Kukdo Chemical Stock Forecast - Simple Moving Average

007690 Stock   27,500  150.00  0.55%   
The Simple Moving Average forecasted value of Kukdo Chemical on the next trading day is expected to be 27,425 with a mean absolute deviation of 500.42 and the sum of the absolute errors of 29,525. Investors can use prediction functions to forecast Kukdo Chemical's stock prices and determine the direction of Kukdo Chemical'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 Kukdo Chemical'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 nation.
  
A two period moving average forecast for Kukdo Chemical is based on an daily price series in which the stock price on a given day is replaced by the mean of that price and the preceding price. This model is best suited to price patterns experiencing average volatility.

Kukdo Chemical Simple Moving Average Price Forecast For the 12th of December 2024

Given 90 days horizon, the Simple Moving Average forecasted value of Kukdo Chemical on the next trading day is expected to be 27,425 with a mean absolute deviation of 500.42, mean absolute percentage error of 458,125, and the sum of the absolute errors of 29,525.
Please note that although there have been many attempts to predict Kukdo 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 Kukdo Chemical's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Kukdo Chemical Stock Forecast Pattern

Kukdo Chemical Forecasted Value

In the context of forecasting Kukdo Chemical'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. Kukdo Chemical's downside and upside margins for the forecasting period are 27,423 and 27,427, respectively. We have considered Kukdo Chemical'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
27,500
27,423
Downside
27,425
Expected Value
27,427
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Simple Moving Average forecasting method's relative quality and the estimations of the prediction error of Kukdo Chemical stock data series using in forecasting. Note that when a statistical model is used to represent Kukdo Chemical 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 Criteria127.4696
BiasArithmetic mean of the errors 107.2034
MADMean absolute deviation500.4237
MAPEMean absolute percentage error0.0159
SAESum of the absolute errors29525.0
The simple moving average model is conceptually a linear regression of the current value of Kukdo Chemical price series against current and previous (unobserved) value of Kukdo Chemical. In time series analysis, the simple moving-average model is a very common approach for modeling univariate price series models including forecasting prices into the future

Predictive Modules for Kukdo Chemical

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Kukdo Chemical. 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 Kukdo Chemical. Your research has to be compared to or analyzed against Kukdo Chemical's peers to derive any actionable benefits. When done correctly, Kukdo Chemical'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 Kukdo Chemical.

Other Forecasting Options for Kukdo Chemical

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

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

Kukdo Chemical 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 Kukdo Chemical'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 Kukdo Chemical's current price.

Kukdo Chemical Market Strength Events

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

Kukdo Chemical Risk Indicators

The analysis of Kukdo Chemical'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 Kukdo Chemical's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting kukdo 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 Kukdo Chemical

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 Kukdo Chemical 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 Kukdo Chemical will appreciate offsetting losses from the drop in the long position's value.
The ability to find closely correlated positions to Kukdo Chemical could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Kukdo Chemical 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 Kukdo Chemical - 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 Kukdo Chemical to buy it.
The correlation of Kukdo Chemical 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 Kukdo Chemical moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Kukdo Chemical 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 Kukdo Chemical 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