KLEA HOLDING Stock Forecast - Double Exponential Smoothing

ALKLH Stock   0.17  0.00  0.00%   
The Double Exponential Smoothing forecasted value of KLEA HOLDING on the next trading day is expected to be 0.17 with a mean absolute deviation of 0 and the sum of the absolute errors of 0.24. Investors can use prediction functions to forecast KLEA HOLDING's stock prices and determine the direction of KLEA HOLDING's future trends based on various well-known forecasting models. However, exclusively looking at the historical price movement is usually misleading. We recommend always using this module together with an analysis of KLEA HOLDING's historical fundamentals, such as revenue growth or operating cash flow patterns. Check out Trending Equities to better understand how to build diversified portfolios. Also, note that the market value of any company could be closely tied with the direction of predictive economic indicators such as signals in rate.
  
Double exponential smoothing - also known as Holt exponential smoothing is a refinement of the popular simple exponential smoothing model with an additional trending component. Double exponential smoothing model for KLEA HOLDING works best with periods where there are trends or seasonality.

KLEA HOLDING Double Exponential Smoothing Price Forecast For the 26th of November

Given 90 days horizon, the Double Exponential Smoothing forecasted value of KLEA HOLDING on the next trading day is expected to be 0.17 with a mean absolute deviation of 0, mean absolute percentage error of 0.000085, and the sum of the absolute errors of 0.24.
Please note that although there have been many attempts to predict KLEA 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 KLEA HOLDING's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

KLEA HOLDING Stock Forecast Pattern

KLEA HOLDING Forecasted Value

In the context of forecasting KLEA HOLDING'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. KLEA HOLDING's downside and upside margins for the forecasting period are 0 and 4.70, respectively. We have considered KLEA HOLDING'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
0.17
0.17
Expected Value
4.70
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Double Exponential Smoothing forecasting method's relative quality and the estimations of the prediction error of KLEA HOLDING stock data series using in forecasting. Note that when a statistical model is used to represent KLEA HOLDING 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 CriteriaHuge
BiasArithmetic mean of the errors None
MADMean absolute deviation0.0041
MAPEMean absolute percentage error0.0197
SAESum of the absolute errors0.24
When KLEA HOLDING prices exhibit either an increasing or decreasing trend over time, simple exponential smoothing forecasts tend to lag behind observations. Double exponential smoothing is designed to address this type of data series by taking into account any KLEA HOLDING trend in the prices. So in double exponential smoothing past observations are given exponentially smaller weights as the observations get older. In other words, recent KLEA HOLDING observations are given relatively more weight in forecasting than the older observations.

Predictive Modules for KLEA HOLDING

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as KLEA HOLDING. 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.
Please note, it is not enough to conduct a financial or market analysis of a single entity such as KLEA HOLDING. Your research has to be compared to or analyzed against KLEA HOLDING's peers to derive any actionable benefits. When done correctly, KLEA HOLDING'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 KLEA HOLDING.

Other Forecasting Options for KLEA HOLDING

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

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

KLEA HOLDING 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 KLEA HOLDING'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 KLEA HOLDING's current price.

KLEA HOLDING Market Strength Events

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

KLEA HOLDING Risk Indicators

The analysis of KLEA HOLDING'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 KLEA HOLDING's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting klea 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.

Also Currently Popular

Analyzing currently trending equities could be an opportunity to develop a better portfolio based on different market momentums that they can trigger. Utilizing the top trending stocks is also useful when creating a market-neutral strategy or pair trading technique involving a short or a long position in a currently trending equity.

Additional Tools for KLEA Stock Analysis

When running KLEA HOLDING's price analysis, check to measure KLEA HOLDING's market volatility, profitability, liquidity, solvency, efficiency, growth potential, financial leverage, and other vital indicators. We have many different tools that can be utilized to determine how healthy KLEA HOLDING is operating at the current time. Most of KLEA HOLDING's value examination focuses on studying past and present price action to predict the probability of KLEA HOLDING's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move KLEA HOLDING's price. Additionally, you may evaluate how the addition of KLEA HOLDING to your portfolios can decrease your overall portfolio volatility.