Golden Apple Pink Sheet Forecast - Double Exponential Smoothing

GAPJ Stock  USD 0.0001  0.00  0.00%   
The Double Exponential Smoothing forecasted value of Golden Apple Oil on the next trading day is expected to be 0.0001 with a mean absolute deviation of 0.000032 and the sum of the absolute errors of 0. Golden Pink Sheet Forecast is based on your current time horizon.
  
Double exponential smoothing - also known as Holt exponential smoothing is a refinement of the popular simple exponential smoothing model with an additional trending component. Double exponential smoothing model for Golden Apple works best with periods where there are trends or seasonality.

Golden Apple Double Exponential Smoothing Price Forecast For the 29th of December

Given 90 days horizon, the Double Exponential Smoothing forecasted value of Golden Apple Oil on the next trading day is expected to be 0.0001 with a mean absolute deviation of 0.000032, mean absolute percentage error of 0.00000006, and the sum of the absolute errors of 0.
Please note that although there have been many attempts to predict Golden 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 Golden Apple's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Golden Apple Pink Sheet Forecast Pattern

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Golden Apple Forecasted Value

In the context of forecasting Golden Apple'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. Golden Apple's downside and upside margins for the forecasting period are 0.000001 and 11.78, respectively. We have considered Golden Apple'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
0.0001
0.000001
Downside
0.0001
Expected Value
11.78
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Double Exponential Smoothing forecasting method's relative quality and the estimations of the prediction error of Golden Apple pink sheet data series using in forecasting. Note that when a statistical model is used to represent Golden Apple 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 CriteriaHuge
BiasArithmetic mean of the errors None
MADMean absolute deviation0.0
MAPEMean absolute percentage error0.322
SAESum of the absolute errors0.0019
When Golden Apple Oil prices exhibit either an increasing or decreasing trend over time, simple exponential smoothing forecasts tend to lag behind observations. Double exponential smoothing is designed to address this type of data series by taking into account any Golden Apple Oil trend in the prices. So in double exponential smoothing past observations are given exponentially smaller weights as the observations get older. In other words, recent Golden Apple observations are given relatively more weight in forecasting than the older observations.

Predictive Modules for Golden Apple

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Golden Apple Oil. 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
0.000.000111.78
Details
Intrinsic
Valuation
LowRealHigh
0.000.00009611.78
Details

Other Forecasting Options for Golden Apple

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

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

Golden Apple Oil 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 Golden Apple'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 Golden Apple's current price.

Golden Apple Market Strength Events

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

Golden Apple Risk Indicators

The analysis of Golden Apple'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 Golden Apple's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting golden 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 Golden Pink Sheet

Golden Apple financial ratios help investors to determine whether Golden 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 Golden with respect to the benefits of owning Golden Apple security.