Numbers
Numbers
Quant — Financial Analysis Methodology
This section translates the business story into numbers and asks why the stock trades where it does today. It does not begin with a blank spreadsheet. Instead, it first reads the business analysis so the financial work is anchored in the company’s actual economic model, the right peer set, and the operating metrics that matter most. It then works through the downloaded financials, metrics, price history, estimates, and relevant peer data.
The methodology is to use the numbers diagnostically rather than descriptively. It examines revenue and earnings power, quarterly versus annual trends, cash conversion, capital allocation, leverage, dilution or buybacks, and per-share economics to determine whether reported performance is translating into real shareholder value. It also compares the company with peers where that comparison helps explain durability, risk, or multiple differences.
The goal is to identify the specific figures that explain the current valuation and the one or two metrics most likely to drive a rerating or derating. That means separating accounting profit from usable cash, highlighting balance-sheet flexibility or stress, and focusing on the financial variables the market is actually reacting to rather than charting everything available.
In practice, Quant answers these questions: what the numbers confirm about the business, what they contradict, why the stock is priced as it is, and which financial metric is most important to watch next.