Lippo Karawaci Stock Forecast - Simple Regression

LPKR Stock  IDR 109.00  1.00  0.91%   
The Simple Regression forecasted value of Lippo Karawaci Tbk on the next trading day is expected to be 126.43 with a mean absolute deviation of 8.28 and the sum of the absolute errors of 505.01. Lippo 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 Lippo Karawaci 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.

Lippo Karawaci Simple Regression Price Forecast For the 26th of November

Given 90 days horizon, the Simple Regression forecasted value of Lippo Karawaci Tbk on the next trading day is expected to be 126.43 with a mean absolute deviation of 8.28, mean absolute percentage error of 100.98, and the sum of the absolute errors of 505.01.
Please note that although there have been many attempts to predict Lippo 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 Lippo Karawaci's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Lippo Karawaci Stock Forecast Pattern

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Lippo Karawaci Forecasted Value

In the context of forecasting Lippo Karawaci'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. Lippo Karawaci's downside and upside margins for the forecasting period are 121.99 and 130.88, respectively. We have considered Lippo Karawaci'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
109.00
121.99
Downside
126.43
Expected Value
130.88
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 Lippo Karawaci stock data series using in forecasting. Note that when a statistical model is used to represent Lippo Karawaci 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 Criteria122.7254
BiasArithmetic mean of the errors None
MADMean absolute deviation8.2788
MAPEMean absolute percentage error0.0766
SAESum of the absolute errors505.0073
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 Lippo Karawaci Tbk 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 Lippo Karawaci

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Lippo Karawaci Tbk. 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
104.55109.00113.45
Details
Intrinsic
Valuation
LowRealHigh
103.05107.50111.95
Details
Bollinger
Band Projection (param)
LowMiddleHigh
108.39109.33110.28
Details

Other Forecasting Options for Lippo Karawaci

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

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

Lippo Karawaci Tbk 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 Lippo Karawaci'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 Lippo Karawaci's current price.

Lippo Karawaci Market Strength Events

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

Lippo Karawaci Risk Indicators

The analysis of Lippo Karawaci'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 Lippo Karawaci's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting lippo 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.

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Other Information on Investing in Lippo Stock

Lippo Karawaci financial ratios help investors to determine whether Lippo 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 Lippo with respect to the benefits of owning Lippo Karawaci security.