External EU and GCC sources inform our analysis. We work from published regulation, official guidance and openly available data, and we cite the basis for our reasoning rather than asking readers to take a conclusion on trust.
Examples are explicit about their assumptions. Where we work through a scenario, we state what we have assumed so that readers can substitute their own figures and test whether the conclusion still holds.
Each article shows the period covered — the years its analysis addresses — and a reviewed date, when the piece was last checked. The period covered is the time the analysis addresses, not a publication date.
These articles are original desk research. They are not client work, and they report no engagement, result or client outcome. Where a piece works through a figure, the figure is an explicit assumption with its arithmetic shown, so a reader can substitute their own numbers and test whether the conclusion still holds.
Our analysis is desk-based and market-facing. Where a question turns on local licensing, site conditions or legal interpretation, we say so rather than implying advice we are not positioned to give. The evidence and approach page sets out how we weigh sources and includes worked examples.