Period
to 16 January 2019

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 16 January 2019 with a comparison to the same period in the previous 2 years.

Dimensional Modelling
England > North West
6 months to
16 Jan 2019
Same period 2018 Same period 2017
Rank 316 356 360
Rank change year-on-year +40 +4 -8
Permanent jobs citing Dimensional Modelling 19 14 6
As % of all permanent IT jobs advertised in the North West 0.18% 0.11% 0.049%
As % of the Processes & Methodologies category 0.20% 0.12% 0.053%
Number of salaries quoted 16 14 7
North West median annual salary £41,250 £48,750 £40,000
Median salary % change year-on-year -15.38% +21.88% -5.88%
10th Percentile £32,500 £38,750 £33,750
90th Percentile £55,625 £55,875 £45,000
England median annual salary £57,500 £55,000 £52,500
% change year-on-year +4.55% +4.76% -4.55%

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 9,663 11,647 11,288
As % of all permanent IT jobs advertised in the North West 91.08% 91.86% 92.20%
Number of salaries quoted 7,779 9,271 9,427
North West median annual salary £45,000 £44,000 £40,000
Median salary % change year-on-year +2.27% +10.00% -
10th Percentile £27,000 £26,750 £25,500
90th Percentile £70,000 £66,250 £62,500
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

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 16 January 2019.

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 16 January 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Manchester +12 8 £53,750 +22.86% 2
Cheshire +33 5 £42,500 -22.73% 2
Lancashire +7 4 £38,500 -19.37%
Dimensional Modelling
England

For the 6 months to 16 January 2019, 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 19 (100.00%) ETL
2 18 (94.74%) Data Warehouse
2 18 (94.74%) SQL
2 18 (94.74%) SQL Server Integration Services
3 16 (84.21%) Business Intelligence
4 14 (73.68%) T-SQL
4 14 (73.68%) SQL Server
4 14 (73.68%) SQL Server Reporting Services
5 10 (52.63%) SQL Server Analysis Services
6 8 (42.11%) Microsoft Azure
6 8 (42.11%) Amazon AWS
7 6 (31.58%) Data Management
7 6 (31.58%) Migration
8 5 (26.32%) Visualisation
8 5 (26.32%) SQL Server 2016
9 4 (21.05%) Looker
9 4 (21.05%) Performance Optimisation
9 4 (21.05%) Oracle BI EE
9 4 (21.05%) Data Analysis
9 4 (21.05%) Tableau
9 4 (21.05%) SQL Server 2012
9 4 (21.05%) Kimball Methodology
9 4 (21.05%) Amazon Redshift
9 4 (21.05%) Finance
9 4 (21.05%) Agile Software Development
9 4 (21.05%) Web Services
9 4 (21.05%) Snowflake Schema
9 4 (21.05%) DTS
9 4 (21.05%) Informatica
10 3 (15.79%) Degree

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 (5.26%) SharePoint
1 1 (5.26%) SharePoint 2010
Applications
1 1 (5.26%) Microsoft Excel
Cloud Services
1 8 (42.11%) Amazon AWS
1 8 (42.11%) Microsoft Azure
Database & Business Intelligence
1 18 (94.74%) Data Warehouse
1 18 (94.74%) SQL Server Integration Services
2 14 (73.68%) SQL Server
2 14 (73.68%) SQL Server Reporting Services
3 10 (52.63%) SQL Server Analysis Services
4 5 (26.32%) SQL Server 2016
5 4 (21.05%) Amazon Redshift
5 4 (21.05%) DTS
5 4 (21.05%) Looker
5 4 (21.05%) Oracle BI EE
5 4 (21.05%) Snowflake Schema
5 4 (21.05%) SQL Server 2012
6 2 (10.53%) Relational Database
6 2 (10.53%) SQL Server 2005
6 2 (10.53%) SQL Server 2008
7 1 (5.26%) OLAP
7 1 (5.26%) OLAP Cube
7 1 (5.26%) Power BI
Development Applications
1 1 (5.26%) Team Foundation Server
General
1 4 (21.05%) Finance
Job Titles
1 12 (63.16%) Developer
2 11 (57.89%) SQL Developer
3 8 (42.11%) Business Intelligence Developer
4 7 (36.84%) SQL BI Developer
5 4 (21.05%) Business Intelligence Specialist
5 4 (21.05%) Integration Developer
5 4 (21.05%) SSIS Developer
5 4 (21.05%) SSRS Developer
5 4 (21.05%) T-SQL Developer
6 3 (15.79%) Cloud Specialist
6 3 (15.79%) Data Warehouse Specialist
6 3 (15.79%) ETL Specialist
7 2 (10.53%) Business Developer
7 2 (10.53%) DBA
7 2 (10.53%) Senior DBA
7 2 (10.53%) Senior Developer
7 2 (10.53%) Senior SQL DBA
7 2 (10.53%) Senior SQL Developer
7 2 (10.53%) SQL DBA
8 1 (5.26%) Business Intelligence Analyst
Libraries, Frameworks & Software Standards
1 4 (21.05%) Web Services
2 3 (15.79%) MDX
3 2 (10.53%) .NET
Miscellaneous
1 2 (10.53%) Clustering
1 2 (10.53%) Replication
2 1 (5.26%) Data Structures
2 1 (5.26%) NHS
2 1 (5.26%) Smart City
Processes & Methodologies
1 19 (100.00%) ETL
2 16 (84.21%) Business Intelligence
3 6 (31.58%) Data Management
3 6 (31.58%) Migration
4 5 (26.32%) Visualisation
5 4 (21.05%) Agile Software Development
5 4 (21.05%) Data Analysis
5 4 (21.05%) Kimball Methodology
5 4 (21.05%) Performance Optimisation
6 2 (10.53%) API Integration
6 2 (10.53%) BDD
6 2 (10.53%) Continuous Delivery
6 2 (10.53%) Data Flow Diagram
6 2 (10.53%) Data Modelling
6 2 (10.53%) Data Transformation
6 2 (10.53%) Database Mirroring
6 2 (10.53%) Pair Programming
6 2 (10.53%) Performance Tuning
6 2 (10.53%) Scrum
6 2 (10.53%) SDLC
Programming Languages
1 18 (94.74%) SQL
2 14 (73.68%) T-SQL
3 1 (5.26%) PowerShell
3 1 (5.26%) Python
3 1 (5.26%) R
Qualifications
1 3 (15.79%) AWS Certification
1 3 (15.79%) Degree
Vendors
1 4 (21.05%) Informatica
1 4 (21.05%) Tableau
2 2 (10.53%) Microsoft
3 1 (5.26%) RedGate