ACS Actividades Pink Sheet Forecast - Polynomial Regression

ACSAF Stock  USD 45.33  0.00  0.00%   
The Polynomial Regression forecasted value of ACS Actividades de on the next trading day is expected to be 45.91 with a mean absolute deviation of 0.22 and the sum of the absolute errors of 13.57. ACS Pink Sheet Forecast is based on your current time horizon. We recommend always using this module together with an analysis of ACS Actividades' historical fundamentals, such as revenue growth or operating cash flow patterns.
  
ACS Actividades polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for ACS Actividades de as well as the accuracy indicators are determined from the period prices.

ACS Actividades Polynomial Regression Price Forecast For the 28th of November

Given 90 days horizon, the Polynomial Regression forecasted value of ACS Actividades de on the next trading day is expected to be 45.91 with a mean absolute deviation of 0.22, mean absolute percentage error of 0.09, and the sum of the absolute errors of 13.57.
Please note that although there have been many attempts to predict ACS 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 ACS Actividades' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

ACS Actividades Pink Sheet Forecast Pattern

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ACS Actividades Forecasted Value

In the context of forecasting ACS Actividades' 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. ACS Actividades' downside and upside margins for the forecasting period are 45.31 and 46.50, respectively. We have considered ACS Actividades' 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
45.33
45.91
Expected Value
46.50
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 ACS Actividades pink sheet data series using in forecasting. Note that when a statistical model is used to represent ACS Actividades 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 Criteria115.7171
BiasArithmetic mean of the errors None
MADMean absolute deviation0.2224
MAPEMean absolute percentage error0.005
SAESum of the absolute errors13.566
A single variable polynomial regression model attempts to put a curve through the ACS Actividades 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 ACS Actividades

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as ACS Actividades de. 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
44.7345.3345.93
Details
Intrinsic
Valuation
LowRealHigh
43.9944.5949.86
Details
Bollinger
Band Projection (param)
LowMiddleHigh
44.8245.1545.48
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as ACS Actividades. Your research has to be compared to or analyzed against ACS Actividades' peers to derive any actionable benefits. When done correctly, ACS Actividades' competitive analysis will give you plenty of quantitative and qualitative data to validate your investment decisions or develop an entirely new strategy toward taking a position in ACS Actividades de.

Other Forecasting Options for ACS Actividades

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

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

ACS Actividades de 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 ACS Actividades' 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 ACS Actividades' current price.

ACS Actividades Market Strength Events

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

ACS Actividades Risk Indicators

The analysis of ACS Actividades' 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 ACS Actividades' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting acs 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 ACS Pink Sheet

ACS Actividades financial ratios help investors to determine whether ACS 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 ACS with respect to the benefits of owning ACS Actividades security.