Apple Stock Forecast - Polynomial Regression
| AAPL Stock | USD 228.52 0.48 0.21% |
The Polynomial Regression forecasted value of Apple Inc on the next trading day is expected to be 222.91 with a mean absolute deviation of 3.06 and the sum of the absolute errors of 186.61. 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.
Apple |
Apple Polynomial Regression Price Forecast For the 22nd of November
Given 90 days horizon, the Polynomial Regression forecasted value of Apple Inc on the next trading day is expected to be 222.91 with a mean absolute deviation of 3.06, mean absolute percentage error of 14.02, and the sum of the absolute errors of 186.61.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 221.66 and 224.16, 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.
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 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.| AIC | Akaike Information Criteria | 120.7507 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 3.0591 |
| MAPE | Mean absolute percentage error | 0.0135 |
| SAE | Sum of the absolute errors | 186.6052 |
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.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.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
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| Overlap Studies | ||
| Pattern Recognition | ||
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| Volume Indicators |
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.
| Accumulation Distribution | 778522.0 | |||
| Daily Balance Of Power | (0.11) | |||
| Rate Of Daily Change | 1.0 | |||
| Day Median Price | 227.93 | |||
| Day Typical Price | 228.13 | |||
| Price Action Indicator | 0.35 | |||
| Period Momentum Indicator | (0.48) | |||
| Relative Strength Index | 51.14 |
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.
| Mean Deviation | 0.9032 | |||
| Semi Deviation | 1.25 | |||
| Standard Deviation | 1.24 | |||
| Variance | 1.53 | |||
| Downside Variance | 1.71 | |||
| Semi Variance | 1.57 | |||
| Expected Short fall | (0.90) |
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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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 6.07 | 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.