American Homes Stock Forward View - Triple Exponential Smoothing

AMH Stock  USD 27.89  0.35  1.27%   
This page provides Triple Exponential Smoothing reference data for American Homes 4, calculated from historical daily prices. The model output shown here is derived from American Homes's historical price series and is provided for informational purposes.
The Triple Exponential Smoothing forecasted value of American Homes 4 on the next trading day is projected to be 27.79 with a mean absolute deviation of 0.34 and the sum of the absolute errors of 20.18.As with simple exponential smoothing, in triple exponential smoothing models past American Homes observations are given exponentially smaller weights as the observations get older. In other words, recent observations are given relatively more weight in forecasting than the older American Homes 4 observations. The Triple Exponential Smoothing reference information for American Homes is based on available price data and is intended for informational purposes.
Triple exponential smoothing for American Homes - also known as the Winters method - is a refinement of the popular double exponential smoothing model with the addition of periodicity (seasonality) component. Simple exponential smoothing technique works best with data where there are no trend or seasonality components to the data. When American Homes prices exhibit either an increasing or decreasing trend over time, simple exponential smoothing forecasts tend to lag behind observations. Double exponential smoothing is designed to address this type of data series by taking into account any trend in American Homes price movement. However, neither of these exponential smoothing models address any seasonality of American Homes 4.

Triple Exponential Smoothing Price Forecast For the 28th of March

Given 90 days horizon, the Triple Exponential Smoothing forecasted value of American Homes 4 on the next trading day is expected to be 27.79 with a mean absolute deviation of 0.34 , mean absolute percentage error of 0.19 , and the sum of the absolute errors of 20.18 .
Please note that although there have been many attempts to predict American Stock prices using its time series forecasting, we generally do not suggest using it to place bets in the real market. The most commonly used models for forecasting predictions are the autoregressive models, which specify that American Homes' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Stock Forecast Pattern

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Forecasted Value

For the next trading day, Macroaxis evaluates American Homes' predictive range by looking for statistically meaningful downside and upside boundaries. The projected forecast band currently runs from roughly 26.39 on the downside to about 29.20 on the upside.
Market Value
27.89
27.79
Expected Value
29.20
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Triple Exponential Smoothing forecasting method's relative quality and the estimations of the prediction error of American Homes stock data series using in forecasting. Note that when a statistical model is used to represent American Homes stock, the representation will rarely be exact; so some information will be lost using the model to explain the process. AIC estimates the relative amount of information lost by a given model: the less information a model loses, the higher its quality.
AICAkaike Information CriteriaHuge
BiasArithmetic mean of the errors 0.0741
MADMean absolute deviation0.3363
MAPEMean absolute percentage error0.0112
SAESum of the absolute errors20.1798
As with simple exponential smoothing, in triple exponential smoothing models past American Homes observations are given exponentially smaller weights as the observations get older. In other words, recent observations are given relatively more weight in forecasting than the older American Homes 4 observations.

Other Forecasting Options for American Homes

The autocorrelation structure of American Homes' daily returns reveals whether American exhibits momentum, mean-reversion, or random-walk behavior. Separating these elements helps distinguish persistent directional moves from temporary noise in American Stock price data.

American Homes Related Equities

Investors studying American Homes often look at related stocks within the Real Estate space to gauge pricing and results. Profit comparisons show whether American Homes earns above or below average returns next to its peers. A stock that beats its peers on many metrics often deserves a closer look from value-focused investors.
 Risk & Return  Correlation

American Homes Market Strength Events

Market strength indicators applied to American Homes stock help assess momentum and resilience across environments. These indicators support informed market timing decisions when analyzing American Homes.

American Homes Risk Indicators

Risk indicator analysis for American Homes is essential for accurately projecting its future price trajectory. The process involves identifying the amount of risk involved in American Homes' investment and either accepting or mitigating it.
Please note, the risk measures we provide can be used independently or collectively to perform a risk assessment. When comparing two potential investments, we recommend comparing similar equities with homogenous growth potential and valuation from related markets to determine which investment holds the most risk.

Story Coverage note for American Homes

A coverage review of American Homes 4 shows when the security is attracting above-average attention from contributors and market observers. Used properly, this context can help investors judge whether visibility is reinforcing the thesis or attracting more speculative pressure.

American Homes Short Properties

Short sentiment tied to American Homes 4 matters because heavier bearish pressure can change how quickly future price expectations become unstable. A disciplined short-interest review can make timing decisions more informed under rising skepticism.
Common Stock Shares Outstanding370.9 M
Cash And Short Term Investments108.5 M

More Resources for American Stock Analysis

A clear view of American Homes 4 comes from reviewing its financial structure and trends. These indicators describe how financial results are generated.