Before you can predict anything, you need clean, structured data.
One common blocker? PDF-based shop reports. At many airlines, components are sent to external shops (e.g. Honeywell, RTX) and results come back in scanned PDFs. Technicians then manually enter the failure information into AMOS.
Using OCR and process automation, we can extract the failure type and reason and sync it with AMOS instantly.