Hana Technology Stock Forecast - Simple Regression

299030 Stock   21,550  450.00  2.13%   
The Simple Regression forecasted value of Hana Technology Co on the next trading day is expected to be 24,474 with a mean absolute deviation of 2,029 and the sum of the absolute errors of 125,824. Hana Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Hana Technology stock prices and determine the direction of Hana Technology Co's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Hana Technology's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
Simple Regression model is a single variable regression model that attempts to put a straight line through Hana Technology 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.

Hana Technology Simple Regression Price Forecast For the 24th of November

Given 90 days horizon, the Simple Regression forecasted value of Hana Technology Co on the next trading day is expected to be 24,474 with a mean absolute deviation of 2,029, mean absolute percentage error of 5,716,901, and the sum of the absolute errors of 125,824.
Please note that although there have been many attempts to predict Hana 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 Hana Technology's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Hana Technology Stock Forecast Pattern

Backtest Hana TechnologyHana Technology Price PredictionBuy or Sell Advice 

Hana Technology Forecasted Value

In the context of forecasting Hana Technology'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. Hana Technology's downside and upside margins for the forecasting period are 24,470 and 24,477, respectively. We have considered Hana Technology'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
21,550
24,470
Downside
24,474
Expected Value
24,477
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 Hana Technology stock data series using in forecasting. Note that when a statistical model is used to represent Hana Technology 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 Criteria135.5073
BiasArithmetic mean of the errors None
MADMean absolute deviation2029.4117
MAPEMean absolute percentage error0.0759
SAESum of the absolute errors125823.525
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 Hana Technology Co 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 Hana Technology

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Hana Technology. 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
21,54721,55021,553
Details
Intrinsic
Valuation
LowRealHigh
20,29320,29623,705
Details
Bollinger
Band Projection (param)
LowMiddleHigh
20,27927,33334,387
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Hana Technology. Your research has to be compared to or analyzed against Hana Technology's peers to derive any actionable benefits. When done correctly, Hana Technology'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 Hana Technology.

Other Forecasting Options for Hana Technology

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

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

Hana Technology 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 Hana Technology'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 Hana Technology's current price.

Hana Technology Market Strength Events

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

Hana Technology Risk Indicators

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

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

Moving together with Hana Stock

  0.83297090 CS BEARING CoLtdPairCorr
The ability to find closely correlated positions to Hana Technology could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Hana Technology 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 Hana Technology - 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 Hana Technology Co to buy it.
The correlation of Hana Technology 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 Hana Technology moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Hana Technology 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 Hana Technology 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 Hana Stock

Hana Technology financial ratios help investors to determine whether Hana 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 Hana with respect to the benefits of owning Hana Technology security.