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August 1, 2026Open Access

Explainability as a Design Property, Not an Explanation Layer: A Design-Theoretic Architecture for Early-Stage Venture Evaluation

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SMSudiip Maathur

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Overview

Conceptual framework addresses explainability in venture evaluation, suggesting it as a design principle, emphasizing rigorous methodologies.

Key Points

  • This work aims to redefine explainability in early-stage venture evaluation as an inherent design property of decision systems.
  • Developed the Robust Explainable Symbiosis Model (RESM) as a five-layer architecture for venture evaluation.
  • Critiqued current practices that treat explainability as an afterthought using post-hoc methods.
  • Proposal based on a systematic review of existing tools and methodologies in venture evaluation.
  • Introduced evaluation logic guided by theory-informed feature engineering.
  • Highlighted the importance of a robust governance workflow for multi-reviewer traceability.
  • Identified strategic value outcomes from failed ventures that typical evaluation systems overlook.

Cite This Study

Sudiip Maathur (2026) studied this question.

synapsesocial.com/papers/6a6d9874e258b358b3c6be61https://doi.org/10.5281/zenodo.21699006
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