Un modo per vedere come i tuoi dati creano davvero valore nel tuo business, dalla loro origine alle decisioni che rendono possibili.
How enterprises trace data from source to trusted product to real business value.
Da dove vengono davvero i dati, e quanto sono affidabili.
Se sono governati, assegnati e verificati abbastanza da poterci agire sopra.
Trasformati in qualcosa di riutilizzabile, non in un'esportazione una tantum.
Usati per decidere davvero qualcosa, non solo per fare un report.
Il risultato di business che la decisione produce.
Esempi illustrativi di come un data product collega una fonte, un owner e le decisioni che ne dipendono.
Sales operations, with data engineering as technical custodian
Removes the manual reconciliation sales and success teams do today across CRM, billing and support tickets before every renewal or upsell conversation.
The single most reused input for churn prediction, next-best-action and lifetime value models. Model quality tracks this product's completeness almost directly.
Identity resolution across systems is imperfect. Duplicate or merged accounts can silently double count revenue in downstream reporting.
Any decision about a CDP, CRM replacement or churn model build vs buy should treat this product's maturity as a precondition, not an afterthought.
Plant operations, with a data platform team providing pipelines
Shifts maintenance from fixed schedules to condition based intervention, which is the difference between planned downtime and unplanned line stoppage.
Directly feeds failure prediction and remaining-useful-life models. Without a clean, timestamped maintenance event history to train against, those models cannot be validated.
Sensor drift and gaps during connectivity loss are common. A model trained on unflagged gaps will learn the gap pattern, not the failure pattern.
A build vs buy decision on a predictive maintenance platform should weigh whether this signal history exists at sufficient quality before comparing vendor AI capability.
La strategia dei dati gira sullo stesso motore Donna di ogni altra decisione qui.
Inizia con Donna