Pha Lai Stock Forecast - 4 Period Moving Average

PPC Stock   11,150  50.00  0.45%   
The 4 Period Moving Average forecasted value of Pha Lai Thermal on the next trading day is expected to be 11,138 with a mean absolute deviation of 175.62 and the sum of the absolute errors of 10,010. Pha Stock Forecast is based on your current time horizon.
  
A four-period moving average forecast model for Pha Lai Thermal is based on an artificially constructed daily price series in which the value for a given day is replaced by the mean of that value and the values for four preceding and succeeding time periods. This model is best suited to forecast equities with high volatility.

Pha Lai 4 Period Moving Average Price Forecast For the 28th of November

Given 90 days horizon, the 4 Period Moving Average forecasted value of Pha Lai Thermal on the next trading day is expected to be 11,138 with a mean absolute deviation of 175.62, mean absolute percentage error of 65,043, and the sum of the absolute errors of 10,010.
Please note that although there have been many attempts to predict Pha 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 Pha Lai's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Pha Lai Stock Forecast Pattern

Backtest Pha LaiPha Lai Price PredictionBuy or Sell Advice 

Pha Lai Forecasted Value

In the context of forecasting Pha Lai'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. Pha Lai's downside and upside margins for the forecasting period are 11,136 and 11,139, respectively. We have considered Pha Lai'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
11,150
11,136
Downside
11,138
Expected Value
11,139
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the 4 Period Moving Average forecasting method's relative quality and the estimations of the prediction error of Pha Lai stock data series using in forecasting. Note that when a statistical model is used to represent Pha Lai 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 Criteria121.8418
BiasArithmetic mean of the errors 38.1451
MADMean absolute deviation175.6152
MAPEMean absolute percentage error0.0146
SAESum of the absolute errors10010.0675
The four period moving average method has an advantage over other forecasting models in that it does smooth out peaks and troughs in a set of daily price observations of Pha Lai. However, it also has several disadvantages. In particular this model does not produce an actual prediction equation for Pha Lai Thermal and therefore, it cannot be a useful forecasting tool for medium or long range price predictions

Predictive Modules for Pha Lai

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Pha Lai Thermal. 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
11,14911,15011,151
Details
Intrinsic
Valuation
LowRealHigh
10,48010,48112,265
Details
Bollinger
Band Projection (param)
LowMiddleHigh
10,64211,61912,595
Details

Other Forecasting Options for Pha Lai

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

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

Pha Lai Thermal 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 Pha Lai'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 Pha Lai's current price.

Pha Lai Market Strength Events

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

Pha Lai Risk Indicators

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

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 Pha Lai 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 Pha Lai will appreciate offsetting losses from the drop in the long position's value.
The ability to find closely correlated positions to Pha Lai could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Pha Lai 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 Pha Lai - 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 Pha Lai Thermal to buy it.
The correlation of Pha Lai 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 Pha Lai moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Pha Lai Thermal 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 Pha Lai 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 Pha Stock

Pha Lai financial ratios help investors to determine whether Pha 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 Pha with respect to the benefits of owning Pha Lai security.