Ezfly International Stock Forecast - Naive Prediction

2734 Stock  TWD 18.60  0.20  1.09%   
The Naive Prediction forecasted value of Ezfly International Travel on the next trading day is expected to be 18.24 with a mean absolute deviation of 0.26 and the sum of the absolute errors of 16.21. Ezfly Stock Forecast is based on your current time horizon.
As of today the value of rsi of Ezfly International's share price is below 20 . This suggests that the stock is significantly oversold. The fundamental principle of the Relative Strength Index (RSI) is to quantify the velocity at which market participants are driving the price of a financial instrument upwards or downwards.

Momentum 0

 Sell Peaked

 
Oversold
 
Overbought
The successful prediction of Ezfly International's future price could yield a significant profit. Please, note that this module is not intended to be used solely to calculate an intrinsic value of Ezfly International and does not consider all of the tangible or intangible factors available from Ezfly International's fundamental data. We analyze noise-free headlines and recent hype associated with Ezfly International Travel, which may create opportunities for some arbitrage if properly timed.
Using Ezfly International hype-based prediction, you can estimate the value of Ezfly International Travel from the perspective of Ezfly International response to recently generated media hype and the effects of current headlines on its competitors.
The Naive Prediction forecasted value of Ezfly International Travel on the next trading day is expected to be 18.24 with a mean absolute deviation of 0.26 and the sum of the absolute errors of 16.21.

Ezfly International after-hype prediction price

    
  TWD 18.6  
There is no one specific way to measure market sentiment using hype analysis or a similar predictive technique. This prediction method should be used in combination with more fundamental and traditional techniques such as stock price forecasting, technical analysis, analysts consensus, earnings estimates, and various momentum models.
  
Check out Historical Fundamental Analysis of Ezfly International to cross-verify your projections.

Ezfly International Additional Predictive Modules

Most predictive techniques to examine Ezfly price help traders to determine how to time the market. We provide a combination of tools to recognize potential entry and exit points for Ezfly using various technical indicators. When you analyze Ezfly charts, please remember that the event formation may indicate an entry point for a short seller, and look at other indicators across different periods to confirm that a breakdown or reversion is likely to occur.
A naive forecasting model for Ezfly International is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of Ezfly International Travel 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.

Ezfly International Naive Prediction Price Forecast For the 16th of January 2026

Given 90 days horizon, the Naive Prediction forecasted value of Ezfly International Travel on the next trading day is expected to be 18.24 with a mean absolute deviation of 0.26, mean absolute percentage error of 0.12, and the sum of the absolute errors of 16.21.
Please note that although there have been many attempts to predict Ezfly 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 Ezfly International's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Ezfly International Stock Forecast Pattern

Backtest Ezfly InternationalEzfly International Price PredictionBuy or Sell Advice 

Ezfly International Forecasted Value

In the context of forecasting Ezfly International'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. Ezfly International's downside and upside margins for the forecasting period are 16.91 and 19.58, respectively. We have considered Ezfly International'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
18.60
18.24
Expected Value
19.58
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 Ezfly International stock data series using in forecasting. Note that when a statistical model is used to represent Ezfly International 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 Criteria117.7935
BiasArithmetic mean of the errors None
MADMean absolute deviation0.2615
MAPEMean absolute percentage error0.0135
SAESum of the absolute errors16.2114
This model is not at all useful as a medium-long range forecasting tool of Ezfly International Travel. 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 Ezfly International. 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 Ezfly International

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Ezfly International. 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
17.2718.6019.93
Details
Intrinsic
Valuation
LowRealHigh
17.7019.0320.36
Details

Other Forecasting Options for Ezfly International

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

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

Ezfly International 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 Ezfly International'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 Ezfly International's current price.

Ezfly International Market Strength Events

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

Ezfly International Risk Indicators

The analysis of Ezfly International'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 Ezfly International's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting ezfly 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 Ezfly International

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 Ezfly International 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 Ezfly International will appreciate offsetting losses from the drop in the long position's value.

Moving together with Ezfly Stock

  0.89914 Merida IndustryPairCorr

Moving against Ezfly Stock

  0.828938 Advanced InternationalPairCorr
  0.86291 Analog IntegrationsPairCorr
  0.785274 Aspeed TechnologyPairCorr
  0.380057 Fubon MSCI TaiwanPairCorr
  0.370050 YuantaP shares TaiwanPairCorr
The ability to find closely correlated positions to Ezfly International could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Ezfly International 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 Ezfly International - 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 Ezfly International Travel to buy it.
The correlation of Ezfly International 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 Ezfly International moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Ezfly International 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 Ezfly International 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

Additional Tools for Ezfly Stock Analysis

When running Ezfly International's price analysis, check to measure Ezfly International's 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 Ezfly International is operating at the current time. Most of Ezfly International's value examination focuses on studying past and present price action to predict the probability of Ezfly International's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Ezfly International's price. Additionally, you may evaluate how the addition of Ezfly International to your portfolios can decrease your overall portfolio volatility.