DubberLimited Pink Sheet Forecast - Polynomial Regression

DUBRF Stock  USD 0.03  0.00  0.00%   
The Polynomial Regression forecasted value of Dubber Limited on the next trading day is expected to be 0.03 with a mean absolute deviation of 0.01 and the sum of the absolute errors of 0.47. DubberLimited Pink Sheet Forecast is based on your current time horizon. We recommend always using this module together with an analysis of DubberLimited's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
DubberLimited polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Dubber Limited as well as the accuracy indicators are determined from the period prices.

DubberLimited Polynomial Regression Price Forecast For the 5th of December

Given 90 days horizon, the Polynomial Regression forecasted value of Dubber Limited on the next trading day is expected to be 0.03 with a mean absolute deviation of 0.01, mean absolute percentage error of 0.0005, and the sum of the absolute errors of 0.47.
Please note that although there have been many attempts to predict DubberLimited 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 DubberLimited's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

DubberLimited Pink Sheet Forecast Pattern

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DubberLimited Forecasted Value

In the context of forecasting DubberLimited'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. DubberLimited's downside and upside margins for the forecasting period are 0.0003 and 127.68, respectively. We have considered DubberLimited'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
0.03
0.0003
Downside
0.03
Expected Value
127.68
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 DubberLimited pink sheet data series using in forecasting. Note that when a statistical model is used to represent DubberLimited 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 Criteria110.5279
BiasArithmetic mean of the errors None
MADMean absolute deviation0.0077
MAPEMean absolute percentage error0.3419
SAESum of the absolute errors0.469
A single variable polynomial regression model attempts to put a curve through the DubberLimited 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 DubberLimited

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Dubber Limited. 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
0.000.0351.53
Details
Intrinsic
Valuation
LowRealHigh
0.000.0351.53
Details

Other Forecasting Options for DubberLimited

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

DubberLimited 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 DubberLimited pink sheet to make a market-neutral strategy. Peer analysis of DubberLimited could also be used in its relative valuation, which is a method of valuing DubberLimited by comparing valuation metrics with similar companies.
 Risk & Return  Correlation

Dubber Limited 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 DubberLimited'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 DubberLimited's current price.

DubberLimited Market Strength Events

Market strength indicators help investors to evaluate how DubberLimited 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 DubberLimited shares will generate the highest return on investment. By undertsting and applying DubberLimited pink sheet market strength indicators, traders can identify Dubber Limited entry and exit signals to maximize returns.

DubberLimited Risk Indicators

The analysis of DubberLimited'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 DubberLimited's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting dubberlimited 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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Other Information on Investing in DubberLimited Pink Sheet

DubberLimited financial ratios help investors to determine whether DubberLimited Pink Sheet is cheap or expensive when compared to a particular measure, such as profits or enterprise value. In other words, they help investors to determine the cost of investment in DubberLimited with respect to the benefits of owning DubberLimited security.