Period
to 17 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Scotland 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 17 November 2017 with a comparison to the same period in the previous 2 years.

Dimensional Modelling
UK > Scotland
6 months to
17 Nov 2017
Same period 2016 Same period 2015
Rank 218 214 211
Rank change year-on-year -4 -3 +36
Permanent jobs citing Dimensional Modelling 4 4 33
As % of all permanent IT jobs advertised in Scotland 0.071% 0.076% 0.51%
As % of the Processes & Methodologies category 0.078% 0.083% 0.56%
Number of salaries quoted 2 2 27
Scotland median annual salary £45,000 £37,000 £40,500
Median salary % change year-on-year +21.62% -8.64% -12.43%
10th Percentile £33,750 £31,650 £33,700
90th Percentile £56,250 £41,950 £68,750
UK 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 Scotland with a requirement for process or methodology skills.

All Process and Methodology Skills
Scotland
Permanent vacancies with a requirement for process or methodology skills 5124 4795 5862
As % of all permanent IT jobs advertised in Scotland 90.85% 91.53% 90.86%
Number of salaries quoted 3262 2892 3711
Scotland median annual salary £45,000 £44,000 £42,500
Median salary % change year-on-year +2.27% +3.53% +2.41%
10th Percentile £28,250 £28,250 £27,500
90th Percentile £66,250 £65,000 £63,750
UK median annual salary £50,000 £49,000 £47,500
% change year-on-year +2.04% +3.16% +5.56%

Dimensional Modelling
Job Vacancy Trend in Scotland

Job postings citing Dimensional Modelling as a percentage of all IT jobs advertised in Scotland.

Job vacancy trend for Dimensional Modelling in Scotland

Dimensional Modelling
Salary Trend in Scotland

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

Salary trend for Dimensional Modelling in Scotland

Dimensional Modelling
Salary Histogram in Scotland

The salary distribution of IT jobs citing Dimensional Modelling in Scotland over the 6 months to 17 November 2017.

Salary histogram for Dimensional Modelling in Scotland

Dimensional Modelling
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Dimensional Modelling within the Scotland region over the 6 months to 17 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
Inverclyde - 2 £32,500 -
Glasgow -10 1 - -
Edinburgh - 1 £57,500 -
Dimensional Modelling
UK

For the 6 months to 17 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 Scotland region with a requirement for Dimensional Modelling.

1 4 (100.00%) Data Warehouse
2 3 (75.00%) ETL
2 3 (75.00%) T-SQL
2 3 (75.00%) Agile Software Development
2 3 (75.00%) Data Analysis
3 2 (50.00%) Metadata Management
3 2 (50.00%) SQL Server 2012
3 2 (50.00%) Kimball Methodology
3 2 (50.00%) Reference Data
3 2 (50.00%) Data Mapping
3 2 (50.00%) Data Integration
3 2 (50.00%) Waterfall
3 2 (50.00%) Relational Database
3 2 (50.00%) Analytical Skills
3 2 (50.00%) Logical Data Model
3 2 (50.00%) Physical Data Model
3 2 (50.00%) Information Management
3 2 (50.00%) RDBMS
3 2 (50.00%) SQL
3 2 (50.00%) Business Analysis
3 2 (50.00%) SQL Server Integration Services
3 2 (50.00%) Requirements Analysis
3 2 (50.00%) Degree
3 2 (50.00%) SQL Server
3 2 (50.00%) Data Modelling
4 1 (25.00%) Workflow
4 1 (25.00%) Finance
4 1 (25.00%) Legal
4 1 (25.00%) Stakeholder Management
4 1 (25.00%) Scrum

Dimensional Modelling
Co-occurring IT Skills in Scotland 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:

Database & Business Intelligence
1 4 (100.00%) Data Warehouse
2 2 (50.00%) RDBMS
2 2 (50.00%) Relational Database
2 2 (50.00%) SQL Server
2 2 (50.00%) SQL Server 2012
2 2 (50.00%) SQL Server Integration Services
3 1 (25.00%) Big Data
3 1 (25.00%) NoSQL
3 1 (25.00%) SQL Server Analysis Services
3 1 (25.00%) SQL Server Reporting Services
General
1 1 (25.00%) Finance
1 1 (25.00%) Legal
Job Titles
1 2 (50.00%) Analyst
1 2 (50.00%) Data Analyst
2 1 (25.00%) Business Intelligence Developer
2 1 (25.00%) Data Engineer
2 1 (25.00%) Developer
2 1 (25.00%) UX Engineer
Libraries, Frameworks & Software Standards
1 1 (25.00%) CGI
1 1 (25.00%) CSS
1 1 (25.00%) HTML
1 1 (25.00%) MDX
Miscellaneous
1 2 (50.00%) Analytical Skills
1 2 (50.00%) Reference Data
2 1 (25.00%) User Experience
Operating Systems
1 1 (25.00%) Linux
Processes & Methodologies
1 3 (75.00%) Agile Software Development
1 3 (75.00%) Data Analysis
1 3 (75.00%) ETL
2 2 (50.00%) Business Analysis
2 2 (50.00%) Data Integration
2 2 (50.00%) Data Mapping
2 2 (50.00%) Data Modelling
2 2 (50.00%) Information Management
2 2 (50.00%) Kimball Methodology
2 2 (50.00%) Logical Data Model
2 2 (50.00%) Metadata Management
2 2 (50.00%) Physical Data Model
2 2 (50.00%) Requirements Analysis
2 2 (50.00%) Waterfall
3 1 (25.00%) Analytics
3 1 (25.00%) Kalman Filter
3 1 (25.00%) Master Data Management
3 1 (25.00%) Mentoring
3 1 (25.00%) Technical Analysis
3 1 (25.00%) Visualisation
Programming Languages
1 3 (75.00%) T-SQL
2 2 (50.00%) SQL
3 1 (25.00%) C#
3 1 (25.00%) C++
3 1 (25.00%) Data Analysis Expressions (DAX)
3 1 (25.00%) Java
3 1 (25.00%) JavaScript
3 1 (25.00%) Perl
3 1 (25.00%) PowerShell
Qualifications
1 2 (50.00%) Degree
Quality Assurance & Compliance
1 1 (25.00%) Data Quality
Vendors
1 1 (25.00%) Cognos