Period
to 18 August 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 18 August 2018 with a comparison to the same period in the previous 2 years.

Dimensional Modelling
England > North West
6 months to
18 Aug 2018
Same period 2017 Same period 2016
Rank 344 359 345
Rank change year-on-year +15 -14 +16
Permanent jobs citing Dimensional Modelling 20 16 4
As % of all permanent IT jobs advertised in the North West 0.16% 0.12% 0.034%
As % of the Processes & Methodologies category 0.18% 0.13% 0.038%
Number of salaries quoted 18 13 3
North West median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% -
10th Percentile £36,000 £36,750 £34,500
90th Percentile £52,500 £73,250 £45,500
England median annual salary £52,500 £52,500 £52,500

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 11,139 12,056 10,492
As % of all permanent IT jobs advertised in the North West 91.35% 91.32% 90.31%
Number of salaries quoted 8,961 9,725 8,777
North West median annual salary £45,000 £42,000 £40,000
Median salary % change year-on-year +7.14% +5.00% -
10th Percentile £26,250 £26,250 £25,000
90th Percentile £67,500 £63,750 £62,500
England median annual salary £50,000 £50,000 £50,000

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 18 August 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 18 August 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 +4 12 £47,500 -40.63%
Merseyside +13 4 £42,500 -
Manchester +14 2 - -
Lancashire - 1 £77,500 -
Dimensional Modelling
England

For the 6 months to 18 August 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 18 (90.00%) Business Intelligence
2 16 (80.00%) Data Warehouse
3 15 (75.00%) ETL
3 15 (75.00%) SQL
3 15 (75.00%) SQL Server Integration Services
4 13 (65.00%) SQL Server Reporting Services
4 13 (65.00%) SQL Server Analysis Services
4 13 (65.00%) Microsoft
5 10 (50.00%) SQL Server
6 8 (40.00%) Data Modelling
7 7 (35.00%) Visualisation
7 7 (35.00%) Power BI
8 5 (25.00%) Dashboard Development
8 5 (25.00%) T-SQL
8 5 (25.00%) SQL Server 2008
8 5 (25.00%) Data Analysis
8 5 (25.00%) MDX
9 4 (20.00%) Agile Software Development
9 4 (20.00%) Python
9 4 (20.00%) Finance
9 4 (20.00%) Analytical Skills
9 4 (20.00%) Analytics
10 3 (15.00%) Data Transformation
10 3 (15.00%) Tableau
10 3 (15.00%) R
10 3 (15.00%) Machine Learning
10 3 (15.00%) Amazon Redshift
10 3 (15.00%) Performance Optimisation
10 3 (15.00%) Decision-Making
10 3 (15.00%) Problem-Solving

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 1 (5.00%) SharePoint
1 1 (5.00%) SharePoint 2010
Applications
1 2 (10.00%) Microsoft Excel
2 1 (5.00%) Microsoft PowerPoint
2 1 (5.00%) MS Visio
Cloud Services
1 3 (15.00%) Amazon AWS
2 1 (5.00%) Amazon EC2
2 1 (5.00%) Amazon EMR
Database & Business Intelligence
1 16 (80.00%) Data Warehouse
2 15 (75.00%) SQL Server Integration Services
3 13 (65.00%) SQL Server Analysis Services
3 13 (65.00%) SQL Server Reporting Services
4 10 (50.00%) SQL Server
5 7 (35.00%) Power BI
6 5 (25.00%) SQL Server 2008
7 3 (15.00%) Amazon Redshift
7 3 (15.00%) QlikView
8 2 (10.00%) Big Data
8 2 (10.00%) BusinessObjects
8 2 (10.00%) Looker
8 2 (10.00%) Oracle BI EE
8 2 (10.00%) Qlik Sense
8 2 (10.00%) Relational Database
8 2 (10.00%) Snowflake Schema
9 1 (5.00%) Amazon RDS
9 1 (5.00%) OLAP Cube
9 1 (5.00%) SQL Server 2014
9 1 (5.00%) SQL Server 2016
Development Applications
1 1 (5.00%) Axure RP
1 1 (5.00%) Team Foundation Server
General
1 4 (20.00%) Finance
2 1 (5.00%) Law
2 1 (5.00%) Retail
Job Titles
1 15 (75.00%) Developer
2 13 (65.00%) Business Intelligence Developer
3 4 (20.00%) Business Developer
4 3 (15.00%) Analyst
4 3 (15.00%) Business Intelligence Analyst
5 2 (10.00%) Business Intelligence Specialist
5 2 (10.00%) Data Warehouse Developer
5 2 (10.00%) Data Warehouse Specialist
5 2 (10.00%) ETL Developer
5 2 (10.00%) ETL Specialist
5 2 (10.00%) SQL Developer
6 1 (5.00%) Applications Architect
6 1 (5.00%) Architect
6 1 (5.00%) Business Intelligence Lead
6 1 (5.00%) Data Engineer
6 1 (5.00%) Data Science Analyst
6 1 (5.00%) DBA
6 1 (5.00%) Lead Developer
6 1 (5.00%) SQL DBA
Libraries, Frameworks & Software Standards
1 5 (25.00%) MDX
2 2 (10.00%) Web Services
Miscellaneous
1 4 (20.00%) Analytical Skills
2 1 (5.00%) Data Protection Act
2 1 (5.00%) Data Structures
2 1 (5.00%) NHS
2 1 (5.00%) Smart City
Processes & Methodologies
1 18 (90.00%) Business Intelligence
2 15 (75.00%) ETL
3 8 (40.00%) Data Modelling
4 7 (35.00%) Visualisation
5 5 (25.00%) Dashboard Development
5 5 (25.00%) Data Analysis
6 4 (20.00%) Agile Software Development
6 4 (20.00%) Analytics
7 3 (15.00%) Data Migration
7 3 (15.00%) Data Transformation
7 3 (15.00%) Decision-Making
7 3 (15.00%) Machine Learning
7 3 (15.00%) Migration
7 3 (15.00%) Performance Optimisation
7 3 (15.00%) Problem-Solving
8 2 (10.00%) Data Science
8 2 (10.00%) Data Strategy
8 2 (10.00%) Data Visualisation
8 2 (10.00%) Kimball Methodology
8 2 (10.00%) Mathematics
Programming Languages
1 15 (75.00%) SQL
2 5 (25.00%) T-SQL
3 4 (20.00%) Python
4 3 (15.00%) R
5 2 (10.00%) Data Analysis Expressions (DAX)
6 1 (5.00%) C++
6 1 (5.00%) Java
6 1 (5.00%) PowerShell
Qualifications
1 2 (10.00%) AWS Certification
2 1 (5.00%) Degree
2 1 (5.00%) Microsoft Certification
Quality Assurance & Compliance
1 2 (10.00%) Data Quality
Vendors
1 13 (65.00%) Microsoft
2 3 (15.00%) Tableau
3 2 (10.00%) Informatica
4 1 (5.00%) RedGate
4 1 (5.00%) SAP