Ackerstein Stock Forecast - Polynomial Regression

ACKR Stock   663.60  0.30  0.05%   
The Polynomial Regression forecasted value of Ackerstein Group on the next trading day is expected to be 695.14 with a mean absolute deviation of 14.46 and the sum of the absolute errors of 881.83. Ackerstein Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Ackerstein stock prices and determine the direction of Ackerstein Group's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Ackerstein's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
Ackerstein polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Ackerstein Group as well as the accuracy indicators are determined from the period prices.

Ackerstein Polynomial Regression Price Forecast For the 26th of November

Given 90 days horizon, the Polynomial Regression forecasted value of Ackerstein Group on the next trading day is expected to be 695.14 with a mean absolute deviation of 14.46, mean absolute percentage error of 316.74, and the sum of the absolute errors of 881.83.
Please note that although there have been many attempts to predict Ackerstein Stock 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 Ackerstein's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Ackerstein Stock Forecast Pattern

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Ackerstein Forecasted Value

In the context of forecasting Ackerstein's Stock 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. Ackerstein's downside and upside margins for the forecasting period are 692.56 and 697.73, respectively. We have considered Ackerstein'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
663.60
692.56
Downside
695.14
Expected Value
697.73
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 Ackerstein stock data series using in forecasting. Note that when a statistical model is used to represent Ackerstein stock, 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 Criteria123.8686
BiasArithmetic mean of the errors None
MADMean absolute deviation14.4562
MAPEMean absolute percentage error0.0265
SAESum of the absolute errors881.827
A single variable polynomial regression model attempts to put a curve through the Ackerstein 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 Ackerstein

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Ackerstein Group. Regardless of method or technology, however, to accurately forecast the stock market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the stock 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
661.01663.60666.19
Details
Intrinsic
Valuation
LowRealHigh
516.64519.23729.96
Details
Bollinger
Band Projection (param)
LowMiddleHigh
574.32636.52698.72
Details

Other Forecasting Options for Ackerstein

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

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

Ackerstein Group Technical and Predictive Analytics

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

Ackerstein Market Strength Events

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

Ackerstein Risk Indicators

The analysis of Ackerstein'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 Ackerstein's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting ackerstein stock 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.

Also Currently Popular

Analyzing currently trending equities could be an opportunity to develop a better portfolio based on different market momentums that they can trigger. Utilizing the top trending stocks is also useful when creating a market-neutral strategy or pair trading technique involving a short or a long position in a currently trending equity.

Other Information on Investing in Ackerstein Stock

Ackerstein financial ratios help investors to determine whether Ackerstein Stock 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 Ackerstein with respect to the benefits of owning Ackerstein security.