The following table provides summary statistics for contract job vacancies advertised in the North West with a requirement for Dimensional Modelling skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Dimensional Modelling over the 3 months to 23 March 2017 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.

3 months to
23 Mar 2017
Same period 2016 Same period 2015
Dimensional Modelling
England / North West
Rank 135 157 136
Rank change year-on-year +22 -21  
Contract jobs citing Dimensional Modelling 2 1 11
As % of all contract IT jobs advertised in the North West 0.078% 0.026% 0.31%
As % of the Processes & Methodologies category 0.095% 0.032% 0.40%
Number of daily rates quoted 0 0 7
Median daily rate - - £550
UK excluding London median daily rate £403 £375 £425
% change year-on-year +7.46% -11.76%  
Number of hourly rates quoted 0 0 1
Median hourly rate - - £67.00
UK excluding London median hourly rate - - £67.00

Dimensional Modelling is in the process and methodology skills category. The next 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 process and methodology skills.

Contract Process & Methodology Skills
North West
Contract job vacancies with a requirement for process and methodology skills 2110 3146 2752
As % of all contract IT job vacancies advertised in the North West 82.42% 82.42% 78.72%
Number of daily rates quoted 1335 1901 1508
Median daily rate £400 £400 £400
90% offered a daily rate of more than £283 £290 £275
10% offered a daily rate of more than £550 £538 £550
UK excluding London median daily rate £410 £400 £399
% change year-on-year +2.50% +0.29%  
Number of hourly rates quoted 107 126 127
Median hourly rate £40.00 £38.00 £40.00
Median hourly rate % change year-on-year +5.26% -5.00%  
90% offered a hourly rate of more than £16.00 £16.25 £13.00
10% offered a hourly rate of more than £50.80 £50.00 £60.00
UK excluding London median hourly rate £36.00 £39.00 £30.00
% change year-on-year -7.69% +30.00%  

Dimensional Modelling
Job Vacancy Trend in the North West

The job posting trend of jobs advertised in the North West citing Dimensional Modelling as a proportion of all contract or permanent IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Dimensional Modelling in the North West

Dimensional Modelling
Contractor Daily Rate Trend in the North West

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

Contractor daily rate trend for Dimensional Modelling in the North West

Dimensional Modelling
Contractor Hourly Rate Trend in the North West

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

Contractor hourly rate trend for Dimensional Modelling in the North West

Dimensional Modelling
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 Dimensional Modelling within the North West region over the 3 months to 23 March 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Contract
IT Job Ads
Median
Daily Rate
Last 3 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
Manchester - 1 - - 1
Merseyside - 1 - -
Dimensional Modelling
England

Dimensional Modelling
Top 30 Related IT Skills in the North West

For the 6 months to 23 March 2017, IT contractor jobs citing Dimensional Modelling also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all contract ads across the North West region with a requirement for Dimensional Modelling.

1 4 (66.67%) Data Warehouse
1 4 (66.67%) Data Modelling
1 4 (66.67%) Oracle
1 4 (66.67%) SQL Server
1 4 (66.67%) SQL
2 3 (50.00%) Data Extraction
2 3 (50.00%) Kalman Filter
2 3 (50.00%) Analytical Skills
2 3 (50.00%) Dashboard Development
2 3 (50.00%) Oracle Reports
2 3 (50.00%) DB2
2 3 (50.00%) Degree
2 3 (50.00%) Product Management
2 3 (50.00%) Visualisation
2 3 (50.00%) REST
2 3 (50.00%) Tableau
2 3 (50.00%) Data Quality
2 3 (50.00%) ETL
3 1 (16.67%) GAP Analysis
3 1 (16.67%) Teradata
3 1 (16.67%) Data Management
3 1 (16.67%) SQL Server Reporting Services
3 1 (16.67%) Data Analysis
3 1 (16.67%) Data Mart
3 1 (16.67%) Business Analysis
3 1 (16.67%) SQL Server Integration Services
3 1 (16.67%) Requirements Analysis
3 1 (16.67%) ISO/IEC 27001
3 1 (16.67%) SAS
3 1 (16.67%) Business Intelligence

Dimensional Modelling
Top Related 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 1 (16.67%) SAS
Database & Business Intelligence
1 4 (66.67%) Data Warehouse
1 4 (66.67%) SQL Server
2 3 (50.00%) DB2
2 3 (50.00%) Oracle Reports
3 1 (16.67%) Data Mart
3 1 (16.67%) OLAP
3 1 (16.67%) OLAP Cube
3 1 (16.67%) OLTP
3 1 (16.67%) SQL Server 2012
3 1 (16.67%) SQL Server Analysis Services
3 1 (16.67%) SQL Server Integration Services
3 1 (16.67%) SQL Server Reporting Services
3 1 (16.67%) Star Schema
Development Applications
1 1 (16.67%) ERwin
1 1 (16.67%) SQL Server Management Studio (SSMS)
1 1 (16.67%) Team Foundation Server
1 1 (16.67%) Visual Studio
Job Titles
1 3 (50.00%) Consultant
1 3 (50.00%) Tableau Consultant
2 1 (16.67%) Analyst
2 1 (16.67%) Business Analyst
2 1 (16.67%) Data Warehouse Developer
2 1 (16.67%) Developer
2 1 (16.67%) SQL Developer
Libraries, Frameworks & Software Standards
1 3 (50.00%) REST
Miscellaneous
1 3 (50.00%) Analytical Skills
2 1 (16.67%) Data Protection Act
2 1 (16.67%) Reference Data
Processes & Methodologies
1 4 (66.67%) Data Modelling
2 3 (50.00%) Dashboard Development
2 3 (50.00%) Data Extraction
2 3 (50.00%) ETL
2 3 (50.00%) Kalman Filter
2 3 (50.00%) Product Management
2 3 (50.00%) Visualisation
3 1 (16.67%) Business Analysis
3 1 (16.67%) Business Intelligence
3 1 (16.67%) Data Analysis
3 1 (16.67%) Data Management
3 1 (16.67%) Data Protection
3 1 (16.67%) Data Reconciliation
3 1 (16.67%) GAP Analysis
3 1 (16.67%) Kimball Methodology
3 1 (16.67%) Performance Analysis
3 1 (16.67%) Reference Data Management
3 1 (16.67%) Requirements Analysis
Programming Languages
1 4 (66.67%) SQL
2 1 (16.67%) T-SQL
Qualifications
1 3 (50.00%) Degree
Quality Assurance & Compliance
1 3 (50.00%) Data Quality
2 1 (16.67%) GDPR
2 1 (16.67%) ISO/IEC 27001
2 1 (16.67%) PCI DSS
Vendors
1 4 (66.67%) Oracle
2 3 (50.00%) Tableau
3 1 (16.67%) Microsoft
3 1 (16.67%) Teradata