Help - Forecast Future Values of an Asset based on Volatility and Drift (forecast_fv)
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Forecast Future Values of an Asset based on Volatility and Drift
Purpose
This calculator simulates one future value path for an asset using drift and volatility inputs.
It is useful for quick scenario exploration when you want a stochastic (randomized) path rather than a fixed deterministic curve.
Background
Drift-volatility path simulation
The path uses multiplicative random returns of the form:
where is Drift, is Volatility, and is a standard normal random draw.
Inputs
- starting_price: Initial asset value used as the first plotted point.
- periods: Number of simulated points in the returned series.
- volatility: Dispersion factor of the random return term.
- drift: Mean-growth component applied inside the exponential return term.
Results
- Forecast Values: One simulated value path as a list.
- Forecast chart: Line chart of the simulated path versus forecast step index.
Understanding the Calculation
- qCalc generates
periodsrandom multiplicative returns:
-
The path starts with
starting_price. -
For each next step, the previous price is multiplied by the generated return for that step index.
-
The output path is charted as
Forecast Value Path.
Example
Example scenario:
- starting_price
100 - periods
10 - volatility
0.05 - drift
0.0
Expected interpretation:
- The first value is the starting price.
- Later values move up or down depending on random draws, with larger swings when volatility is higher.
Important Assumptions and Interpretation
- This function produces a single random path per run. Running again with the same inputs generally gives different values.
- No random seed input is provided in this calculator, so results are not fixed/reproducible by default.
- The model is a simplified stochastic path generator for exploration, not a calibrated market model.
- The returned list length follows the
periodssetting; whenperiodsis 1, the path contains only the starting value.