# Stock valuation

Stock valuation is the process of estimating what a company's shares are worth using its financial results, expected cash flows or comparisons with other companies.

## What it means

A share price tells you what someone is currently willing to pay; a valuation asks what might justify that price. Investors can approach the question through company earnings, cash flows, assets or prices paid for comparable businesses. The result depends on the chosen method and assumptions, so it is an estimate rather than an objective, fixed value.

Two common approaches are discounted cash flow (DCF) analysis, which estimates the present value of future cash flows, and relative valuation, which compares a company with others using ratios such as price-to-earnings (P/E). An apparently low valuation ratio does not, by itself, establish that a stock is undervalued: the company's risks or expected growth may differ from those of its peers.

## How it is calculated

There is no single stock-valuation formula. A simple relative-valuation calculation uses a selected P/E multiple:

`Illustrative value per share = selected P/E multiple × earnings per share (EPS)`

- **Illustrative value per share** is expressed in currency per share, such as US$ per share. It is not a guaranteed trading price.
- **Selected P/E multiple** is a dimensionless ratio chosen for the comparison. Its relevance depends on the businesses and earnings periods being compared.
- **EPS** is earnings attributable to each share, expressed in currency per share. Specify whether it is trailing or forecast EPS, and use the same earnings basis when comparing multiples.

P/E is only one lens. A DCF valuation instead estimates future cash flows and discounts them to today; its output changes when cash-flow forecasts, discount rates or other assumptions change. Either method can produce a range of values rather than one reliable number.

## Worked example

All figures here are hypothetical. Suppose a company reports trailing EPS of **US$4 per share**, and an analyst chooses a **P/E multiple of 15** for an illustration.

1. Multiply EPS by the selected multiple: `US$4 per share × 15 = US$60 per share`.
2. Suppose the stock's quoted price is **US$50 per share**. The illustrative value exceeds that quote by `US$60 − US$50 = US$10 per share`.
3. Test the sensitivity: with a multiple of **12** instead, the same EPS gives `US$4 × 12 = US$48 per share`.

The change from US$60 to US$48 comes entirely from the assumed multiple. Neither figure establishes what the stock should trade for or accounts for the cost of executing an order.

## Why it matters before you trade

Valuation helps separate a view about a company's fundamentals from the practical question of how an order might execute. Before placing a trade, an investor can examine which earnings period, peer group and assumptions produced a valuation, and how much the conclusion changes under reasonable alternatives.

Even when an investor has a valuation estimate, the quoted price may not be the price at which the full order fills. Bid-ask spread, market impact and other transaction costs can affect the effective entry or exit price. Position size, liquidity and basket concentration raise separate risks that a valuation ratio alone cannot describe. A difference between a valuation estimate and a market quote is therefore not a guaranteed profit opportunity.

## How PreTrAIde uses it

PreTrAIde does not claim to calculate an intrinsic stock value or a P/E-based fair value. Its **pre-trade analysis** addresses a different question: the execution and risk characteristics of a proposed stock basket before an order is placed.

A user specifies one or more stocks, each with a buy or sell side, quantity and execution conditions. PreTrAIde returns a GO, NO-GO or MODIFY verdict for the basket and each line, alongside a model-estimated success probability, risk assessment, suggested execution strategy and plain-language reasoning. Its data enrichment includes company profiles, recent news and analyst ratings; these are context, not a stated stock-valuation calculation. Its quantitative layer estimates measures including spread, market impact, volatility and liquidity. Verdicts are decision support, not recommendations. Users place any trades themselves through their own broker.

## Common mistakes

- **Treating a multiple as a fact:** A selected P/E is an assumption; changing it can change the result substantially.
- **Mixing earnings periods:** Trailing EPS and forecast EPS answer different questions. Label them and compare consistently.
- **Ignoring weak or negative earnings:** P/E can be misleading or not meaningful when earnings are unusually low or negative.
- **Confusing value with executable price:** An estimate does not include the spread, market impact or the possibility of a partial fill.
- **Assuming precision:** Forecasts, accounting choices and peer selection introduce uncertainty; a single output should not be mistaken for a certain outcome.

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Source: https://pretraide.com/glossary/valuation
