A useful result has to survive the handoff.

At Oxfam Novib, I built Azure data pipelines for CRM migration and analytics, and documented the operating workflows. Today, I work remotely from Dubai as Co-Founder & Technical Lead at Appraiva, based in Cleveland, Ohio. I am also Co-Founder & CEO of Royal Abraj Group in Dubai.

My proposed handoff card asks four questions:
- Decision or task: what will the next person use this for?
- Evidence: which source supports the material statement?
- Transformation: what was calculated, inferred or assumed?
- Unresolved: what is missing, and what check comes next?

The public rent and ownership study illustrates one bounded engineering check: comparing Python and JavaScript calculations on fixed scenarios. Agreement there does not establish a property's future rent, its purchase price or an investment return.

The checklist is a current editorial proposal. The historical responsibilities provide professional context; no employer deployment of this checklist or measured company result is claimed. Diagram labels are illustrative and contain no client records.

Supporting work:
https://a-samadi.com/work/oxfam-novib.html
https://a-samadi.com/studies/rent-own-2026/

About me:
https://a-samadi.com/about.html

Start with the decision.
Ahmadreza Samadi

Prepared with AI assistance. Educational, not financial advice. The published study is an AI-assisted educational resource.