American Axle Stock Forward View - Simple Regression

AXLDelisted Stock  USD 5.75  0.09  1.59%   
This reference page presents Simple Regression forecast data for American Axle Manufacturing. The projected values and error metrics are presented below as reference information.
The Simple Regression forecasted value of American Axle Manufacturing on the next trading day is expected to be 5.93 with a mean absolute deviation of 0.74 and the sum of the absolute errors of 45.69.In general, regression methods applied to historical equity returns or prices series is an area of active research. In recent decades, new methods have been developed for robust regression of price series such as American Axle Manufacturing historical returns. These new methods are regression involving correlated responses such as growth curves and different regression methods accommodating various types of missing data. This Simple Regression forecast data for American Axle Manufacturing is sourced from the most recent available trading data and is intended solely as reference information.
Simple Regression model is a single variable regression model that attempts to put a straight line through American Axle price points. This line is defined by its gradient or slope, and the point at which it intercepts the x-axis. Mathematically, assuming the independent variable is X and the dependent variable is Y, then this line can be represented as: Y = intercept + slope * X.

Simple Regression Price Forecast For the 26th of March

Given 90 days horizon, the Simple Regression forecasted value of American Axle Manufacturing on the next trading day is expected to be 5.93 with a mean absolute deviation of 0.74 , mean absolute percentage error of 0.79 , and the sum of the absolute errors of 45.69 .
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 Axle's 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

This next-day forecast for American Axle Manufacturing uses model performance to estimate practical downside and upside boundaries rather than a single point target alone. At the moment, the model places downside around 1.74 and upside around 10.13 for the forecasting period.
Market Value
5.75
5.93
Expected Value
10.13
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Simple Regression forecasting method's relative quality and the estimations of the prediction error of American Axle stock data series using in forecasting. Note that when a statistical model is used to represent American Axle 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 Criteria119.7133
BiasArithmetic mean of the errors None
MADMean absolute deviation0.7369
MAPEMean absolute percentage error0.1064
SAESum of the absolute errors45.69
In general, regression methods applied to historical equity returns or prices series is an area of active research. In recent decades, new methods have been developed for robust regression of price series such as American Axle Manufacturing historical returns. These new methods are regression involving correlated responses such as growth curves and different regression methods accommodating various types of missing data.

Other Forecasting Options for American Axle

American Axle's daily price returns can be decomposed into trend, seasonal, and residual components. Divergence between short-term and long-term averages in American often signals an upcoming reversal or acceleration.

American Axle Related Equities

These stocks within the Consumer Discretionary space are often compared to American Axle by analysts and fund managers in the sector. Return on equity across these peers shows how well each firm turns capital into profit. Identifying peers that steadily beat or lag American Axle across many periods highlights durable competitive gaps. Peer review is one of the most widely used methods in stock research and portfolio building.
 Risk & Return  Correlation

American Axle Market Strength Events

Market strength indicators help investors evaluate how American Axle stock reacts to evolving market conditions. These indicators help determine optimal entry and exit points for trading American Axle Manufacturing.

American Axle Risk Indicators

The analysis of American Axle's basic risk indicators is one of the essential steps in accurately forecasting its future price. Understanding the risk involved in holding American Axle's allows investors to make informed decisions about their exposure.
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 Axle

Coverage intensity for American Axle Manufacturing matters because narrative visibility can influence sentiment, participation, and volatility around the name. A disciplined read of coverage separates durable relevance from temporary noise.

American Axle Short Properties

A short-interest review of American Axle Manufacturing provides context for understanding whether skepticism in the market is becoming more influential. The practical goal is to identify when the balance between long and short participation may be changing the quality of the setup.
Common Stock Shares Outstanding121.9 M
Cash And Short Term Investments552.9 M
Cross-verify projections for American Axle using Historical Fundamental Analysis of American Axle.
At P/E 15.16 and ROE 6.28%, American Axle analysis should be read alongside other portfolio and risk tools before adjusting capital allocation. Additional scrutiny through the profitability and balance-sheet tools is warranted. You can also try the Positions Ratings module to determine portfolio positions ratings based on digital equity recommendations. Macroaxis instant position ratings are based on combination of fundamental analysis and risk-adjusted market performance.

Other Consideration for investing in American Stock

American Axle is no longer listed on a major exchange and may trade through OTC venues. Delisted securities typically carry elevated liquidity and reporting risk.
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