ARADEI CAPITAL Stock Forecast - Simple Regression

ARADEI-CAPITAL   495.00  3.50  0.70%   
The Simple Regression forecasted value of ARADEI CAPITAL on the next trading day is expected to be 498.02 with a mean absolute deviation of 4.88 and the sum of the absolute errors of 297.59. Investors can use prediction functions to forecast ARADEI CAPITAL's stock prices and determine the direction of ARADEI CAPITAL's future trends based on various well-known forecasting models. However, exclusively looking at the historical price movement is usually misleading. We recommend always using this module together with an analysis of ARADEI CAPITAL's historical fundamentals, such as revenue growth or operating cash flow patterns. Check out Trending Equities to better understand how to build diversified portfolios. Also, note that the market value of any company could be closely tied with the direction of predictive economic indicators such as signals in income.
  
Simple Regression model is a single variable regression model that attempts to put a straight line through ARADEI CAPITAL price points. This line is defined by its gradient or slope, and the point at which it intercepts the x-axis. Mathematically, assuming the independent variable is X and the dependent variable is Y, then this line can be represented as: Y = intercept + slope * X.

ARADEI CAPITAL Simple Regression Price Forecast For the 2nd of December

Given 90 days horizon, the Simple Regression forecasted value of ARADEI CAPITAL on the next trading day is expected to be 498.02 with a mean absolute deviation of 4.88, mean absolute percentage error of 48.63, and the sum of the absolute errors of 297.59.
Please note that although there have been many attempts to predict ARADEI 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 ARADEI CAPITAL's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

ARADEI CAPITAL Stock Forecast Pattern

ARADEI CAPITAL Forecasted Value

In the context of forecasting ARADEI CAPITAL'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. ARADEI CAPITAL's downside and upside margins for the forecasting period are 496.68 and 499.36, respectively. We have considered ARADEI CAPITAL'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
495.00
496.68
Downside
498.02
Expected Value
499.36
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Simple Regression forecasting method's relative quality and the estimations of the prediction error of ARADEI CAPITAL stock data series using in forecasting. Note that when a statistical model is used to represent ARADEI CAPITAL 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 Criteria121.9948
BiasArithmetic mean of the errors None
MADMean absolute deviation4.8785
MAPEMean absolute percentage error0.0097
SAESum of the absolute errors297.5868
In general, regression methods applied to historical equity returns or prices series is an area of active research. In recent decades, new methods have been developed for robust regression of price series such as ARADEI CAPITAL historical returns. These new methods are regression involving correlated responses such as growth curves and different regression methods accommodating various types of missing data.

Predictive Modules for ARADEI CAPITAL

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as ARADEI CAPITAL. 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.
Sophisticated investors, who have witnessed many market ups and downs, anticipate that the market will even out over time. This tendency of ARADEI CAPITAL's price to converge to an average value over time is called mean reversion. However, historically, high market prices usually discourage investors that believe in mean reversion to invest, while low prices are viewed as an opportunity to buy.

Other Forecasting Options for ARADEI CAPITAL

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

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

ARADEI CAPITAL 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 ARADEI CAPITAL'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 ARADEI CAPITAL's current price.

ARADEI CAPITAL Market Strength Events

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

ARADEI CAPITAL Risk Indicators

The analysis of ARADEI CAPITAL'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 ARADEI CAPITAL's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting aradei 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.

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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.