Logistics Forecasting Dashboard
Demand forecasting across a regional distribution network, with the forecast intervals shown as prominently as the point estimate.
Read more- Client
- Placeholder client
- My role
- Architect & Lead Developer
- Year
- 2025
- Category
- Software Development
Every research group had its own shared drive and its own naming convention, and nobody could reproduce anyone else's results.
The core idea
Datasets are immutable and versioned. An experiment run records the exact dataset version, code commit and parameters it used, so a result can always be traced back to the thing that produced it.
Adoption
It succeeded because uploading through the platform was faster than the shared drive it replaced. Tools that are slower than the bad habit never win.
Outcome
Replaced a shared drive and a spreadsheet for around 120 researchers.
Related work
Common questions
What kind of projects does Humza Imran take on?
Selected case studies are on this page. Work is usually applied AI, production software, or both, with a named outcome rather than a slide deck.
How can I work with Humza Imran?
Use the contact form at https://humzaimran.com/contact or email humzaimran505@gmail.com. Describe the problem, the timeline, and whether you need a system built, a team trained, or both.