MGQIBetter Businesses. Stronger Portfolios.
Longer Horizons.
About MGQI
An independently developed framework for disciplined long-term investment research and portfolio thinking.
MGQI brings related investment judgments into a coherent structure while remaining an evolving body of independent intellectual work.
Developed from the need for a more coherent investment process
MGQI began as an effort by Kshirod Kumar Sahoo to organise the different judgments involved in long-term investing into a clear and disciplined structure.
That effort developed through continued study, observation and practical application—examining businesses, market behaviour, the development of conviction and the allocation of capital within a portfolio.
It remains an evolving framework, refined as new evidence and experience deepen the investment process.
What MGQI is—and what it is not
A structured, evidence-led framework
- Independently developed and open to refinement
- Focused on disciplined investment research and portfolio thinking
- Extended through research, observation and application
MGQI is an independently developed research framework. It does not provide personalised investment advice or operate as an asset-management platform.
Kshirod Kumar Sahoo
A personal body of work with an institutional research discipline
Kshirod Kumar Sahoo is a professional geologist and independent investor who developed MGQI through years of study, observation and practical application in public markets.
His professional background is rooted in evidence-based scientific work—observing patterns, interpreting incomplete information and revising conclusions as new evidence emerges. MGQI brings a similar discipline to investment reasoning: separating business quality, market confirmation and capital allocation rather than treating investing as a single decision.
MGQI remains an independently developed body of work, continuously refined through research, observation and application.
The aim is not to make investing appear simple. It is to make the reasoning behind each decision clearer.
MGQI represents the independent intellectual work of its creator.
This website presents the framework and its developing body of research with clarity, modesty and intellectual seriousness. It does not imply institutional endorsement or advisory status.