Lessons From Model Risk Management in Financial Institutions for Academic Research

TL;DR

This paper explores how practices from model risk management in financial institutions can be adapted by academic institutions to enhance research integrity, reduce errors, and prevent fraud.

Contribution

It introduces a framework for applying financial model risk management principles to academic research processes.

Findings

Improved research reliability through risk management strategies.

Reduced errors and misconduct in academic research.

Enhanced oversight and validation procedures.

Abstract

In this paper, we discuss aspects of model risk management in financial institutions which could be adopted by academic institutions to improve the process of conducting academic research, identify and mitigate existing limitations, decrease the possibility of erroneous results, and prevent fraudulent activities.