CPI Aerostructures Stock Forward View - Simple Regression

CVU Stock  USD 4.06  -0.18  -4.25%   
This reference view applies Simple Regression to CPI Aerostructures's historical closing prices. CPI Aerostructures's Simple Regression reference page summarizes the forecasted price and model accuracy metrics from daily trading data.
The Simple Regression forecasted value of CPI Aerostructures on the next trading day is expected to be 4.39 with a mean absolute deviation of 0.23 and the sum of the absolute errors of 14.06.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 CPI Aerostructures historical returns. These new methods are regression involving correlated responses such as growth curves and different regression methods accommodating various types of missing data. All forecast values on this page for CPI Aerostructures are Simple Regression reference data derived from historical price series.
Simple Regression model is a single variable regression model that attempts to put a straight line through CPI Aerostructures 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 23rd of March

Given 90 days horizon, the Simple Regression forecasted value of CPI Aerostructures on the next trading day is expected to be 4.39 with a mean absolute deviation of 0.23 , mean absolute percentage error of 0.07 , and the sum of the absolute errors of 14.06 .
Please note that although there have been many attempts to predict CPI 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 CPI Aerostructures' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Stock Forecast Pattern

Backtest CPI Aerostructures  CPI Aerostructures Price Prediction  Research Analysis  

Forecasted Value

Forecasting CPI Aerostructures for the next session involves measuring the model's historical ability to define credible downside and upside scenarios. At the moment, the model places downside around 0.78 and upside around 7.99 for the forecasting period.
Market Value
4.06
4.39
Expected Value
7.99
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 CPI Aerostructures stock data series using in forecasting. Note that when a statistical model is used to represent CPI Aerostructures 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 Criteria115.5167
BiasArithmetic mean of the errors None
MADMean absolute deviation0.2306
MAPEMean absolute percentage error0.0557
SAESum of the absolute errors14.0643
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 CPI Aerostructures 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 CPI Aerostructures

Volume-weighted price analysis for CPI Stock gives heavier weight to price levels where trading activity was highest. Crossovers in the MACD line and signal line can identify shifts in CPI momentum before they appear in raw price.

CPI Aerostructures Related Equities

These related stocks within the Industrials space give benchmarks for judging CPI Aerostructures' results, margins, and growth trend. Looking at CPI Aerostructures' pricing multiples next to these peers shows if the stock trades at a premium or discount.
 Risk & Return  Correlation

CPI Aerostructures Market Strength Events

Evaluating the market strength of CPI Aerostructures stock allows investors to gauge shifts in market momentum. By monitoring these indicators, investors can identify the most opportune moments to trade CPI Aerostructures.

CPI Aerostructures Risk Indicators

Understanding CPI Aerostructures' risk indicators is essential for any investor seeking to forecast its future price accurately. By identifying how much risk is embedded in CPI Aerostructures' investment, investors can decide how to position 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 CPI Aerostructures

A coverage review of CPI Aerostructures shows when the security is attracting above-average attention from contributors and market observers. The stronger process compares story flow with performance, theme classification, and the level of short-term market interest.

CPI Aerostructures Short Properties

Short-interest signals around CPI Aerostructures can help investors judge whether skeptical positioning is starting to pressure price predictability and market tone. This is most valuable when investors want to know whether bearish pressure is starting to shape the market's reaction function.
Common Stock Shares Outstanding12.7 M
Cash And Short Term Investments5.5 M

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