BlackBerry Stock Forward View - Polynomial Regression
| BB Stock | CAD 4.54 0.08 1.79% |
The Polynomial Regression forecast reference data for BlackBerry is based on the equity's recent trading history. Forecast values and accuracy indicators are summarized on this page for reference. This reference information is provided for analytical context.
The Polynomial Regression forecasted value of BlackBerry on the next trading day is expected to be 4.64 with a mean absolute deviation of 0.11 and the sum of the absolute errors of 6.55.A single variable polynomial regression model attempts to put a curve through the BlackBerry historical price points. Mathematically, assuming the independent variable is X and the dependent variable is Y, this line can be indicated as: Y = a0 + a1*X + a2*X2 + a3*X3 + ... + am*Xm The Polynomial Regression projections for BlackBerry are reference data based on historical daily prices and are provided as informational context. Polynomial Regression Price Forecast For the 26th of March
Given 90 days horizon, the Polynomial Regression forecasted value of BlackBerry on the next trading day is expected to be 4.64 with a mean absolute deviation of 0.11 , mean absolute percentage error of 0.02 , and the sum of the absolute errors of 6.55 .Please note that although there have been many attempts to predict BlackBerry 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 BlackBerry's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Stock Forecast Pattern
| Backtest BlackBerry | BlackBerry Price Prediction | Research Analysis |
Forecasted Value
This next-day forecast for BlackBerry uses model performance to estimate practical downside and upside boundaries rather than a single point target alone. The projected forecast band currently runs from roughly 2.85 on the downside to about 6.44 on the upside.
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 BlackBerry stock data series using in forecasting. Note that when a statistical model is used to represent BlackBerry 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 | 114.0454 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.1074 |
| MAPE | Mean absolute percentage error | 0.0219 |
| SAE | Sum of the absolute errors | 6.5539 |
Other Forecasting Options for BlackBerry
Volatility clustering is a well-documented feature of BlackBerry Stock price data where periods of large moves tend to follow other large moves. When BlackBerry's RSI reaches extreme levels, it often precedes a short-term price correction or consolidation. Seasonal patterns in BlackBerry's returns can persist when driven by structural factors like earnings calendars or index rebalancing.BlackBerry Related Equities
These stocks are related to BlackBerry within the Information Technology space and can be used for peer review, pricing, or spreading risk. Return on equity across these peers shows how well each firm turns capital into profit. Falling behind peers on key ratios may signal headwinds or execution issues worth looking into. This type of review is most useful when done often to track how positions shift over time.
| Risk & Return | Correlation |
BlackBerry Market Strength Events
Analyzing market strength indicators for BlackBerry enables investors to understand relative stock momentum. These tools help identify favorable windows for position changes in BlackBerry. Market strength indicators support more precise timing of BlackBerry positions across market cycles.
| Accumulation Distribution | 84904.74 | |||
| Daily Balance Of Power | 0.5714 | |||
| Rate Of Daily Change | 1.02 | |||
| Day Median Price | 4.56 | |||
| Day Typical Price | 4.55 | |||
| Price Action Indicator | 0.02 | |||
| Period Momentum Indicator | 0.08 |
BlackBerry Risk Indicators
Identifying and analyzing BlackBerry's key risk indicators is a foundational step in projecting how its price may evolve. This process involves measuring the level of investment risk in BlackBerry's and determining how best to manage it. Studying BlackBerry's risk indicators helps investors understand the risk level of blackberry stock.
| Mean Deviation | 1.66 | |||
| Standard Deviation | 2.54 | |||
| Variance | 6.46 |
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 BlackBerry
Coverage intensity for BlackBerry matters because narrative visibility can influence sentiment, participation, and volatility around the name. A disciplined read of coverage separates durable relevance from temporary noise.
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BlackBerry Short Properties
Reviewing short-oriented indicators for BlackBerry is useful because long and short participants often create very different signals for timing and volatility. Used correctly, these measures can help investors decide when hedging or timing discipline may matter more than conviction alone.
| Common Stock Shares Outstanding | 591.5 M | |
| Cash And Short Term Investments | 337.8 M |
More Resources for BlackBerry Stock Analysis
A full view of BlackBerry is built from its financial statements and trend data. The following reports provide additional context for BlackBerry Stock:For BlackBerry, Historical Fundamental Analysis of BlackBerry serves as a reference point for projection validation. For more information on BlackBerry Stock please use our How to Invest in BlackBerry overview. It covers the key aspects of trading BlackBerry Stock.With BlackBerry showing P/E 215.14 and ROE 2.88%, investors get more value when this analysis is combined with the diversification and construction tools below. Those return and profitability levels shape the investment picture - the supplemental tools help investors decide if they are sustainable. You can also try the Pattern Recognition module to use different Pattern Recognition models to identify potential trend changes across multiple global exchanges.