Microbio Stock Forecast - Naive Prediction

4128 Stock  TWD 38.95  0.95  2.50%   
The Naive Prediction forecasted value of Microbio Co on the next trading day is expected to be 38.27 with a mean absolute deviation of 0.77 and the sum of the absolute errors of 46.98. Microbio Stock Forecast is based on your current time horizon.
  
A naive forecasting model for Microbio is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of Microbio Co 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.

Microbio Naive Prediction Price Forecast For the 27th of November

Given 90 days horizon, the Naive Prediction forecasted value of Microbio Co on the next trading day is expected to be 38.27 with a mean absolute deviation of 0.77, mean absolute percentage error of 0.87, and the sum of the absolute errors of 46.98.
Please note that although there have been many attempts to predict Microbio 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 Microbio's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Microbio Stock Forecast Pattern

Backtest MicrobioMicrobio Price PredictionBuy or Sell Advice 

Microbio Forecasted Value

In the context of forecasting Microbio'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. Microbio's downside and upside margins for the forecasting period are 36.27 and 40.28, respectively. We have considered Microbio'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
38.95
38.27
Expected Value
40.28
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 Microbio stock data series using in forecasting. Note that when a statistical model is used to represent Microbio 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 Criteria117.9723
BiasArithmetic mean of the errors None
MADMean absolute deviation0.7701
MAPEMean absolute percentage error0.0195
SAESum of the absolute errors46.9777
This model is not at all useful as a medium-long range forecasting tool of Microbio Co. 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 Microbio. 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 Microbio

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Microbio. 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
36.9538.9540.95
Details
Intrinsic
Valuation
LowRealHigh
30.7732.7742.85
Details

Other Forecasting Options for Microbio

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

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

Microbio 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 Microbio'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 Microbio's current price.

Microbio Market Strength Events

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

Microbio Risk Indicators

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

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

Moving together with Microbio Stock

  0.841229 Lien Hwa IndustrialPairCorr
  0.751227 Standard Foods CorpPairCorr

Moving against Microbio Stock

  0.741231 Lian Hwa FoodsPairCorr
  0.660050 YuantaP shares TaiwanPairCorr
  0.650057 Fubon MSCI TaiwanPairCorr
  0.571235 Shin Tai Industry SplitPairCorr
  0.550053 YuantaP shares TaiwanPairCorr
The ability to find closely correlated positions to Microbio could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Microbio 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 Microbio - 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 Microbio Co to buy it.
The correlation of Microbio 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 Microbio moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Microbio 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 Microbio 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 Microbio Stock Analysis

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