HLB Pharmaceutical Stock Forecast - Naive Prediction
| 047920 Stock | KRW 23,400 700.00 2.90% |
The Naive Prediction forecasted value of HLB Pharmaceutical Co on the next trading day is expected to be 25,338 with a mean absolute deviation of 716.66 and the sum of the absolute errors of 44,433. HLB Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast HLB Pharmaceutical stock prices and determine the direction of HLB Pharmaceutical Co's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of HLB Pharmaceutical's historical fundamentals, such as revenue growth or operating cash flow patterns.
HLB |
HLB Pharmaceutical Naive Prediction Price Forecast For the 28th of November
Given 90 days horizon, the Naive Prediction forecasted value of HLB Pharmaceutical Co on the next trading day is expected to be 25,338 with a mean absolute deviation of 716.66, mean absolute percentage error of 859,143, and the sum of the absolute errors of 44,433.Please note that although there have been many attempts to predict HLB 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 HLB Pharmaceutical's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
HLB Pharmaceutical Stock Forecast Pattern
| Backtest HLB Pharmaceutical | HLB Pharmaceutical Price Prediction | Buy or Sell Advice |
HLB Pharmaceutical Forecasted Value
In the context of forecasting HLB Pharmaceutical'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. HLB Pharmaceutical's downside and upside margins for the forecasting period are 25,333 and 25,343, respectively. We have considered HLB Pharmaceutical'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 Naive Prediction forecasting method's relative quality and the estimations of the prediction error of HLB Pharmaceutical stock data series using in forecasting. Note that when a statistical model is used to represent HLB Pharmaceutical 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 | 133.6121 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 716.6637 |
| MAPE | Mean absolute percentage error | 0.0333 |
| SAE | Sum of the absolute errors | 44433.1511 |
Predictive Modules for HLB Pharmaceutical
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as HLB Pharmaceutical. 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 HLB Pharmaceutical
For every potential investor in HLB, whether a beginner or expert, HLB Pharmaceutical's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. HLB Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in HLB. Basic forecasting techniques help filter out the noise by identifying HLB Pharmaceutical's price trends.HLB Pharmaceutical 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 HLB Pharmaceutical stock to make a market-neutral strategy. Peer analysis of HLB Pharmaceutical could also be used in its relative valuation, which is a method of valuing HLB Pharmaceutical by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
HLB Pharmaceutical 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 HLB Pharmaceutical'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 HLB Pharmaceutical's current price.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
| Pattern Recognition | ||
| Price Transform | ||
| Statistic Functions | ||
| Volatility Indicators | ||
| Volume Indicators |
HLB Pharmaceutical Market Strength Events
Market strength indicators help investors to evaluate how HLB Pharmaceutical stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading HLB Pharmaceutical shares will generate the highest return on investment. By undertsting and applying HLB Pharmaceutical stock market strength indicators, traders can identify HLB Pharmaceutical Co entry and exit signals to maximize returns.
| Accumulation Distribution | 14067.68 | |||
| Daily Balance Of Power | (0.64) | |||
| Rate Of Daily Change | 0.97 | |||
| Day Median Price | 23650.0 | |||
| Day Typical Price | 23566.67 | |||
| Market Facilitation Index | 0.0036 | |||
| Price Action Indicator | (600.00) | |||
| Period Momentum Indicator | (700.00) |
HLB Pharmaceutical Risk Indicators
The analysis of HLB Pharmaceutical'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 HLB Pharmaceutical's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting hlb 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 | 2.75 | |||
| Standard Deviation | 4.83 | |||
| Variance | 23.31 |
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 HLB Pharmaceutical
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 HLB Pharmaceutical 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 HLB Pharmaceutical will appreciate offsetting losses from the drop in the long position's value.Moving together with HLB Stock
Moving against HLB Stock
The ability to find closely correlated positions to HLB Pharmaceutical could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace HLB Pharmaceutical 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 HLB Pharmaceutical - 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 HLB Pharmaceutical Co to buy it.
The correlation of HLB Pharmaceutical 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 HLB Pharmaceutical moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if HLB Pharmaceutical 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 HLB Pharmaceutical 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 HLB Stock
HLB Pharmaceutical financial ratios help investors to determine whether HLB 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 HLB with respect to the benefits of owning HLB Pharmaceutical security.