Ha Do Stock Forecast - Simple Regression

HDG Stock   28,900  300.00  1.03%   
The Simple Regression forecasted value of Ha Do Group on the next trading day is expected to be 27,779 with a mean absolute deviation of 565.38 and the sum of the absolute errors of 34,488. HDG Stock Forecast is based on your current time horizon.
  
Simple Regression model is a single variable regression model that attempts to put a straight line through Ha Do price points. This line is defined by its gradient or slope, and the point at which it intercepts the x-axis. Mathematically, assuming the independent variable is X and the dependent variable is Y, then this line can be represented as: Y = intercept + slope * X.

Ha Do Simple Regression Price Forecast For the 30th of November

Given 90 days horizon, the Simple Regression forecasted value of Ha Do Group on the next trading day is expected to be 27,779 with a mean absolute deviation of 565.38, mean absolute percentage error of 485,056, and the sum of the absolute errors of 34,488.
Please note that although there have been many attempts to predict HDG 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 Ha Do's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Ha Do Stock Forecast Pattern

Backtest Ha DoHa Do Price PredictionBuy or Sell Advice 

Ha Do Forecasted Value

In the context of forecasting Ha Do'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. Ha Do's downside and upside margins for the forecasting period are 27,777 and 27,780, respectively. We have considered Ha Do'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
28,900
27,777
Downside
27,779
Expected Value
27,780
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Simple Regression forecasting method's relative quality and the estimations of the prediction error of Ha Do stock data series using in forecasting. Note that when a statistical model is used to represent Ha Do 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 Criteria131.2025
BiasArithmetic mean of the errors None
MADMean absolute deviation565.3784
MAPEMean absolute percentage error0.0203
SAESum of the absolute errors34488.0804
In general, regression methods applied to historical equity returns or prices series is an area of active research. In recent decades, new methods have been developed for robust regression of price series such as Ha Do Group historical returns. These new methods are regression involving correlated responses such as growth curves and different regression methods accommodating various types of missing data.

Predictive Modules for Ha Do

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Ha Do Group. 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
28,89928,90028,901
Details
Intrinsic
Valuation
LowRealHigh
23,85523,85631,790
Details

Other Forecasting Options for Ha Do

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

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

Ha Do Group 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 Ha Do'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 Ha Do's current price.

Ha Do Market Strength Events

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

Ha Do Risk Indicators

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

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

Ha Do financial ratios help investors to determine whether HDG 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 HDG with respect to the benefits of owning Ha Do security.