Apple Stock Forward View - Simple Regression
| APC Stock | EUR 221.95 1.10 0.50% |
Momentum 46
Impartial
Oversold | Overbought |
This section relates Apple Inc headline activity to recent price behavior and peer context.
The Simple Regression forecasted value of Apple Inc on the next trading day is expected to be 221.41 with a mean absolute deviation of 5.85 and the sum of the absolute errors of 356.68.Apple after-hype prediction price | EUR 220.85 |
Hype signals are presented as complementary context to forecasting, technicals, analyst estimates, earnings, and momentum.
Apple |
Apple Additional Predictive Modules
Most predictive techniques to examine Apple price help traders to determine how to time the market. We provide a combination of tools to recognize potential entry and exit points for Apple using various technical indicators. When you analyze Apple charts, please remember that the event formation may indicate an entry point for a short seller, and look at other indicators across different periods to confirm that a breakdown or reversion is likely to occur.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
| Pattern Recognition | ||
| Price Transform | ||
| Statistic Functions | ||
| Volatility Indicators | ||
| Volume Indicators |
Apple Simple Regression Price Forecast For the 10th of March
Given 90 days horizon, the Simple Regression forecasted value of Apple Inc on the next trading day is expected to be 221.41 with a mean absolute deviation of 5.85 , mean absolute percentage error of 50.05 , and the sum of the absolute errors of 356.68 .Please note that although there have been many attempts to predict Apple Stock prices using its time series forecasting, we generally do not suggest 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
| Backtest Apple | Apple Price Prediction | Research Analysis |
Apple Forecasted Value
This next-day forecast for Apple Inc uses model performance to estimate practical downside and upside boundaries rather than a single point target alone. Investors should still remember that no empirical framework consistently proves that one family of forecasting models will outperform all other approaches in live markets.
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.| AIC | Akaike Information Criteria | 122.0236 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 5.8472 |
| MAPE | Mean absolute percentage error | 0.0262 |
| SAE | Sum of the absolute errors | 356.6788 |
The concept of mean reversion suggests that Apple's price will eventually return toward its long-run average. High prices may deter value investors, while unusually low prices often attract buyers who anticipate a recovery.
Apple After-Hype Price Density Analysis
The price distribution graph for Apple visualizes the statistical uncertainty around our prediction model's output. Investors should interpret the full distribution of Apple's outcomes, not just the central tendency, when making decisions.
Next price density |
| Expected price to next headline |
Apple Estimiated After-Hype Price Volatility
The downside and upside margins for Apple after major news events are estimated from historical precedent. Apple's after-hype downside and upside margins for the prediction period are 219.31 and 222.39, respectively. This approach captures the empirical distribution of Apple's short-term price reactions without assuming any particular model of future behavior.
Current Value
The after-hype framework applied to Apple Inc assumes a 3 months review window and focuses on post-sentiment normalization rather than raw momentum. This view is most useful when investors want to compare sentiment-driven price extension with a more measured post-news scenario.
Apple Stock Price Outlook Analysis
Have you ever been surprised when a price of a Company such as Apple is soaring high without any particular reason? This is usually happening because many institutional investors are aggressively trading Apple backward and forwards among themselves. Have you ever observed a lot of a particular company's price movement is driven by press releases or news about the company that has nothing to do with actual earnings? Usually, hype to individual companies acts as price momentum. If not enough favorable publicity is forthcoming, the Stock price eventually runs out of speed. So, the rule of thumb here is that as long as this news hype has nothing to do with immediate earnings, you should pay more attention to it. If you see this tendency with Apple, there might be something going there, and it might present an excellent short sale opportunity.
| Expected Return | Period Volatility | Hype Elasticity | Related Elasticity | News Density | Related Density | Expected Hype |
0.11 | 1.54 | 0.08 | 0.01 | 9 Events | 1 Events | In 9 days |
| Latest traded price | Expected after-news price | Potential return on next major news | Average after-hype volatility | |
221.95 | 220.85 | 0.00 |
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Apple Hype Timeline
Apple Inc is presently traded for 221.95on Dusseldorf Exchange of Germany. The entity has historical hype elasticity of 0.08, and average elasticity to hype of competition of 0.01. Apple is forecasted not to react to the next headline, with the price staying at about the same level, and average media hype impact volatility is over 100%. The immediate return on the next news is forecasted to be very small, whereas the daily expected return is presently at -0.11%. %. The volatility of related hype on Apple is about 1684.38%, with the expected price after the next announcement by competition of 221.96. The company has Price/Earnings To Growth (PEG) ratio of 2.29. Apple Inc last dividend was issued on the 7th of May 2020. The entity completed a 4:1 stock split on 31st of August 2020. Assuming the 90 days trading horizon the next forecasted press release will be in 9 days. Use Historical Fundamental Analysis of Apple to cross-verify projections for Apple. The historical view provides additional context.Apple Related Hype Analysis
The relationship between Apple and its sector peers means that news affecting one company often reverberates across Apple's competitive landscape. Tracking peer hype helps investors anticipate Apple's likely short-term price behavior.
| HypeElasticity | NewsDensity | SemiDeviation | InformationRatio | PotentialUpside | ValueAt Risk | MaximumDrawdown | |||
| RCI | Rogers Communications | 0.60 | 5 per month | 1.38 | 0.08 | 3.69 | -2.52 | 9.47 | |
| 96W | MAVEN WIRELESS SWEDEN | -0.02 | 2 per month | 0.00 | -0.09 | 7.89 | -7.41 | 31.52 | |
| 1ZG | Zegona Communications plc | 0.40 | 6 per month | 2.32 | 0.16 | 5.16 | -4.84 | 12.15 | |
| HLIA | Nicola Mining | 0.00 | 5 per month | 3.04 | 0.13 | 11.11 | -7.50 | 24.88 | |
| TGE1 | Mobilezone Holding AG | -0.18 | 3 per month | 1.56 | 0.21 | 3.04 | -2.04 | 7.09 | |
| CQD | Charter Communications | 0.04 | 9 per month | 2.06 | 0.09 | 4.16 | -3.24 | 17.97 | |
| HAM | Harmony Gold Mining | -0.20 | 5 per month | 3.87 | 0.02 | 6.67 | -7.14 | 23.75 |
Other Forecasting Options for Apple
Whether a novice or experienced investor, anyone considering Apple needs to understand the dynamics of Apple's price movement. Price charts for Apple Stock contain a significant amount of noise that can distort investment decisions.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 Market Strength Events
Analyzing market strength indicators for Apple enables investors to understand how the stock performs relative to overall market momentum. These indicators are valuable tools for identifying when to enter or exit positions in Apple Inc.
Apple Risk Indicators
Identifying and analyzing Apple's key risk indicators is a foundational step in projecting how its price may evolve. This process helps investors quantify the risk associated with Apple's and decide how to manage it.
| Mean Deviation | 1.17 | |||
| Standard Deviation | 1.51 | |||
| Variance | 2.28 |
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.
Story Coverage note for Apple
Coverage intensity for Apple Inc matters because narrative visibility can influence sentiment, participation, and volatility around the name. The stronger process compares story flow with performance, theme classification, and the level of short-term market interest.
Other Macroaxis Stories
Story coverage on Macroaxis is built for readers who approach markets from different levels of experience but share the same need for disciplined investment context. Used well, these stories become part of a broader workflow built around idea generation, validation, and risk-adjusted portfolio design.
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Apple Short Properties
Short sentiment tied to Apple Inc matters because heavier bearish pressure can change how quickly future price expectations become unstable. Used correctly, these measures can help investors decide when hedging or timing discipline may matter more than conviction alone.
| Common Stock Shares Outstanding | 14.8 B | |
| Dividends Paid | -15.4 B |
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