Apple Stock Forecast - Simple Regression

APC Stock  EUR 221.30  0.65  0.29%   
The Simple Regression forecasted value of Apple Inc on the next trading day is expected to be 218.18 with a mean absolute deviation of 3.31 and the sum of the absolute errors of 205.14. Apple Stock Forecast is based on your current time horizon.
  
Simple Regression model is a single variable regression model that attempts to put a straight line through Apple price points. This line is defined by its gradient or slope, and the point at which it intercepts the x-axis. Mathematically, assuming the independent variable is X and the dependent variable is Y, then this line can be represented as: Y = intercept + slope * X.

Apple Simple Regression Price Forecast For the 27th of November

Given 90 days horizon, the Simple Regression forecasted value of Apple Inc on the next trading day is expected to be 218.18 with a mean absolute deviation of 3.31, mean absolute percentage error of 17.78, and the sum of the absolute errors of 205.14.
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 216.75 and 219.61, 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
221.30
216.75
Downside
218.18
Expected Value
219.61
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Simple 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.
AICAkaike Information Criteria122.8266
BiasArithmetic mean of the errors None
MADMean absolute deviation3.3087
MAPEMean absolute percentage error0.0159
SAESum of the absolute errors205.1414
In general, regression methods applied to historical equity returns or prices series is an area of active research. In recent decades, new methods have been developed for robust regression of price series such as Apple Inc historical returns. These new methods are regression involving correlated responses such as growth curves and different regression methods accommodating various types of missing data.

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
219.88221.30222.72
Details
Intrinsic
Valuation
LowRealHigh
215.45216.87243.43
Details
Bollinger
Band Projection (param)
LowMiddleHigh
207.78215.29222.79
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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Additional Information and Resources on Investing in Apple Stock

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:
Check out Historical Fundamental Analysis of Apple to cross-verify your projections.
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 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.