Ralco Agencies Stock Forecast - Polynomial Regression

RLCO Stock  ILA 3,091  1.00  0.03%   
The Polynomial Regression forecasted value of Ralco Agencies on the next trading day is expected to be 3,326 with a mean absolute deviation of  118.96  and the sum of the absolute errors of 7,375. Ralco Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Ralco Agencies stock prices and determine the direction of Ralco Agencies's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Ralco Agencies' historical fundamentals, such as revenue growth or operating cash flow patterns.
Check out Historical Fundamental Analysis of Ralco Agencies to cross-verify your projections.
  
Most investors in Ralco Agencies cannot accurately predict what will happen the next trading day because, historically, stock markets tend to be unpredictable and even illogical. Modeling turbulent structures requires applying different statistical methods, techniques, and algorithms to find hidden data structures or patterns within the Ralco Agencies' time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Ralco Agencies' price structures and extracts relationships that further increase the generated results' accuracy.
Ralco Agencies polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Ralco Agencies as well as the accuracy indicators are determined from the period prices.

Ralco Agencies Polynomial Regression Price Forecast For the 26th of April

Given 90 days horizon, the Polynomial Regression forecasted value of Ralco Agencies on the next trading day is expected to be 3,326 with a mean absolute deviation of 118.96, mean absolute percentage error of 22,967, and the sum of the absolute errors of 7,375.
Please note that although there have been many attempts to predict Ralco 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 Ralco Agencies' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Ralco Agencies Stock Forecast Pattern

Backtest Ralco AgenciesRalco Agencies Price PredictionBuy or Sell Advice 

Ralco Agencies Forecasted Value

In the context of forecasting Ralco Agencies' 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. Ralco Agencies' downside and upside margins for the forecasting period are 3,322 and 3,330, respectively. We have considered Ralco Agencies' 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
3,091
3,326
Expected Value
3,330
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 Ralco Agencies stock data series using in forecasting. Note that when a statistical model is used to represent Ralco Agencies 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 Criteria129.9902
BiasArithmetic mean of the errors None
MADMean absolute deviation118.9573
MAPEMean absolute percentage error0.0424
SAESum of the absolute errors7375.3497
A single variable polynomial regression model attempts to put a curve through the Ralco Agencies 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 Ralco Agencies

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Ralco Agencies. 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 Ralco Agencies' 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.
Hype
Prediction
LowEstimatedHigh
3,0873,0913,095
Details
Intrinsic
Valuation
LowRealHigh
3,0283,0323,400
Details
Bollinger
Band Projection (param)
LowMiddleHigh
3,0633,1433,222
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Ralco Agencies. Your research has to be compared to or analyzed against Ralco Agencies' peers to derive any actionable benefits. When done correctly, Ralco Agencies' 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 Ralco Agencies.

Other Forecasting Options for Ralco Agencies

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

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

Ralco Agencies 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 Ralco Agencies' 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 Ralco Agencies' current price.

Ralco Agencies Market Strength Events

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

Ralco Agencies Risk Indicators

The analysis of Ralco Agencies' 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 Ralco Agencies' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting ralco 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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Check out Historical Fundamental Analysis of Ralco Agencies to cross-verify your projections.
You can also try the Performance Analysis module to check effects of mean-variance optimization against your current asset allocation.

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When running Ralco Agencies' price analysis, check to measure Ralco Agencies' market volatility, profitability, liquidity, solvency, efficiency, growth potential, financial leverage, and other vital indicators. We have many different tools that can be utilized to determine how healthy Ralco Agencies is operating at the current time. Most of Ralco Agencies' value examination focuses on studying past and present price action to predict the probability of Ralco Agencies' future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Ralco Agencies' price. Additionally, you may evaluate how the addition of Ralco Agencies to your portfolios can decrease your overall portfolio volatility.
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Please note, there is a significant difference between Ralco Agencies' value and its price as these two are different measures arrived at by different means. Investors typically determine if Ralco Agencies is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Ralco Agencies' price is the amount at which it trades on the open market and represents the number that a seller and buyer find agreeable to each party.