Period
to 18 November 2017

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 November 2017 with a comparison to the same period in the previous 2 years.

Dimensional Modelling
England > North West
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 363 346 374
Rank change year-on-year -17 +28 -7
Permanent jobs citing Dimensional Modelling 11 9 4
As % of all permanent IT jobs advertised in the North West 0.084% 0.072% 0.031%
As % of the Processes & Methodologies category 0.093% 0.080% 0.034%
Number of salaries quoted 10 9 3
North West median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - -5.88%
10th Percentile £38,175 £33,750 £35,000
90th Percentile £80,000 £45,250 £75,000
England median annual salary £60,000 £52,500 £55,000
% change year-on-year +14.29% -4.55% +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 11813 11184 11695
As % of all permanent IT jobs advertised in the North West 89.82% 89.74% 89.47%
Number of salaries quoted 9390 9336 9669
North West median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - +1.27%
10th Percentile £26,250 £26,250 £24,750
90th Percentile £65,000 £62,500 £60,000
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

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 November 2017.

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 November 2017. 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 4 £42,500 +3.03%
Cheshire -20 3 £55,000 +22.22% 1
Merseyside - 3 £42,500 -
Dimensional Modelling
England

For the 6 months to 18 November 2017, IT 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 job ads across the North West region with a requirement for Dimensional Modelling.

1 10 (90.91%) Business Intelligence
2 9 (81.82%) SQL
2 9 (81.82%) Data Warehouse
3 8 (72.73%) SQL Server
3 8 (72.73%) SQL Server Analysis Services
3 8 (72.73%) Kimball Methodology
4 7 (63.64%) ETL
4 7 (63.64%) SQL Server Reporting Services
4 7 (63.64%) SQL Server Integration Services
5 6 (54.55%) T-SQL
5 6 (54.55%) Finance
6 5 (45.45%) Microsoft
6 5 (45.45%) SQL Server 2016
7 4 (36.36%) Analytics
7 4 (36.36%) Qlik Sense
7 4 (36.36%) Power BI
7 4 (36.36%) Visualisation
8 3 (27.27%) System Testing
8 3 (27.27%) Data Migration
8 3 (27.27%) Reverse Engineering
8 3 (27.27%) Data Analysis
8 3 (27.27%) Microsoft Analysis Services
8 3 (27.27%) Computer Science
8 3 (27.27%) Degree
8 3 (27.27%) Migration
8 3 (27.27%) Performance Optimisation
8 3 (27.27%) SQL Server 2014
8 3 (27.27%) Data Analytics
8 3 (27.27%) Computer Science Degree
9 2 (18.18%) Fintech

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 (9.09%) SharePoint
Cloud Services
1 1 (9.09%) Microsoft Azure
Database & Business Intelligence
1 9 (81.82%) Data Warehouse
2 8 (72.73%) SQL Server
2 8 (72.73%) SQL Server Analysis Services
3 7 (63.64%) SQL Server Integration Services
3 7 (63.64%) SQL Server Reporting Services
4 5 (45.45%) SQL Server 2016
5 4 (36.36%) Power BI
5 4 (36.36%) Qlik Sense
6 3 (27.27%) Microsoft Analysis Services
6 3 (27.27%) SQL Server 2014
7 2 (18.18%) QlikView
8 1 (9.09%) Big Data
8 1 (9.09%) OLAP
8 1 (9.09%) OLAP Cube
8 1 (9.09%) Star Schema
Development Applications
1 2 (18.18%) Git (software)
1 2 (18.18%) SQL Server Management Studio (SSMS)
1 2 (18.18%) Subversion
1 2 (18.18%) Team Foundation Server
General
1 6 (54.55%) Finance
Job Titles
1 9 (81.82%) Developer
2 4 (36.36%) Business Intelligence Developer
3 3 (27.27%) SQL Developer
3 3 (27.27%) SQL Server Developer
4 2 (18.18%) Lead Developer
5 1 (9.09%) Analyst
5 1 (9.09%) Business Consultant
5 1 (9.09%) Business Data Analyst
5 1 (9.09%) Business Developer
5 1 (9.09%) Business Intelligence Consultant
5 1 (9.09%) Consultant
5 1 (9.09%) Data Analyst
5 1 (9.09%) Data Architect
5 1 (9.09%) Data Warehouse Architect
5 1 (9.09%) Data Warehouse Developer
5 1 (9.09%) ETL Developer
5 1 (9.09%) Lead Architect
5 1 (9.09%) Lead Data Architect
5 1 (9.09%) Security Analyst
5 1 (9.09%) Senior Developer
Libraries, Frameworks & Software Standards
1 1 (9.09%) HTML
1 1 (9.09%) JSP
1 1 (9.09%) MDX
1 1 (9.09%) Web Services
1 1 (9.09%) XML
1 1 (9.09%) XSLT
Miscellaneous
1 3 (27.27%) Computer Science
2 2 (18.18%) Fintech
2 2 (18.18%) Replication
3 1 (9.09%) Data Protection Act
3 1 (9.09%) Management Information System
3 1 (9.09%) Social Media
Processes & Methodologies
1 10 (90.91%) Business Intelligence
2 8 (72.73%) Kimball Methodology
3 7 (63.64%) ETL
4 4 (36.36%) Analytics
4 4 (36.36%) Visualisation
5 3 (27.27%) Data Analysis
5 3 (27.27%) Data Analytics
5 3 (27.27%) Data Migration
5 3 (27.27%) Migration
5 3 (27.27%) Performance Optimisation
5 3 (27.27%) Reverse Engineering
5 3 (27.27%) System Testing
6 2 (18.18%) Business Analytics
6 2 (18.18%) Continuous Integration
6 2 (18.18%) Dashboard Development
6 2 (18.18%) Data Integration
6 2 (18.18%) Data Visualisation
7 1 (9.09%) Big Data Analytics
7 1 (9.09%) Data Governance
7 1 (9.09%) Product Management
Programming Languages
1 9 (81.82%) SQL
2 6 (54.55%) T-SQL
3 2 (18.18%) C#
3 2 (18.18%) VBScript
4 1 (9.09%) Java
4 1 (9.09%) JavaScript
Qualifications
1 3 (27.27%) Computer Science Degree
1 3 (27.27%) Degree
Quality Assurance & Compliance
1 1 (9.09%) Data Quality
1 1 (9.09%) GDPR
1 1 (9.09%) ISO/IEC 27001
1 1 (9.09%) PCI DSS
Vendors
1 5 (45.45%) Microsoft
2 1 (9.09%) Cognizant