Caterpillar Stock Forecast - Polynomial Regression

CAT1 Stock   370.00  5.00  1.33%   
The Polynomial Regression forecasted value of Caterpillar on the next trading day is expected to be 386.12 with a mean absolute deviation of 6.52 and the sum of the absolute errors of 397.77. Caterpillar Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Caterpillar stock prices and determine the direction of Caterpillar's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Caterpillar's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
Caterpillar polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Caterpillar as well as the accuracy indicators are determined from the period prices.

Caterpillar Polynomial Regression Price Forecast For the 12th of December 2024

Given 90 days horizon, the Polynomial Regression forecasted value of Caterpillar on the next trading day is expected to be 386.12 with a mean absolute deviation of 6.52, mean absolute percentage error of 69.09, and the sum of the absolute errors of 397.77.
Please note that although there have been many attempts to predict Caterpillar Stock prices using its time series forecasting, we generally do not recommend using it to place bets in the real market. The most commonly used models for forecasting predictions are the autoregressive models, which specify that Caterpillar's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Caterpillar Stock Forecast Pattern

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Caterpillar Forecasted Value

In the context of forecasting Caterpillar's Stock value on the next trading day, we examine the predictive performance of the model to find good statistically significant boundaries of downside and upside scenarios. Caterpillar's downside and upside margins for the forecasting period are 384.23 and 388.02, respectively. We have considered Caterpillar's daily market price to evaluate the above model's predictive performance. Remember, however, there is no scientific proof or empirical evidence that traditional linear or nonlinear forecasting models outperform artificial intelligence and frequency domain models to provide accurate forecasts consistently.
Market Value
370.00
384.23
Downside
386.12
Expected Value
388.02
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Polynomial Regression forecasting method's relative quality and the estimations of the prediction error of Caterpillar stock data series using in forecasting. Note that when a statistical model is used to represent Caterpillar 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 Criteria122.3459
BiasArithmetic mean of the errors None
MADMean absolute deviation6.5208
MAPEMean absolute percentage error0.018
SAESum of the absolute errors397.769
A single variable polynomial regression model attempts to put a curve through the Caterpillar historical price points. Mathematically, assuming the independent variable is X and the dependent variable is Y, this line can be indicated as: Y = a0 + a1*X + a2*X2 + a3*X3 + ... + am*Xm

Predictive Modules for Caterpillar

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Caterpillar. Regardless of method or technology, however, to accurately forecast the stock market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the stock market accurately is still an essential part of the overall investment decision process. Using different forecasting techniques and comparing the results might improve your chances of accuracy even though unexpected events may often change the market sentiment and impact your forecasting results.
Hype
Prediction
LowEstimatedHigh
373.10375.00376.90
Details
Intrinsic
Valuation
LowRealHigh
337.50429.45431.35
Details
Bollinger
Band Projection (param)
LowMiddleHigh
372.26376.50380.74
Details

Other Forecasting Options for Caterpillar

For every potential investor in Caterpillar, whether a beginner or expert, Caterpillar's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Caterpillar Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Caterpillar. Basic forecasting techniques help filter out the noise by identifying Caterpillar's price trends.

Caterpillar Related Equities

One of the popular trading techniques among algorithmic traders is to use market-neutral strategies where every trade hedges away some risk. Because there are two separate transactions required, even if one position performs unexpectedly, the other equity can make up some of the losses. Below are some of the equities that can be combined with Caterpillar stock to make a market-neutral strategy. Peer analysis of Caterpillar could also be used in its relative valuation, which is a method of valuing Caterpillar by comparing valuation metrics with similar companies.
 Risk & Return  Correlation

Caterpillar Technical and Predictive Analytics

The stock market is financially volatile. Despite the volatility, there exist limitless possibilities of gaining profits and building passive income portfolios. With the complexity of Caterpillar's price movements, a comprehensive understanding of forecasting methods that an investor can rely on to make the right move is invaluable. These methods predict trends that assist an investor in predicting the movement of Caterpillar's current price.

Caterpillar Market Strength Events

Market strength indicators help investors to evaluate how Caterpillar stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Caterpillar shares will generate the highest return on investment. By undertsting and applying Caterpillar stock market strength indicators, traders can identify Caterpillar entry and exit signals to maximize returns.

Caterpillar Risk Indicators

The analysis of Caterpillar's basic risk indicators is one of the essential steps in accurately forecasting its future price. The process involves identifying the amount of risk involved in Caterpillar's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting caterpillar stock prices, we also provide a set of basic risk indicators that can assist in the individual investment decision or help in hedging the risk of your existing portfolios.
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.

Also Currently Popular

Analyzing currently trending equities could be an opportunity to develop a better portfolio based on different market momentums that they can trigger. Utilizing the top trending stocks is also useful when creating a market-neutral strategy or pair trading technique involving a short or a long position in a currently trending equity.

Additional Information and Resources on Investing in Caterpillar Stock

When determining whether Caterpillar is a good investment, qualitative aspects like company management, corporate governance, and ethical practices play a significant role. A comparison with peer companies also provides context and helps to understand if Caterpillar Stock is undervalued or overvalued. This multi-faceted approach, blending both quantitative and qualitative analysis, forms a solid foundation for making an informed investment decision about Caterpillar Stock. Highlighted below are key reports to facilitate an investment decision about Caterpillar Stock:
Check out Historical Fundamental Analysis of Caterpillar to cross-verify your projections.
For information on how to trade Caterpillar Stock refer to our How to Trade Caterpillar Stock guide.
You can also try the Share Portfolio module to track or share privately all of your investments from the convenience of any device.
Please note, there is a significant difference between Caterpillar's value and its price as these two are different measures arrived at by different means. Investors typically determine if Caterpillar is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Caterpillar's price is the amount at which it trades on the open market and represents the number that a seller and buyer find agreeable to each party.