Caterpillar Stock Forecast - Triple Exponential Smoothing

CAT Stock  USD 386.02  5.47  1.44%   
The Triple Exponential Smoothing forecasted value of Caterpillar on the next trading day is expected to be 386.22 with a mean absolute deviation of 4.62 and the sum of the absolute errors of 272.44. Caterpillar Stock Forecast is based on your current time horizon.
  
Inventory Turnover is likely to gain to 4.60 in 2025, whereas Payables Turnover is likely to drop 4.65 in 2025. . Common Stock Shares Outstanding is likely to gain to about 568.7 M in 2025. Net Income Applicable To Common Shares is likely to gain to about 8.1 B in 2025.

Open Interest Against 2025-04-17 Caterpillar Option Contracts

Although open interest is a measure utilized in the options markets, it could be used to forecast Caterpillar's spot prices because the number of available contracts in the market changes daily, and new contracts can be created or liquidated at will. Since open interest in Caterpillar's options reflects these daily shifts, investors could use the patterns of these changes to develop long and short-term trading strategies for Caterpillar stock based on available contracts left at the end of a trading day.
Please note that to derive more accurate forecasting about market movement from the current Caterpillar's open interest, investors have to compare it to Caterpillar's spot prices. As Ford's stock price increases, high open interest indicates that money is entering the market, and the market is strongly bullish. Conversely, if the price of Caterpillar is decreasing and there is high open interest, that is a sign that the bearish trend will continue, and investors may react by taking short positions in Caterpillar. So, decreasing or low open interest during a bull market indicates that investors are becoming uncertain of the depth of the bullish trend, and a reversal in sentiment will likely follow.
Triple exponential smoothing for Caterpillar - 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 Caterpillar 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 Caterpillar price movement. However, neither of these exponential smoothing models address any seasonality of Caterpillar.

Caterpillar Triple Exponential Smoothing Price Forecast For the 22nd of January

Given 90 days horizon, the Triple Exponential Smoothing forecasted value of Caterpillar on the next trading day is expected to be 386.22 with a mean absolute deviation of 4.62, mean absolute percentage error of 50.25, and the sum of the absolute errors of 272.44.
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 384.43 and 388.01, 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
386.02
384.43
Downside
386.22
Expected Value
388.01
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 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 CriteriaHuge
BiasArithmetic mean of the errors -1.1667
MADMean absolute deviation4.6176
MAPEMean absolute percentage error0.0119
SAESum of the absolute errors272.4405
As with simple exponential smoothing, in triple exponential smoothing models past Caterpillar 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 Caterpillar observations.

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
384.26386.02387.78
Details
Intrinsic
Valuation
LowRealHigh
347.42388.89390.65
Details
Bollinger
Band Projection (param)
LowMiddleHigh
346.01377.97409.93
Details
26 Analysts
Consensus
LowTargetHigh
357.45392.80436.01
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Caterpillar. Your research has to be compared to or analyzed against Caterpillar's peers to derive any actionable benefits. When done correctly, Caterpillar's competitive analysis will give you plenty of quantitative and qualitative data to validate your investment decisions or develop an entirely new strategy toward taking a position in Caterpillar.

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.

Thematic Opportunities

Explore Investment Opportunities

Build portfolios using Macroaxis predefined set of investing ideas. Many of Macroaxis investing ideas can easily outperform a given market. Ideas can also be optimized per your risk profile before portfolio origination is invoked. Macroaxis thematic optimization helps investors identify companies most likely to benefit from changes or shifts in various micro-economic or local macro-level trends. Originating optimal thematic portfolios involves aligning investors' personal views, ideas, and beliefs with their actual investments.
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Additional Tools for Caterpillar Stock Analysis

When running Caterpillar's price analysis, check to measure Caterpillar's market volatility, profitability, liquidity, solvency, efficiency, growth potential, financial leverage, and other vital indicators. We have many different tools that can be utilized to determine how healthy Caterpillar is operating at the current time. Most of Caterpillar's value examination focuses on studying past and present price action to predict the probability of Caterpillar's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Caterpillar's price. Additionally, you may evaluate how the addition of Caterpillar to your portfolios can decrease your overall portfolio volatility.