Apple CDR Stock Forward View
| AAPL Stock | 35.57 -0.63 -1.74% |
The forecast reference data for Apple CDR on this page is generated using Naive Prediction applied to historical price observations. Projected values and error measures are included as reference material.
The Naive Prediction forecasted value of Apple CDR on the next trading day is expected to be 36.27 with a mean absolute deviation of 0.59 and the sum of the absolute errors of 35.94.This model is not at all useful as a medium-long range forecasting tool of Apple CDR. This model is simplistic and is included partly for completeness and partly because of its simplicity. It is unlikely that you'll want to use this model directly to predict Apple CDR. Instead, consider using either the moving average model or the more general weighted moving average model with a higher (i.e., greater than 1) number of periods, and possibly a different set of weights. The Naive Prediction reference values for Apple CDR are derived from publicly available price data and should be used for informational purposes only. Naive Prediction Price Forecast For the 21st of March
Given 90 days horizon, the Naive Prediction forecasted value of Apple CDR on the next trading day is expected to be 36.27 with a mean absolute deviation of 0.59 , mean absolute percentage error of 0.57 , and the sum of the absolute errors of 35.94 .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 CDR's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Stock Forecast Pattern
| Backtest Apple CDR | Apple CDR Price Prediction | Research Analysis |
Forecasted Value
For the next trading day, Macroaxis evaluates Apple CDR's predictive range by looking for statistically meaningful downside and upside boundaries. At the moment, the model places downside around 34.75 and upside around 37.79 for the forecasting period.
Model Predictive Factors
The below table displays some essential indicators generated by the model showing the Naive Prediction forecasting method's relative quality and the estimations of the prediction error of Apple CDR stock data series using in forecasting. Note that when a statistical model is used to represent Apple CDR 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 | 117.5534 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.5892 |
| MAPE | Mean absolute percentage error | 0.0157 |
| SAE | Sum of the absolute errors | 35.9413 |
Other Forecasting Options for Apple CDR
Investors at all stages of experience who consider Apple must develop an understanding of Apple CDR's price dynamics. The noise embedded in Apple Stock price charts can create misleading signals and skew investment decisions.Apple CDR Related Equities
The following equities are related to Apple CDR within the Consumer Electronics space and can be used for peer comparison, relative valuation, or portfolio diversification. Comparing Apple CDR against peers on metrics such as P/E, margins, and return on equity helps contextualize its positioning and identify relative strengths or weaknesses.
| Risk & Return | Correlation |
Apple CDR Market Strength Events
Market strength indicators applied to Apple CDR stock give investors a structured view of the security's momentum relative to the overall market. Using these indicators, traders can refine their timing when entering or exiting positions in Apple CDR.
Apple CDR Risk Indicators
Evaluating Apple CDR's risk indicators is an important step in accurately forecasting its price and assessing the suitability of an investment. Understanding the risk profile of Apple CDR's allows investors to make more informed decisions about position sizing and risk.
| Mean Deviation | 1.03 | |||
| Standard Deviation | 1.47 | |||
| Variance | 2.16 |
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 CDR
A coverage review of Apple CDR shows when the security is attracting above-average attention from contributors and market observers. The stronger process compares story flow with performance, theme classification, and the level of short-term market interest.
Other Macroaxis Stories
Macroaxis publishes story content for a diverse readership that includes finance students, independent investors, money managers, and market-focused operating teams. What connects that audience is a focus on building stronger portfolios through better research, risk awareness, and comparative analysis.
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Apple CDR Short Properties
Short-interest signals around Apple CDR can help investors judge whether skeptical positioning is starting to pressure price predictability and market tone. The practical goal is to identify when the balance between long and short participation may be changing the quality of the setup.
| Common Stock Shares Outstanding | 14.8 B | |
| Cash And Short Term Investments | 54.7 B |
More Resources for Apple Stock Analysis
Other Information on Investing in Apple Stock
Financial ratios represent how different financial values are linked for Apple CDR. They reflect how financial results tie into valuation measures. The format ensures financial data remains comparable across time periods. All values are presented as reference data based on the latest available reporting.