Ensuring Actionable Data

Impacter Pathway's Data Refinement Protocol

Rodney Jones

Last Update há um mês

While you recharge overnight, IMPACTER's powerful analytics engine activates. Our system carefully processes each day's learning activities, analyzing student responses from multiple perspectives to ensure the highest level of accuracy and comprehensive evaluation.


This nightly routine includes implementation of our Human-In-The-Loop data fine-tuning protocol, where select responses undergo additional expert review, enhancing accuracy and reducing potential biases.

Key aspects of our nightly refinement process:
  • Comprehensive analysis of all new student responses
  • Fine-tuning of our scoring models based on the latest data
  • Relative progress tracking, considering each student's unique starting point
  • Increasing data accuracy as more responses are collected over time

All IMPACTER scoring is informed by a dynamic, responsive growth model that adapts the principles of the Elo rating system to social-emotional learning. This approach allows us to account for each student's individual growth trajectory and provide increasingly accurate assessments over time.


Each morning when you access the platform, you'll have freshly updated scores, newly compiled comprehensive reports, and the most current, in-depth insights at your fingertips. Best of all, you'll be empowered to make informed decisions based on a holistic view of your students' progress.

Learn more in our detailed whitepaper, "The Impact Potential Score: An Elo-Inspired Growth Model."

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