Pineapple Financial Stock Forecast - Simple Regression
| PAPL Stock | 1.42 0.01 0.71% |
The Simple Regression forecasted value of Pineapple Financial on the next trading day is expected to be 1.08 with a mean absolute deviation of 0.34 and the sum of the absolute errors of 21.03. Pineapple Stock Forecast is based on your current time horizon. Although Pineapple Financial's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Pineapple Financial's systematic risk associated with finding meaningful patterns of Pineapple Financial fundamentals over time.
As of now, the relative strength index (RSI) of Pineapple Financial's share price is approaching 37 indicating that the stock is in nutural position, most likellhy at or near its support level. The main point of RSI analysis is to track how fast people are buying or selling Pineapple Financial, making its price go up or down. Momentum 37
Sell Extended
Oversold | Overbought |
EPS Estimate Current Year (0.31) | EPS Estimate Next Year 0.04 | Wall Street Target Price 5 | EPS Estimate Current Quarter (2.00) | Quarterly Revenue Growth (0.06) |
Using Pineapple Financial hype-based prediction, you can estimate the value of Pineapple Financial from the perspective of Pineapple Financial response to recently generated media hype and the effects of current headlines on its competitors.
The Simple Regression forecasted value of Pineapple Financial on the next trading day is expected to be 1.08 with a mean absolute deviation of 0.34 and the sum of the absolute errors of 21.03. Pineapple Financial after-hype prediction price | USD 1.42 |
There is no one specific way to measure market sentiment using hype analysis or a similar predictive technique. This prediction method should be used in combination with more fundamental and traditional techniques such as stock price forecasting, technical analysis, analysts consensus, earnings estimates, and various momentum models.
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Pineapple Financial Additional Predictive Modules
Most predictive techniques to examine Pineapple price help traders to determine how to time the market. We provide a combination of tools to recognize potential entry and exit points for Pineapple using various technical indicators. When you analyze Pineapple 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 |
Pineapple Financial Simple Regression Price Forecast For the 24th of January
Given 90 days horizon, the Simple Regression forecasted value of Pineapple Financial on the next trading day is expected to be 1.08 with a mean absolute deviation of 0.34, mean absolute percentage error of 0.16, and the sum of the absolute errors of 21.03.Please note that although there have been many attempts to predict Pineapple 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 Pineapple Financial's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Pineapple Financial Stock Forecast Pattern
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Pineapple Financial Forecasted Value
In the context of forecasting Pineapple Financial'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. Pineapple Financial's downside and upside margins for the forecasting period are 0.01 and 13.61, respectively. We have considered Pineapple Financial'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 Simple Regression forecasting method's relative quality and the estimations of the prediction error of Pineapple Financial stock data series using in forecasting. Note that when a statistical model is used to represent Pineapple Financial 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 | 118.111 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.3392 |
| MAPE | Mean absolute percentage error | 0.1404 |
| SAE | Sum of the absolute errors | 21.0335 |
Predictive Modules for Pineapple Financial
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Pineapple Financial. 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.Pineapple Financial After-Hype Price Prediction Density Analysis
As far as predicting the price of Pineapple Financial at your current risk attitude, this probability distribution graph shows the chance that the prediction will fall between or within a specific range. We use this chart to confirm that your returns on investing in Pineapple Financial or, for that matter, your successful expectations of its future price, cannot be replicated consistently. Please note, a large amount of money has been lost over the years by many investors who confused the symmetrical distributions of Stock prices, such as prices of Pineapple Financial, with the unreliable approximations that try to describe financial returns.
Next price density |
| Expected price to next headline |
Pineapple Financial Estimiated After-Hype Price Volatility
In the context of predicting Pineapple Financial's stock value on the day after the next significant headline, we show statistically significant boundaries of downside and upside scenarios based on Pineapple Financial's historical news coverage. Pineapple Financial's after-hype downside and upside margins for the prediction period are 0.07 and 13.85, respectively. We have considered Pineapple Financial's daily market price in relation to the headlines to evaluate this method's predictive performance. Remember, however, there is no scientific proof or empirical evidence that news-based prediction models outperform traditional linear, nonlinear models or artificial intelligence models to provide accurate predictions consistently.
Current Value
Pineapple Financial is out of control at this time. Analysis and calculation of next after-hype price of Pineapple Financial is based on 3 months time horizon.
Pineapple Financial Stock Price Prediction Analysis
Have you ever been surprised when a price of a Company such as Pineapple Financial is soaring high without any particular reason? This is usually happening because many institutional investors are aggressively trading Pineapple Financial 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 Pineapple Financial, 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 |
1.22 | 12.53 | 0.56 | 0.09 | 9 Events / Month | 2 Events / Month | In about 9 days |
| Latest traded price | Expected after-news price | Potential return on next major news | Average after-hype volatility | ||
1.42 | 1.42 | 0.00 |
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Pineapple Financial Hype Timeline
Pineapple Financial is at this time traded for 1.42. The entity has historical hype elasticity of 0.56, and average elasticity to hype of competition of 0.09. Pineapple is projected 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 projected to be very small, whereas the daily expected return is at this time at -1.22%. %. The volatility of related hype on Pineapple Financial is about 17647.89%, with the expected price after the next announcement by competition of 1.51. About 16.0% of the company outstanding shares are owned by corporate insiders. The company recorded a loss per share of 5.31. Pineapple Financial had not issued any dividends in recent years. The entity had 1:20 split on the 16th of July 2025. Given the investment horizon of 90 days the next projected press release will be in about 9 days. Check out Historical Fundamental Analysis of Pineapple Financial to cross-verify your projections.Pineapple Financial Related Hype Analysis
Having access to credible news sources related to Pineapple Financial's direct competition is more important than ever and may enhance your ability to predict Pineapple Financial's future price movements. Getting to know how Pineapple Financial's peers react to changing market sentiment, related social signals, and mainstream news is a great way to find investing opportunities and time the market. The summary table below summarizes the essential lagging indicators that can help you analyze how Pineapple Financial may potentially react to the hype associated with one of its peers.
| HypeElasticity | NewsDensity | SemiDeviation | InformationRatio | PotentialUpside | ValueAt Risk | MaximumDrawdown | |||
| BSLK | Bolt Projects Holdings | 0.13 | 9 per month | 0.00 | (0.28) | 10.20 | (21.48) | 42.31 | |
| APLM | Apollomics Class A | 0.63 | 4 per month | 0.00 | (0.06) | 17.08 | (17.72) | 44.38 | |
| PLMK | Plum Acquisition Corp | 0.00 | 0 per month | 0.16 | (0.47) | 0.29 | (0.38) | 0.96 | |
| AMTD | AMTD IDEA Group | (0.01) | 9 per month | 3.82 | (0.01) | 6.54 | (4.81) | 41.87 | |
| RANG | Range Capital Acquisition | 0.00 | 0 per month | 0.00 | (0.68) | 0.19 | (0.28) | 0.96 | |
| ZBAI | ATIF Holdings Limited | 0.02 | 8 per month | 0.00 | (0.04) | 8.58 | (9.31) | 30.10 | |
| QUMS | Quantumsphere Acquisition | 0.00 | 0 per month | 0.00 | (1.58) | 0.10 | 0.00 | 0.40 | |
| KFIIR | KF Growth Acquisition | 0.00 | 0 per month | 7.73 | 0.07 | 15.38 | (16.67) | 31.76 | |
| HVII | Hennessy Capital Investment | (0.06) | 7 per month | 0.43 | (0.12) | 0.48 | (0.77) | 6.64 | |
| OBA | Oxley Bridge Acquisition | 0.00 | 0 per month | 0.00 | (0.58) | 0.30 | (0.20) | 0.89 |
Other Forecasting Options for Pineapple Financial
For every potential investor in Pineapple, whether a beginner or expert, Pineapple Financial's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Pineapple Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Pineapple. Basic forecasting techniques help filter out the noise by identifying Pineapple Financial's price trends.Pineapple Financial 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 Pineapple Financial stock to make a market-neutral strategy. Peer analysis of Pineapple Financial could also be used in its relative valuation, which is a method of valuing Pineapple Financial by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
Pineapple Financial Market Strength Events
Market strength indicators help investors to evaluate how Pineapple Financial stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Pineapple Financial shares will generate the highest return on investment. By undertsting and applying Pineapple Financial stock market strength indicators, traders can identify Pineapple Financial entry and exit signals to maximize returns.
Pineapple Financial Risk Indicators
The analysis of Pineapple Financial'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 Pineapple Financial's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting pineapple 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 | 7.0 | |||
| Standard Deviation | 12.04 | |||
| Variance | 144.94 |
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 Pineapple Financial
The number of cover stories for Pineapple Financial depends on current market conditions and Pineapple Financial's risk-adjusted performance over time. The coverage that generates the most noise at a given time depends on the prevailing investment theme that Pineapple Financial is classified under. However, while its typical story may have numerous social followers, the rapid visibility can also attract short-sellers, who usually are skeptical about Pineapple Financial's long-term prospects. So, having above-average coverage will typically attract above-average short interest, leading to significant price volatility.
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Pineapple Financial Short Properties
Pineapple Financial's future price predictability will typically decrease when Pineapple Financial's long traders begin to feel the short-sellers pressure to drive the price lower. The predictive aspect of Pineapple Financial often depends not only on the future outlook of the potential Pineapple Financial's investors but also on the ongoing dynamics between investors with different trading styles. Because the market risk indicators may have small false signals, it is better to identify suitable times to hedge a portfolio using different long/short signals. Pineapple Financial's indicators that are reflective of the short sentiment are summarized in the table below.
| Common Stock Shares Outstanding | 665.8 K | |
| Cash And Short Term Investments | 2.1 M |
Check out Historical Fundamental Analysis of Pineapple Financial to cross-verify your projections. For more information on how to buy Pineapple Stock please use our How to buy in Pineapple Stock guide.You can also try the My Watchlist Analysis module to analyze my current watchlist and to refresh optimization strategy. Macroaxis watchlist is based on self-learning algorithm to remember stocks you like.
Is Regional Banks 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 Pineapple Financial. If investors know Pineapple 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 Pineapple Financial listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
Earnings Share (5.31) | Revenue Per Share | Quarterly Revenue Growth (0.06) | Return On Assets | Return On Equity |
The market value of Pineapple Financial is measured differently than its book value, which is the value of Pineapple that is recorded on the company's balance sheet. Investors also form their own opinion of Pineapple Financial's value that differs from its market value or its book value, called intrinsic value, which is Pineapple Financial'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 Pineapple Financial's market value can be influenced by many factors that don't directly affect Pineapple Financial'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 Pineapple Financial's value and its price as these two are different measures arrived at by different means. Investors typically determine if Pineapple Financial is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Pineapple Financial'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.