Ono Pharmaceutical Pink Sheet Forecast - Polynomial Regression

OPHLY Stock  USD 3.59  0.09  2.45%   
The Polynomial Regression forecasted value of Ono Pharmaceutical Co on the next trading day is expected to be 3.69 with a mean absolute deviation of 0.07 and the sum of the absolute errors of 4.09. Ono Pink Sheet Forecast is based on your current time horizon.
  
Ono Pharmaceutical polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Ono Pharmaceutical Co as well as the accuracy indicators are determined from the period prices.

Ono Pharmaceutical Polynomial Regression Price Forecast For the 16th of December 2024

Given 90 days horizon, the Polynomial Regression forecasted value of Ono Pharmaceutical Co on the next trading day is expected to be 3.69 with a mean absolute deviation of 0.07, mean absolute percentage error of 0.01, and the sum of the absolute errors of 4.09.
Please note that although there have been many attempts to predict Ono Pink Sheet 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 Ono Pharmaceutical's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Ono Pharmaceutical Pink Sheet Forecast Pattern

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Ono Pharmaceutical Forecasted Value

In the context of forecasting Ono Pharmaceutical's Pink Sheet 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. Ono Pharmaceutical's downside and upside margins for the forecasting period are 2.06 and 5.31, respectively. We have considered Ono Pharmaceutical'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
3.59
3.69
Expected Value
5.31
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 Ono Pharmaceutical pink sheet data series using in forecasting. Note that when a statistical model is used to represent Ono Pharmaceutical pink sheet, 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 Criteria113.1862
BiasArithmetic mean of the errors None
MADMean absolute deviation0.0671
MAPEMean absolute percentage error0.0166
SAESum of the absolute errors4.0926
A single variable polynomial regression model attempts to put a curve through the Ono Pharmaceutical 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

Predictive Modules for Ono Pharmaceutical

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Ono Pharmaceutical. Regardless of method or technology, however, to accurately forecast the pink sheet market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the pink sheet 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
2.524.165.80
Details
Intrinsic
Valuation
LowRealHigh
2.343.985.63
Details

Other Forecasting Options for Ono Pharmaceutical

For every potential investor in Ono, whether a beginner or expert, Ono Pharmaceutical's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Ono Pink Sheet price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Ono. Basic forecasting techniques help filter out the noise by identifying Ono Pharmaceutical's price trends.

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 Risk & Return  Correlation

Ono Pharmaceutical Technical and Predictive Analytics

The pink sheet market is financially volatile. Despite the volatility, there exist limitless possibilities of gaining profits and building passive income portfolios. With the complexity of Ono Pharmaceutical'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 Ono Pharmaceutical's current price.

Ono Pharmaceutical Market Strength Events

Market strength indicators help investors to evaluate how Ono Pharmaceutical pink sheet reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Ono Pharmaceutical shares will generate the highest return on investment. By undertsting and applying Ono Pharmaceutical pink sheet market strength indicators, traders can identify Ono Pharmaceutical Co entry and exit signals to maximize returns.

Ono Pharmaceutical Risk Indicators

The analysis of Ono Pharmaceutical'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 Ono Pharmaceutical's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting ono pink sheet 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 Tools for Ono Pink Sheet Analysis

When running Ono Pharmaceutical's price analysis, check to measure Ono Pharmaceutical's market volatility, profitability, liquidity, solvency, efficiency, growth potential, financial leverage, and other vital indicators. We have many different tools that can be utilized to determine how healthy Ono Pharmaceutical is operating at the current time. Most of Ono Pharmaceutical's value examination focuses on studying past and present price action to predict the probability of Ono Pharmaceutical's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Ono Pharmaceutical's price. Additionally, you may evaluate how the addition of Ono Pharmaceutical to your portfolios can decrease your overall portfolio volatility.