Echomarketing CoLtd Stock Forecast - Naive Prediction

230360 Stock  KRW 10,030  70.00  0.69%   
The Naive Prediction forecasted value of Echomarketing CoLtd on the next trading day is expected to be 10,268 with a mean absolute deviation of 229.04 and the sum of the absolute errors of 13,971. Echomarketing Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Echomarketing CoLtd stock prices and determine the direction of Echomarketing CoLtd's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Echomarketing CoLtd's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
A naive forecasting model for Echomarketing CoLtd is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of Echomarketing CoLtd value for a given trading day is simply the observed value for the previous period. Due to the simplistic nature of the naive forecasting model, it can only be used to forecast up to one period.

Echomarketing CoLtd Naive Prediction Price Forecast For the 5th of December

Given 90 days horizon, the Naive Prediction forecasted value of Echomarketing CoLtd on the next trading day is expected to be 10,268 with a mean absolute deviation of 229.04, mean absolute percentage error of 103,909, and the sum of the absolute errors of 13,971.
Please note that although there have been many attempts to predict Echomarketing 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 Echomarketing CoLtd's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Echomarketing CoLtd Stock Forecast Pattern

Backtest Echomarketing CoLtdEchomarketing CoLtd Price PredictionBuy or Sell Advice 

Echomarketing CoLtd Forecasted Value

In the context of forecasting Echomarketing CoLtd'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. Echomarketing CoLtd's downside and upside margins for the forecasting period are 10,264 and 10,271, respectively. We have considered Echomarketing CoLtd'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
10,030
10,264
Downside
10,268
Expected Value
10,271
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Naive Prediction forecasting method's relative quality and the estimations of the prediction error of Echomarketing CoLtd stock data series using in forecasting. Note that when a statistical model is used to represent Echomarketing CoLtd 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 Criteria129.6618
BiasArithmetic mean of the errors None
MADMean absolute deviation229.0409
MAPEMean absolute percentage error0.0226
SAESum of the absolute errors13971.497
This model is not at all useful as a medium-long range forecasting tool of Echomarketing CoLtd. This model is simplistic and is included partly for completeness and partly because of its simplicity. It is unlikely that you'll want to use this model directly to predict Echomarketing CoLtd. Instead, consider using either the moving average model or the more general weighted moving average model with a higher (i.e., greater than 1) number of periods, and possibly a different set of weights.

Predictive Modules for Echomarketing CoLtd

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Echomarketing CoLtd. 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
10,09710,10010,103
Details
Intrinsic
Valuation
LowRealHigh
8,4308,43411,110
Details
Bollinger
Band Projection (param)
LowMiddleHigh
9,5659,88510,205
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Echomarketing CoLtd. Your research has to be compared to or analyzed against Echomarketing CoLtd's peers to derive any actionable benefits. When done correctly, Echomarketing CoLtd's 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 Echomarketing CoLtd.

Other Forecasting Options for Echomarketing CoLtd

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

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

Echomarketing CoLtd 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 Echomarketing CoLtd'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 Echomarketing CoLtd's current price.

Echomarketing CoLtd Market Strength Events

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

Echomarketing CoLtd Risk Indicators

The analysis of Echomarketing CoLtd'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 Echomarketing CoLtd's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting echomarketing 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 Echomarketing CoLtd

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 Echomarketing CoLtd 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 Echomarketing CoLtd will appreciate offsetting losses from the drop in the long position's value.

Moving together with Echomarketing Stock

  0.67078020 EBEST Investment SecPairCorr
The ability to find closely correlated positions to Echomarketing CoLtd could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Echomarketing CoLtd 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 Echomarketing CoLtd - 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 Echomarketing CoLtd to buy it.
The correlation of Echomarketing CoLtd 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 Echomarketing CoLtd moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Echomarketing CoLtd 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 Echomarketing CoLtd 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 Echomarketing Stock

Echomarketing CoLtd financial ratios help investors to determine whether Echomarketing 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 Echomarketing with respect to the benefits of owning Echomarketing CoLtd security.