Hanyang ENG Stock Forecast - Polynomial Regression
| 045100 Stock | KRW 16,270 440.00 2.63% |
The Polynomial Regression forecasted value of Hanyang ENG Co on the next trading day is expected to be 16,943 with a mean absolute deviation of 270.86 and the sum of the absolute errors of 16,522. Hanyang Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Hanyang ENG stock prices and determine the direction of Hanyang ENG Co's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Hanyang ENG's historical fundamentals, such as revenue growth or operating cash flow patterns.
Hanyang |
Hanyang ENG Polynomial Regression Price Forecast For the 30th of November
Given 90 days horizon, the Polynomial Regression forecasted value of Hanyang ENG Co on the next trading day is expected to be 16,943 with a mean absolute deviation of 270.86, mean absolute percentage error of 117,960, and the sum of the absolute errors of 16,522.Please note that although there have been many attempts to predict Hanyang 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 Hanyang ENG's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Hanyang ENG Stock Forecast Pattern
| Backtest Hanyang ENG | Hanyang ENG Price Prediction | Buy or Sell Advice |
Hanyang ENG Forecasted Value
In the context of forecasting Hanyang ENG'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. Hanyang ENG's downside and upside margins for the forecasting period are 16,941 and 16,945, respectively. We have considered Hanyang ENG'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.
Model Predictive Factors
The below table displays some essential indicators generated by the model showing the Polynomial Regression forecasting method's relative quality and the estimations of the prediction error of Hanyang ENG stock data series using in forecasting. Note that when a statistical model is used to represent Hanyang ENG 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.| AIC | Akaike Information Criteria | 129.7886 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 270.8589 |
| MAPE | Mean absolute percentage error | 0.0156 |
| SAE | Sum of the absolute errors | 16522.3932 |
Predictive Modules for Hanyang ENG
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Hanyang ENG. 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.Other Forecasting Options for Hanyang ENG
For every potential investor in Hanyang, whether a beginner or expert, Hanyang ENG's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Hanyang Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Hanyang. Basic forecasting techniques help filter out the noise by identifying Hanyang ENG's price trends.Hanyang ENG 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 Hanyang ENG stock to make a market-neutral strategy. Peer analysis of Hanyang ENG could also be used in its relative valuation, which is a method of valuing Hanyang ENG by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
Hanyang ENG 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 Hanyang ENG'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 Hanyang ENG's current price.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
| Pattern Recognition | ||
| Price Transform | ||
| Statistic Functions | ||
| Volatility Indicators | ||
| Volume Indicators |
Hanyang ENG Market Strength Events
Market strength indicators help investors to evaluate how Hanyang ENG stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Hanyang ENG shares will generate the highest return on investment. By undertsting and applying Hanyang ENG stock market strength indicators, traders can identify Hanyang ENG Co entry and exit signals to maximize returns.
| Accumulation Distribution | 1605.11 | |||
| Daily Balance Of Power | (0.75) | |||
| Rate Of Daily Change | 0.97 | |||
| Day Median Price | 16565.0 | |||
| Day Typical Price | 16466.67 | |||
| Market Facilitation Index | 0.0129 | |||
| Price Action Indicator | (515.00) | |||
| Period Momentum Indicator | (440.00) | |||
| Relative Strength Index | 48.86 |
Hanyang ENG Risk Indicators
The analysis of Hanyang ENG'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 Hanyang ENG's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting hanyang 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.
| Mean Deviation | 1.33 | |||
| Standard Deviation | 1.73 | |||
| Variance | 3.0 |
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 Hanyang ENG
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 Hanyang ENG 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 Hanyang ENG will appreciate offsetting losses from the drop in the long position's value.Moving together with Hanyang Stock
Moving against Hanyang Stock
| 0.7 | 105560 | KB Financial Group | PairCorr |
| 0.59 | 024110 | Industrial Bank | PairCorr |
| 0.55 | 032830 | Samsung Life | PairCorr |
| 0.47 | 316140 | Woori Financial Group | PairCorr |
The ability to find closely correlated positions to Hanyang ENG could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Hanyang ENG 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 Hanyang ENG - 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 Hanyang ENG Co to buy it.
The correlation of Hanyang ENG 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 Hanyang ENG moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Hanyang ENG 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 Hanyang ENG 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.Other Information on Investing in Hanyang Stock
Hanyang ENG financial ratios help investors to determine whether Hanyang 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 Hanyang with respect to the benefits of owning Hanyang ENG security.