59.31
England median hourly rate £30.00 £29.81 £29.94
% change year-on-year +0.64% -0.43% +8.32%

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 19 September 2018.

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 19 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
Manchester -27 67 £400 +6.67% 33
Merseyside +27 27 £369 -16.57% 8
Cheshire -21 25 £421 -6.39% 11
Lancashire -19 7 £600 -1.64% 5
Cumbria -5 1 - -
Data Warehouse
England

For the 6 months to 19 September 2018, 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 82 (62.12%) SQL
2 80 (60.61%) Business Intelligence
3 54 (40.91%) ETL
4 39 (29.55%) Data Modelling
5 37 (28.03%) Finance
6 34 (25.76%) SQL Server
7 30 (22.73%) Oracle
7 30 (22.73%) Analytics
8 26 (19.70%) Hadoop
8 26 (19.70%) Big Data
9 25 (18.94%) Agile Software Development
10 23 (17.42%) SAS
11 22 (16.67%) Microsoft
12 21 (15.91%) SQL Server Integration Services
13 19 (14.39%) SQL Server Reporting Services
13 19 (14.39%) Dimensional Modelling
13 19 (14.39%) Data Architecture
13 19 (14.39%) BusinessObjects
14 18 (13.64%) Visualisation
14 18 (13.64%) Relational Database
14 18 (13.64%) Power BI
15 17 (12.88%) Tableau
16 16 (12.12%) Informatica
16 16 (12.12%) SAP
16 16 (12.12%) Migration
17 15 (11.36%) T-SQL
17 15 (11.36%) Data Visualisation
17 15 (11.36%) Data Integration
17 15 (11.36%) Analytical Skills
18 14 (10.61%) Enterprise Data Warehouse

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 23 (17.42%) SAS
2 6 (4.55%) Apache Spark
3 3 (2.27%) SharePoint
4 2 (1.52%) Apache
4 2 (1.52%) Elasticsearch
5 1 (0.76%) Oracle Workflow
5 1 (0.76%) SharePoint Server
Applications
1 11 (8.33%) Microsoft Excel
2 3 (2.27%) Microsoft Office
2 3 (2.27%) Microsoft Project
3 1 (0.76%) Microsoft PowerPoint
Business Applications
1 1 (0.76%) Cognos Business Intelligence
1 1 (0.76%) SAP CO
1 1 (0.76%) SAP FI
1 1 (0.76%) SAP FI/CO
Cloud Services
1 8 (6.06%) Microsoft Azure
2 4 (3.03%) Amazon AWS
3 3 (2.27%) Trello
4 2 (1.52%) Cloud Computing
4 2 (1.52%) GitHub
4 2 (1.52%) Google Drive
4 2 (1.52%) PaaS
5 1 (0.76%) Azure Data Factory
5 1 (0.76%) Data Lake Analytics
5 1 (0.76%) Google Cloud Platform
5 1 (0.76%) IaaS
5 1 (0.76%) SaaS
5 1 (0.76%) Salesforce Service Cloud
Communications & Networking
1 5 (3.79%) SMS
Database & Business Intelligence
1 34 (25.76%) SQL Server
2 26 (19.70%) Big Data
2 26 (19.70%) Hadoop
3 21 (15.91%) SQL Server Integration Services
4 19 (14.39%) BusinessObjects
4 19 (14.39%) SQL Server Reporting Services
5 18 (13.64%) Power BI
5 18 (13.64%) Relational Database
6 14 (10.61%) Enterprise Data Warehouse
7 13 (9.85%) Base SAS
7 13 (9.85%) PostgreSQL
7 13 (9.85%) SAS Data Integration Studio
7 13 (9.85%) SAS Enterprise Guide
8 11 (8.33%) QlikView
9 10 (7.58%) MongoDB
9 10 (7.58%) SQL Server 2008
10 9 (6.82%) Apache Hive
10 9 (6.82%) HBase
10 9 (6.82%) Oracle OWB
10 9 (6.82%) SQL Server Analysis Services
Development Applications
1 7 (5.30%) ERwin
2 3 (2.27%) JIRA
2 3 (2.27%) Visual Studio
3 2 (1.52%) Git (software)
3 2 (1.52%) GitLab
4 1 (0.76%) Atlassian Bamboo
4 1 (0.76%) ER Studio
4 1 (0.76%) gulp
4 1 (0.76%) Jasmine
4 1 (0.76%) Jenkins
4 1 (0.76%) Karma Test Runner
4 1 (0.76%) Protractor
General
1 37 (28.03%) Finance
2 11 (8.33%) Banking
3 5 (3.79%) Retail
4 3 (2.27%) Pharmaceutical
5 1 (0.76%) Legal
5 1 (0.76%) Manufacturing
5 1 (0.76%) Marketing
5 1 (0.76%) Publishing
Job Titles
1 65 (49.24%) Developer
2 21 (15.91%) Analyst
3 16 (12.12%) Business Intelligence Developer
4 15 (11.36%) SQL Developer
5 13 (9.85%) Data Engineer
6 12 (9.09%) Architect
7 9 (6.82%) Data Warehouse Developer
8 8 (6.06%) Data Analyst
8 8 (6.06%) Data Architect
9 7 (5.30%) ETL Developer
9 7 (5.30%) SAS Developer
9 7 (5.30%) SQL BI Developer
10 6 (4.55%) Consultant
11 5 (3.79%) Analyst Developer
11 5 (3.79%) Project Manager
12 4 (3.03%) DBA
12 4 (3.03%) Oracle Developer
12 4 (3.03%) Report Analyst
12 4 (3.03%) SSIS Developer
12 4 (3.03%) Teradata Developer
Libraries, Frameworks & Software Standards
1 4 (3.03%) MDX
1 4 (3.03%) XML
2 2 (1.52%) .NET
2 2 (1.52%) PostGIS
3 1 (0.76%) .NET Framework
3 1 (0.76%) AngularJS
3 1 (0.76%) CGI
3 1 (0.76%) CSS
3 1 (0.76%) CSS3
3 1 (0.76%) D3.js
3 1 (0.76%) Elastic Stack
3 1 (0.76%) HTML
3 1 (0.76%) HTML5
3 1 (0.76%) Laravel
3 1 (0.76%) LESS
3 1 (0.76%) Sass
3 1 (0.76%) SVG
3 1 (0.76%) Twitter Bootstrap
Miscellaneous
1 15 (11.36%) Analytical Skills
2 8 (6.06%) Management Information System
3 7 (5.30%) Data Structures
3 7 (5.30%) NHS
4 6 (4.55%) Enterprise Software
5 4 (3.03%) User Experience
6 3 (2.27%) Greenfield Project
7 2 (1.52%) Replication
7 2 (1.52%) Taxonomies
8 1 (0.76%) Clustering
8 1 (0.76%) Credit Risk
8 1 (0.76%) Data Protection Act
8 1 (0.76%) FMCG
8 1 (0.76%) Self-Motivation
Operating Systems
1 12 (9.09%) Unix
2 2 (1.52%) Linux
Processes & Methodologies
1 80 (60.61%) Business Intelligence
2 54 (40.91%) ETL
3 39 (29.55%) Data Modelling
4 30 (22.73%) Analytics
5 25 (18.94%) Agile Software Development
6 19 (14.39%) Data Architecture
6 19 (14.39%) Dimensional Modelling
7 18 (13.64%) Visualisation
8 16 (12.12%) Migration
9 15 (11.36%) Data Integration
9 15 (11.36%) Data Visualisation
10 14 (10.61%) Stakeholder Management
11 13 (9.85%) Data Management
12 11 (8.33%) Data Analysis
12 11 (8.33%) Data Governance
12 11 (8.33%) Data Migration
12 11 (8.33%) Data Strategy
13 10 (7.58%) Dashboard Development
13 10 (7.58%) Metadata Management
13 10 (7.58%) Performance Tuning
Programming Languages
1 82 (62.12%) SQL
2 15 (11.36%) T-SQL
3 9 (6.82%) Python
3 9 (6.82%) Shell Script
4 6 (4.55%) Java
4 6 (4.55%) JavaScript
4 6 (4.55%) PL/SQL
5 3 (2.27%) Data Analysis Expressions (DAX)
6 2 (1.52%) C#
6 2 (1.52%) Perl
6 2 (1.52%) PHP
6 2 (1.52%) VBA
7 1 (0.76%) ABAP
7 1 (0.76%) Apex Code
7 1 (0.76%) C
7 1 (0.76%) Go
7 1 (0.76%) Scala
7 1 (0.76%) VB.NET
Qualifications
1 6 (4.55%) Security Cleared
2 3 (2.27%) Degree
3 2 (1.52%) SC Cleared
4 1 (0.76%) ISEB
4 1 (0.76%) ISTQB
Quality Assurance & Compliance
1 12 (9.09%) Data Quality
2 6 (4.55%) QA
3 2 (1.52%) PMO
4 1 (0.76%) GDPR
4 1 (0.76%) PCI DSS
System Software
1 5 (3.79%) Tivoli Workload Scheduler
2 2 (1.52%) Docker
3 1 (0.76%) Virtual Servers
Systems Management
1 5 (3.79%) Tivoli
2 2 (1.52%) Kibana
2 2 (1.52%) Systems Management Server (SMS)
Vendors
1 30 (22.73%) Oracle
2 22 (16.67%) Microsoft
3 17 (12.88%) Tableau
4 16 (12.12%) Informatica
4 16 (12.12%) SAP
5 7 (5.30%) CA
6 6 (4.55%) IBM
6 6 (4.55%) Teradata
7 5 (3.79%) Google
7 5 (3.79%) Talend
8 4 (3.03%) Cognos
9 3 (2.27%) Ab Initio
9 3 (2.27%) Hyperion
10 2 (1.52%) Capita
10 2 (1.52%) Salesforce.com
10 2 (1.52%) Sybase
10 2 (1.52%) Vertica
11 1 (0.76%) Dundas