Caterpillar Stock Forecast - 8 Period Moving Average

CAT Stock  USD 405.65  8.16  2.05%   
The 8 Period Moving Average forecasted value of Caterpillar on the next trading day is expected to be 391.34 with a mean absolute deviation of 9.76 and the sum of the absolute errors of 526.84. Caterpillar Stock Forecast is based on your current time horizon.
  
An 8-period moving average forecast model for Caterpillar is based on an artificially constructed time series of Caterpillar daily prices in which the value for a trading day is replaced by the mean of that value and the values for 8 of preceding and succeeding time periods. This model is best suited for price series data that changes over time.

Caterpillar 8 Period Moving Average Price Forecast For the 27th of November

Given 90 days horizon, the 8 Period Moving Average forecasted value of Caterpillar on the next trading day is expected to be 391.34 with a mean absolute deviation of 9.76, mean absolute percentage error of 158.72, and the sum of the absolute errors of 526.84.
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 389.37 and 393.31, 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
405.65
389.37
Downside
391.34
Expected Value
393.31
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the 8 Period Moving Average 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 Criteria110.3125
BiasArithmetic mean of the errors -5.175
MADMean absolute deviation9.7563
MAPEMean absolute percentage error0.0254
SAESum of the absolute errors526.8412
The eieght-period moving average method has an advantage over other forecasting models in that it does smooth out peaks and valleys in a set of daily observations. Caterpillar 8-period moving average forecast can only be used reliably to predict one or two periods into the future.

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
404.65406.60408.55
Details
Intrinsic
Valuation
LowRealHigh
310.90312.85446.22
Details
Bollinger
Band Projection (param)
LowMiddleHigh
376.34390.20404.06
Details
25 Analysts
Consensus
LowTargetHigh
259.30284.95316.29
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.