Period
to 22 November 2017

The following table provides summary statistics for contract job vacancies advertised in Scotland with a requirement for Dimensional Modelling skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Dimensional Modelling over the 6 months to 22 November 2017 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Dimensional Modelling
UK > Scotland
6 months to
22 Nov 2017
Same period 2016 Same period 2015
Rank 179 164 185
Rank change year-on-year -15 +21 -30
Contract jobs citing Dimensional Modelling 9 17 10
As % of all contract IT jobs advertised in Scotland 0.18% 0.39% 0.16%
As % of the Processes & Methodologies category 0.21% 0.47% 0.20%
Number of daily rates quoted 4 10 6
Scotland median daily rate £386 £488 £413
Median daily rate % change year-on-year -20.77% +18.18% +17.86%
10th Percentile £336 £451 £336
90th Percentile £417 £525 £453
UK median daily rate £450 £433 £450
% change year-on-year +4.05% -3.89% +5.88%
Number of hourly rates quoted 0 0 0
Scotland median hourly rate - - -
UK median hourly rate - £20.50 -

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

All Process and Methodology Skills
Scotland
Contract vacancies with a requirement for process or methodology skills 4249 3633 5027
As % of all contract IT jobs advertised in Scotland 84.19% 83.56% 82.17%
Number of daily rates quoted 2422 2128 2624
Scotland median daily rate £390 £356 £375
Median daily rate % change year-on-year +9.55% -5.07% -
10th Percentile £250 £250 £250
90th Percentile £538 £488 £500
UK median daily rate £450 £425 £413
% change year-on-year +5.88% +2.91% +3.25%
Number of hourly rates quoted 106 87 102
Scotland median hourly rate £24.50 £21.00 £25.00
Median hourly rate % change year-on-year +16.67% -16.00% +11.11%
10th Percentile £13.00 £10.67 £12.35
90th Percentile £45.00 £43.00 £47.00
UK median hourly rate £23.63 £24.00 £22.50
% change year-on-year -1.56% +6.67% +18.42%

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
Contractor Daily Rate Trend in Scotland

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Dimensional Modelling in Scotland.

Contractor daily rate trend for Dimensional Modelling in Scotland

Dimensional Modelling
Contract Job Locations in Scotland

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Dimensional Modelling within the Scotland region over the 6 months to 22 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
Edinburgh -24 4 £398 -20.50%
Glasgow -11 3 £388 -
Inverclyde - 2 £325 -
Dimensional Modelling
UK

For the 6 months to 22 November 2017, IT contractor 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 contract ads across the Scotland region with a requirement for Dimensional Modelling.

1 7 (77.78%) Data Warehouse
2 6 (66.67%) Data Modelling
3 5 (55.56%) Oracle
3 5 (55.56%) Data Quality
4 4 (44.44%) Oracle Reports
4 4 (44.44%) Finance
4 4 (44.44%) Agile Software Development
5 3 (33.33%) MicroStrategy
5 3 (33.33%) DataStage
5 3 (33.33%) Cognos
5 3 (33.33%) Business Intelligence
5 3 (33.33%) IBM
5 3 (33.33%) Informatica
5 3 (33.33%) SQL
5 3 (33.33%) Logical Data Model
5 3 (33.33%) Data Analysis
5 3 (33.33%) BusinessObjects XI
6 2 (22.22%) Cognos Business Intelligence
6 2 (22.22%) Data Mapping
6 2 (22.22%) Talend Open Studio
6 2 (22.22%) Waterfall
6 2 (22.22%) Tableau
6 2 (22.22%) Business Analysis
6 2 (22.22%) Netezza
6 2 (22.22%) Physical Data Model
6 2 (22.22%) Enterprise Data Warehouse
6 2 (22.22%) Talend
6 2 (22.22%) SQL Server 2012
6 2 (22.22%) Kimball Methodology
6 2 (22.22%) Change Data Capture

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:

Application Platforms
1 1 (11.11%) SAS
1 1 (11.11%) SharePoint
Business Applications
1 2 (22.22%) Cognos Business Intelligence
Database & Business Intelligence
1 7 (77.78%) Data Warehouse
2 4 (44.44%) Oracle Reports
3 3 (33.33%) BusinessObjects XI
3 3 (33.33%) DataStage
4 2 (22.22%) Enterprise Data Warehouse
4 2 (22.22%) IBM InfoSphere
4 2 (22.22%) Oracle Database
4 2 (22.22%) Oracle Database 12c
4 2 (22.22%) PowerCenter
4 2 (22.22%) RDBMS
4 2 (22.22%) Relational Database
4 2 (22.22%) SQL Server
4 2 (22.22%) SQL Server 2012
5 1 (11.11%) BODI
5 1 (11.11%) BusinessObjects
Development Applications
1 2 (22.22%) Talend Open Studio
2 1 (11.11%) ERwin
General
1 4 (44.44%) Finance
2 1 (11.11%) Banking
2 1 (11.11%) Retail Banking
Job Titles
1 3 (33.33%) Analyst
1 3 (33.33%) Data Analyst
1 3 (33.33%) Developer
1 3 (33.33%) Informatica Developer
2 2 (22.22%) Architect
2 2 (22.22%) Data Architect
3 1 (11.11%) Data Modeller
3 1 (11.11%) Netezza Architect
Miscellaneous
1 2 (22.22%) Data Structures
2 1 (11.11%) Computer Science
2 1 (11.11%) Reference Data
Processes & Methodologies
1 6 (66.67%) Data Modelling
2 4 (44.44%) Agile Software Development
3 3 (33.33%) Business Intelligence
3 3 (33.33%) Data Analysis
3 3 (33.33%) Logical Data Model
4 2 (22.22%) Analytics
4 2 (22.22%) Business Analysis
4 2 (22.22%) Change Data Capture
4 2 (22.22%) Data Governance
4 2 (22.22%) Data Management
4 2 (22.22%) Data Mapping
4 2 (22.22%) ETL
4 2 (22.22%) Kimball Methodology
4 2 (22.22%) Physical Data Model
4 2 (22.22%) Project Management
4 2 (22.22%) Waterfall
5 1 (11.11%) Continuous Improvement
5 1 (11.11%) Information Management
5 1 (11.11%) Requirements Analysis
5 1 (11.11%) Workflow Management
Programming Languages
1 3 (33.33%) SQL
2 2 (22.22%) T-SQL
Qualifications
1 1 (11.11%) Computer Science Degree
1 1 (11.11%) Degree
Quality Assurance & Compliance
1 5 (55.56%) Data Quality
2 1 (11.11%) Disclosure Scotland
Vendors
1 5 (55.56%) Oracle
2 3 (33.33%) Cognos
2 3 (33.33%) IBM
2 3 (33.33%) Informatica
2 3 (33.33%) MicroStrategy
3 2 (22.22%) Netezza
3 2 (22.22%) Tableau
3 2 (22.22%) Talend