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How to avoid understanding bias in data queries when used by teams?

2025-08-20 380
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risk identification

Differences in the understanding of business indicators by different members may lead to biased query results and affect the quality of decision-making.

protective measure

  • Establishment of a unified data dictionary: Define clearly in Bilbo the caliber of calculation of key indicators
  • Predefined query templates: Create standardized query templates for common business scenarios
  • Setting up data alerts: Adding explanatory labels to confusing fields

Specific implementation programs

  1. Sort out 20-30 core metrics commonly used by teams
  2. Add explicit definitions to Bilbo's "Data Context" on a case-by-case basis
  3. Creating Sample Queries for Complex Indicators
  4. Organize regular query review sessions to calibrate understanding
  5. Setting up a training mechanism for newcomers

Effectiveness Verification

After 3 months of implementation, the effectiveness can be assessed by spot-checking the consistency of query results and feedback from business units, which usually reduces understanding bias by more than 601 TP3T.

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