Remarul 16 Stock Forecast - Simple Exponential Smoothing

REFE Stock   27.20  0.00  0.00%   
The Simple Exponential Smoothing forecasted value of Remarul 16 Februarie on the next trading day is expected to be 27.20 with a mean absolute deviation of 0.01 and the sum of the absolute errors of 0.60. Remarul Stock Forecast is based on your current time horizon.
  
Remarul 16 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 Remarul 16 Februarie are weighted equally, Exponential Smoothing assigns exponentially decreasing weights as Remarul 16 Februarie prices get older.

Remarul 16 Simple Exponential Smoothing Price Forecast For the 25th of November

Given 90 days horizon, the Simple Exponential Smoothing forecasted value of Remarul 16 Februarie on the next trading day is expected to be 27.20 with a mean absolute deviation of 0.01, mean absolute percentage error of 0, and the sum of the absolute errors of 0.60.
Please note that although there have been many attempts to predict Remarul 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 Remarul 16's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Remarul 16 Stock Forecast Pattern

Remarul 16 Forecasted Value

In the context of forecasting Remarul 16'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. Remarul 16's downside and upside margins for the forecasting period are 26.99 and 27.41, respectively. We have considered Remarul 16'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
27.20
27.20
Expected Value
27.41
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 Remarul 16 stock data series using in forecasting. Note that when a statistical model is used to represent Remarul 16 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 Criteria110.5688
BiasArithmetic mean of the errors -0.0033
MADMean absolute deviation0.01
MAPEMean absolute percentage error4.0E-4
SAESum of the absolute errors0.6
This simple exponential smoothing model begins by setting Remarul 16 Februarie forecast for the second period equal to the observation of the first period. In other words, recent Remarul 16 observations are given relatively more weight in forecasting than the older observations.

Predictive Modules for Remarul 16

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Remarul 16 Februarie. 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
26.9927.2027.41
Details
Intrinsic
Valuation
LowRealHigh
25.9026.1129.92
Details
Bollinger
Band Projection (param)
LowMiddleHigh
27.2027.2027.20
Details

Other Forecasting Options for Remarul 16

For every potential investor in Remarul, whether a beginner or expert, Remarul 16's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Remarul Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Remarul. Basic forecasting techniques help filter out the noise by identifying Remarul 16's price trends.

Remarul 16 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 Remarul 16 stock to make a market-neutral strategy. Peer analysis of Remarul 16 could also be used in its relative valuation, which is a method of valuing Remarul 16 by comparing valuation metrics with similar companies.
 Risk & Return  Correlation

Remarul 16 Februarie 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 Remarul 16'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 Remarul 16's current price.

Remarul 16 Market Strength Events

Market strength indicators help investors to evaluate how Remarul 16 stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Remarul 16 shares will generate the highest return on investment. By undertsting and applying Remarul 16 stock market strength indicators, traders can identify Remarul 16 Februarie entry and exit signals to maximize returns.

Remarul 16 Risk Indicators

The analysis of Remarul 16'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 Remarul 16's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting remarul 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.

Pair Trading with Remarul 16

One of the main advantages of trading using pair correlations is that every trade hedges away some risk. Because there are two separate transactions required, even if Remarul 16 position performs unexpectedly, the other equity can make up some of the losses. Pair trading also minimizes risk from directional movements in the market. For example, if an entire industry or sector drops because of unexpected headlines, the short position in Remarul 16 will appreciate offsetting losses from the drop in the long position's value.

Moving against Remarul Stock

  0.62UZC Uzuc SAPairCorr
  0.59CMVX Comvex SAPairCorr
  0.38IARV IAR SAPairCorr
  0.37ELGS Electroarges SPairCorr
The ability to find closely correlated positions to Remarul 16 could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Remarul 16 when you sell it. If you don't do this, your portfolio allocation will be skewed against your target asset allocation. So, investors can't just sell and buy back Remarul 16 - that would be a violation of the tax code under the "wash sale" rule, and this is why you need to find a similar enough asset and use the proceeds from selling Remarul 16 Februarie to buy it.
The correlation of Remarul 16 is a statistical measure of how it moves in relation to other instruments. This measure is expressed in what is known as the correlation coefficient, which ranges between -1 and +1. A perfect positive correlation (i.e., a correlation coefficient of +1) implies that as Remarul 16 moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Remarul 16 Februarie moves in either direction, the perfectly negatively correlated security will move in the opposite direction. If the correlation is 0, the equities are not correlated; they are entirely random. A correlation greater than 0.8 is generally described as strong, whereas a correlation less than 0.5 is generally considered weak.
Correlation analysis and pair trading evaluation for Remarul 16 can also be used as hedging techniques within a particular sector or industry or even over random equities to generate a better risk-adjusted return on your portfolios.
Pair CorrelationCorrelation Matching

Other Information on Investing in Remarul Stock

Remarul 16 financial ratios help investors to determine whether Remarul 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 Remarul with respect to the benefits of owning Remarul 16 security.