Beyond the Model: Balancing Risk and Expected Returns

You are sitting at your desk late on a Tuesday, finalizing a research note on a mid-cap manufacturing firm based in Pune. Your spreadsheet model predicts a healthy 18% return on equity based on historical averages, and...

Beyond the Spreadsheet: Integrating Qualitative Factors into Financial Projections

You are sitting in a meeting with your firm’s investment committee, presenting a valuation model for a leading Indian FMCG company. Your spreadsheet shows a robust, linear growth in operating margins based on a five-year...

Navigating Capital Structure Shifts in Financial Forecasting

Imagine you are reviewing the five-year financial model for a mid-cap Indian manufacturing firm. You notice that the company’s Return on Equity (ROE) has surged from 15% to 22% over the last three years, and your initial...