Period
to 21 June 2018

The following table provides summary statistics for permanent job vacancies advertised in the North West with a requirement for Dimensional Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Dimensional Modelling over the 6 months to 21 June 2018 with a comparison to the same period in the previous 2 years.

Dimensional Modelling
England > North West
6 months to
21 Jun 2018
Same period 2017 Same period 2016
Rank 347 355 341
Rank change year-on-year +8 -14 +7
Permanent jobs citing Dimensional Modelling 21 15 5
As % of all permanent IT jobs advertised in the North West 0.17% 0.12% 0.044%
As % of the Processes & Methodologies category 0.19% 0.13% 0.049%
Number of salaries quoted 21 12 4
North West median annual salary £45,000 £42,500 £42,500
Median salary % change year-on-year +5.88% - +2.41%
10th Percentile £37,500 £36,500 £37,875
90th Percentile £48,750 £48,750 £45,500
England median annual salary £50,000 £52,500 £52,500
% change year-on-year -4.76% - -

Dimensional Modelling is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in the North West with a requirement for process or methodology skills.

All Process and Methodology Skills
North West
Permanent vacancies with a requirement for process or methodology skills 11,253 11,710 10,124
As % of all permanent IT jobs advertised in the North West 91.41% 91.24% 89.79%
Number of salaries quoted 9,061 9,601 8,468
North West median annual salary £45,000 £40,000 £40,000
Median salary % change year-on-year +12.50% - -
10th Percentile £26,250 £26,250 £24,250
90th Percentile £66,250 £63,250 £62,500
England median annual salary £50,000 £50,000 £48,500
% change year-on-year - +3.09% +2.11%

Dimensional Modelling
Job Vacancy Trend in the North West

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

Job vacancy trend for Dimensional Modelling in the North West

Dimensional Modelling
Salary Trend in the North West

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

Salary trend for Dimensional Modelling in the North West

Dimensional Modelling
Salary Histogram in the North West

The salary distribution of IT jobs citing Dimensional Modelling in the North West over the 6 months to 21 June 2018.

Salary histogram for Dimensional Modelling in the North West

Dimensional Modelling
Job Locations in the North West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Dimensional Modelling within the North West region over the 6 months to 21 June 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Cheshire -9 10 £47,500 - 2
Merseyside +14 7 £40,000 -5.88%
Manchester +18 4 £43,750 -7.89% 1
Dimensional Modelling
England

For the 6 months to 21 June 2018, IT jobs citing Dimensional Modelling also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the North West region with a requirement for Dimensional Modelling.

1 20 (95.24%) Data Warehouse
1 20 (95.24%) Business Intelligence
2 19 (90.48%) SQL Server Integration Services
2 19 (90.48%) SQL Server Analysis Services
3 18 (85.71%) SQL Server Reporting Services
3 18 (85.71%) SQL
4 15 (71.43%) Microsoft
5 14 (66.67%) SQL Server
5 14 (66.67%) ETL
6 11 (52.38%) Power BI
7 7 (33.33%) T-SQL
7 7 (33.33%) MDX
8 6 (28.57%) Data Modelling
8 6 (28.57%) Analytical Skills
9 5 (23.81%) Finance
9 5 (23.81%) SQL Server 2008
9 5 (23.81%) Visualisation
10 4 (19.05%) Kimball Methodology
10 4 (19.05%) Data Migration
10 4 (19.05%) Mathematics
10 4 (19.05%) QlikView
10 4 (19.05%) Migration
10 4 (19.05%) Dashboard Development
10 4 (19.05%) Data Transformation
10 4 (19.05%) Data Analysis Expressions (DAX)
10 4 (19.05%) Performance Optimisation
11 3 (14.29%) PowerShell
11 3 (14.29%) Problem-Solving
11 3 (14.29%) OLAP Cube
11 3 (14.29%) Microsoft Analysis Services

Dimensional Modelling
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 3 (14.29%) SharePoint
1 3 (14.29%) SharePoint 2010
Applications
1 2 (9.52%) Microsoft Excel
Cloud Services
1 1 (4.76%) Amazon AWS
1 1 (4.76%) Amazon EC2
1 1 (4.76%) Amazon EMR
1 1 (4.76%) Microsoft Azure
Database & Business Intelligence
1 20 (95.24%) Data Warehouse
2 19 (90.48%) SQL Server Analysis Services
2 19 (90.48%) SQL Server Integration Services
3 18 (85.71%) SQL Server Reporting Services
4 14 (66.67%) SQL Server
5 11 (52.38%) Power BI
6 5 (23.81%) SQL Server 2008
7 4 (19.05%) QlikView
8 3 (14.29%) Microsoft Analysis Services
8 3 (14.29%) OLAP
8 3 (14.29%) OLAP Cube
9 2 (9.52%) Qlik Sense
9 2 (9.52%) SQL Server 2012
9 2 (9.52%) SQL Server 2016
9 2 (9.52%) WhereScape RED
10 1 (4.76%) Amazon RDS
10 1 (4.76%) BusinessObjects
10 1 (4.76%) Data Mining
10 1 (4.76%) Hadoop
10 1 (4.76%) SQL Server 2014
Development Applications
1 3 (14.29%) Team Foundation Server
General
1 5 (23.81%) Finance
2 2 (9.52%) Law
2 2 (9.52%) Legal
Job Titles
1 20 (95.24%) Developer
2 18 (85.71%) Business Intelligence Developer
3 4 (19.05%) Business Developer
4 3 (14.29%) SQL Developer
5 1 (4.76%) Data Engineer
5 1 (4.76%) Database Developer
5 1 (4.76%) DBA
5 1 (4.76%) Senior Business Intelligence Developer
5 1 (4.76%) Senior Developer
5 1 (4.76%) SQL BI Developer
5 1 (4.76%) SQL Database Developer
5 1 (4.76%) SQL DBA
Libraries, Frameworks & Software Standards
1 7 (33.33%) MDX
Miscellaneous
1 6 (28.57%) Analytical Skills
2 1 (4.76%) Clustering
2 1 (4.76%) Data Protection Act
2 1 (4.76%) Management Information System
2 1 (4.76%) Replication
Processes & Methodologies
1 20 (95.24%) Business Intelligence
2 14 (66.67%) ETL
3 6 (28.57%) Data Modelling
4 5 (23.81%) Visualisation
5 4 (19.05%) Dashboard Development
5 4 (19.05%) Data Migration
5 4 (19.05%) Data Transformation
5 4 (19.05%) Kimball Methodology
5 4 (19.05%) Mathematics
5 4 (19.05%) Migration
5 4 (19.05%) Performance Optimisation
6 3 (14.29%) Business Analysis
6 3 (14.29%) Data Analysis
6 3 (14.29%) Problem-Solving
7 2 (9.52%) Analytics
7 2 (9.52%) Data Science
7 2 (9.52%) Data Visualisation
7 2 (9.52%) Decision-Making
7 2 (9.52%) E-Commerce
7 2 (9.52%) Time Management
Programming Languages
1 18 (85.71%) SQL
2 7 (33.33%) T-SQL
3 4 (19.05%) Data Analysis Expressions (DAX)
4 3 (14.29%) PowerShell
5 1 (4.76%) C++
5 1 (4.76%) Java
5 1 (4.76%) Python
Qualifications
1 1 (4.76%) Microsoft Certification
Vendors
1 15 (71.43%) Microsoft
2 3 (14.29%) RedGate
3 2 (9.52%) Tableau
4 1 (4.76%) SAP