EARL Conference.

Hurma Ehtesham

Data System Analyst, Civic Engineers

Building Stakeholder Confidence in (inconsistent) Enterprise Data

Why do different reports often produce different answers to the same business question? In many organizations, legacy systems, inconsistent business definitions, fragmented data sources, and varying reporting approaches can lead to conflicting results, creating confusion and reducing confidence in the data.This session explores the key factors that influence stakeholder trust in business data, with a focus on data quality, governance, and transparency. We will discuss how effective governance frameworks, clear ownership, and consistent definitions can help establish a shared understanding of business metrics and improve confidence in reporting.