Apple Stock Forecast - Triple Exponential Smoothing

AAPL Stock  USD 237.33  2.40  1.02%   
The Triple Exponential Smoothing forecasted value of Apple Inc on the next trading day is expected to be 237.90 with a mean absolute deviation of 2.19 and the sum of the absolute errors of 131.45. Apple Stock Forecast is based on your current time horizon. Although Apple's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Apple's systematic risk associated with finding meaningful patterns of Apple fundamentals over time.
  
At this time, Apple's Inventory Turnover is quite stable compared to the past year. Payables Turnover is expected to rise to 3.42 this year, although the value of Fixed Asset Turnover will most likely fall to 7.05. . Common Stock Shares Outstanding is expected to rise to about 20.9 B this year. Net Income Applicable To Common Shares is expected to rise to about 117.1 B this year.
Triple exponential smoothing for Apple - 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 Apple 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 Apple price movement. However, neither of these exponential smoothing models address any seasonality of Apple Inc.

Apple Triple Exponential Smoothing Price Forecast For the 1st of December

Given 90 days horizon, the Triple Exponential Smoothing forecasted value of Apple Inc on the next trading day is expected to be 237.90 with a mean absolute deviation of 2.19, mean absolute percentage error of 8.47, and the sum of the absolute errors of 131.45.
Please note that although there have been many attempts to predict Apple 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 Apple's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Apple Stock Forecast Pattern

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Apple Forecasted Value

In the context of forecasting Apple'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. Apple's downside and upside margins for the forecasting period are 236.69 and 239.11, respectively. We have considered Apple'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
237.33
236.69
Downside
237.90
Expected Value
239.11
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 Apple stock data series using in forecasting. Note that when a statistical model is used to represent Apple 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 -0.5009
MADMean absolute deviation2.1909
MAPEMean absolute percentage error0.0096
SAESum of the absolute errors131.4548
As with simple exponential smoothing, in triple exponential smoothing models past Apple 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 Apple Inc observations.

Predictive Modules for Apple

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Apple Inc. 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
236.22237.43238.64
Details
Intrinsic
Valuation
LowRealHigh
232.48233.69261.06
Details
Bollinger
Band Projection (param)
LowMiddleHigh
223.43230.89238.35
Details
47 Analysts
Consensus
LowTargetHigh
213.66234.79260.62
Details

Other Forecasting Options for Apple

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

Apple 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 Apple stock to make a market-neutral strategy. Peer analysis of Apple could also be used in its relative valuation, which is a method of valuing Apple by comparing valuation metrics with similar companies.
 Risk & Return  Correlation

Apple Inc 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 Apple'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 Apple's current price.

Apple Market Strength Events

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

Apple Risk Indicators

The analysis of Apple'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 Apple's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting apple 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.

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When determining whether Apple Inc is a strong investment it is important to analyze Apple's competitive position within its industry, examining market share, product or service uniqueness, and competitive advantages. Beyond financials and market position, potential investors should also consider broader economic conditions, industry trends, and any regulatory or geopolitical factors that may impact Apple's future performance. For an informed investment choice regarding Apple Stock, refer to the following important reports:
Is Technology Hardware, Storage & Peripherals space expected to grow? Or is there an opportunity to expand the business' product line in the future? Factors like these will boost the valuation of Apple. If investors know Apple will grow in the future, the company's valuation will be higher. The financial industry is built on trying to define current growth potential and future valuation accurately. All the valuation information about Apple listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
Quarterly Earnings Growth
(0.34)
Dividend Share
0.98
Earnings Share
6.08
Revenue Per Share
25.485
Quarterly Revenue Growth
0.061
The market value of Apple Inc is measured differently than its book value, which is the value of Apple that is recorded on the company's balance sheet. Investors also form their own opinion of Apple's value that differs from its market value or its book value, called intrinsic value, which is Apple's true underlying value. Investors use various methods to calculate intrinsic value and buy a stock when its market value falls below its intrinsic value. Because Apple's market value can be influenced by many factors that don't directly affect Apple's underlying business (such as a pandemic or basic market pessimism), market value can vary widely from intrinsic value.
Please note, there is a significant difference between Apple's value and its price as these two are different measures arrived at by different means. Investors typically determine if Apple is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Apple'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.