Atacama Resources Pink Sheet Forecast - Simple Exponential Smoothing

ACRL Stock  USD 0  0  33.33%   
The Simple Exponential Smoothing forecasted value of Atacama Resources International on the next trading day is expected to be 0 with a mean absolute deviation of 0.0002 and the sum of the absolute errors of 0.01. Atacama Pink Sheet Forecast is based on your current time horizon.
  
Atacama Resources simple exponential smoothing forecast is a very popular model used to produce a smoothed price series. Whereas in simple Moving Average models the past observations for Atacama Resources International are weighted equally, Exponential Smoothing assigns exponentially decreasing weights as Atacama Resources prices get older.

Atacama Resources Simple Exponential Smoothing Price Forecast For the 15th of December 2024

Given 90 days horizon, the Simple Exponential Smoothing forecasted value of Atacama Resources International on the next trading day is expected to be 0 with a mean absolute deviation of 0.0002, mean absolute percentage error of 0.00000022, and the sum of the absolute errors of 0.01.
Please note that although there have been many attempts to predict Atacama 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 Atacama Resources' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Atacama Resources Pink Sheet Forecast Pattern

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Atacama Resources Forecasted Value

In the context of forecasting Atacama Resources' 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. Atacama Resources' downside and upside margins for the forecasting period are 0.00004 and 25.00, respectively. We have considered Atacama Resources' 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
0.00004
Downside
0
Expected Value
25.00
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Simple Exponential Smoothing forecasting method's relative quality and the estimations of the prediction error of Atacama Resources pink sheet data series using in forecasting. Note that when a statistical model is used to represent Atacama Resources 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 Criteria102.7624
BiasArithmetic mean of the errors -1.0E-4
MADMean absolute deviation2.0E-4
MAPEMean absolute percentage error0.0972
SAESum of the absolute errors0.0133
This simple exponential smoothing model begins by setting Atacama Resources International forecast for the second period equal to the observation of the first period. In other words, recent Atacama Resources observations are given relatively more weight in forecasting than the older observations.

Predictive Modules for Atacama Resources

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Atacama Resources. 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
0.00024.99
Details
Intrinsic
Valuation
LowRealHigh
0.00024.99
Details

Other Forecasting Options for Atacama Resources

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

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

Atacama Resources 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 Atacama Resources' 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 Atacama Resources' current price.

Atacama Resources Market Strength Events

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

Atacama Resources Risk Indicators

The analysis of Atacama Resources' 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 Atacama Resources' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting atacama 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 Atacama Pink Sheet

Atacama Resources financial ratios help investors to determine whether Atacama 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 Atacama with respect to the benefits of owning Atacama Resources security.