Calculate the price earnings ratio (P/E), a valuation ratio that compares a company’s stock price to its earnings per share.

The price earnings ratio is a widely used valuation metric that helps investors assess the relative value of a company’s stock. A higher P/E ratio may indicate that the market has high expectations for the company’s future growth, while a lower P/E ratio may suggest that the company is undervalued.

The formula is as follows:

\[\text{Price to Earnings Ratio} (P / E) = \text{Share Price} / \text{Earnings per Share} (\text{EPS})\]

Also known as: PE ratio, P/E ratio, price-earnings ratio, earnings multiple.

Price to Earnings Ratio (PE) in Python

get_price_to_earnings_ratio is part of the Ratios module of the open-source Finance Toolkit. Install it with:

pip install financetoolkit -U

Then call get_price_to_earnings_ratio as shown below.

from financetoolkit import Toolkit

toolkit = Toolkit(["AAPL", "TSLA"], api_key="FINANCIAL_MODELING_PREP_KEY")

pe_ratio = toolkit.ratios.get_price_to_earnings_ratio()

Which returns:

  2021 2022 2023 2024 2025
AAPL 31.6299 21.254 31.3868 41.1631 36.418
TSLA 215.568 34.0154 57.6961 198.126 418.189

Parameters

get_price_to_earnings_ratio accepts the following parameters:

  • include_dividends (bool, optional): Whether to include dividends in the calculation. Defaults to False.
  • diluted (bool, optional): Whether to use diluted shares in the calculation. Defaults to True.
  • rounding (int, optional): The number of decimals to round the results to. Defaults to 4.
  • growth (bool, optional): Whether to calculate the growth of the ratios. Defaults to False.
  • lag (int | str, optional): The lag to use for the growth calculation. Defaults to 1.
  • standardize (bool, optional): Whether to standardize (Z-Score) the result. When combined with growth=True, standardizes the growth values instead of the raw values. Defaults to False.
  • trailing (int, optional): Defines whether to select a trailing period. E.g. when selecting 4 with quarterly data, the TTM is calculated.
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