LG Chem Stock Forecast - Simple Regression

051915 Stock   239,500  2,000  0.83%   
The Simple Regression forecasted value of LG Chem on the next trading day is expected to be 206,166 with a mean absolute deviation of 13,477 and the sum of the absolute errors of 822,093. 051915 Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast LG Chem stock prices and determine the direction of LG Chem's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of LG Chem'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 LG Chem 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.

LG Chem Simple Regression Price Forecast For the 30th of September

Given 90 days horizon, the Simple Regression forecasted value of LG Chem on the next trading day is expected to be 206,166 with a mean absolute deviation of 13,477, mean absolute percentage error of 281,732,585, and the sum of the absolute errors of 822,093.
Please note that although there have been many attempts to predict 051915 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 LG Chem's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

LG Chem Stock Forecast Pattern

Backtest LG ChemLG Chem Price PredictionBuy or Sell Advice 

LG Chem Forecasted Value

In the context of forecasting LG Chem'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. LG Chem's downside and upside margins for the forecasting period are 206,163 and 206,169, respectively. We have considered LG Chem'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
239,500
206,163
Downside
206,166
Expected Value
206,169
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 LG Chem stock data series using in forecasting. Note that when a statistical model is used to represent LG Chem 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 Criteria137.567
BiasArithmetic mean of the errors None
MADMean absolute deviation13476.9323
MAPEMean absolute percentage error0.0622
SAESum of the absolute errors822092.8715
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 LG Chem 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 LG Chem

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as LG Chem. 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.
Sophisticated investors, who have witnessed many market ups and downs, anticipate that the market will even out over time. This tendency of LG Chem's price to converge to an average value over time is called mean reversion. However, historically, high market prices usually discourage investors that believe in mean reversion to invest, while low prices are viewed as an opportunity to buy.
Hype
Prediction
LowEstimatedHigh
239,497239,500239,503
Details
Intrinsic
Valuation
LowRealHigh
192,420192,423263,450
Details
Bollinger
Band Projection (param)
LowMiddleHigh
218,405234,833251,262
Details

Other Forecasting Options for LG Chem

For every potential investor in 051915, whether a beginner or expert, LG Chem's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. 051915 Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in 051915. Basic forecasting techniques help filter out the noise by identifying LG Chem's price trends.

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

LG Chem 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 LG Chem'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 LG Chem's current price.

LG Chem Market Strength Events

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

LG Chem Risk Indicators

The analysis of LG Chem'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 LG Chem's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting 051915 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 LG Chem

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 LG Chem 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 LG Chem will appreciate offsetting losses from the drop in the long position's value.

Moving together with 051915 Stock

  0.86278280 ChunboPairCorr
  0.76213420 DukSan Neolux CoLtdPairCorr
  0.8298000 Hyosung Chemical CorpPairCorr
  0.8220260 LIG ES SPACPairCorr
The ability to find closely correlated positions to LG Chem could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace LG Chem 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 LG Chem - 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 LG Chem to buy it.
The correlation of LG Chem 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 LG Chem moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if LG Chem 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 LG Chem 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 051915 Stock

LG Chem financial ratios help investors to determine whether 051915 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 051915 with respect to the benefits of owning LG Chem security.