Principles of Finance

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Prediction

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Principles of Finance

Definition

Prediction involves estimating future values based on past and present data using statistical models. Essential in finance, it helps in forecasting market trends, stock prices, and economic indicators.

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5 Must Know Facts For Your Next Test

  1. Predictions in finance often use linear regression models to establish relationships between variables.
  2. The accuracy of a prediction depends on the quality and quantity of the data used.
  3. Overfitting occurs when a model is too complex and captures noise instead of the underlying pattern.
  4. Predictive power is evaluated using metrics like R-squared and Mean Squared Error (MSE).
  5. Assumptions such as linearity, independence, homoscedasticity, and normality must be checked for reliable predictions.

Review Questions

  • What statistical method is commonly used to make predictions in finance?
  • Why is overfitting a problem in predictive modeling?
  • List two metrics that are used to evaluate the accuracy of predictions.
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