Anugerah Kagum Stock Forecast - Simple Exponential Smoothing
AKKU Stock | IDR 9.00 1.00 10.00% |
The Simple Exponential Smoothing forecasted value of Anugerah Kagum Karya on the next trading day is expected to be 9.00 with a mean absolute deviation of 0.78 and the sum of the absolute errors of 47.00. Anugerah Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Anugerah Kagum stock prices and determine the direction of Anugerah Kagum Karya's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Anugerah Kagum's historical fundamentals, such as revenue growth or operating cash flow patterns.
Check out Historical Fundamental Analysis of Anugerah Kagum to cross-verify your projections. Anugerah |
Most investors in Anugerah Kagum cannot accurately predict what will happen the next trading day because, historically, stock markets tend to be unpredictable and even illogical. Modeling turbulent structures requires applying different statistical methods, techniques, and algorithms to find hidden data structures or patterns within the Anugerah Kagum's time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Anugerah Kagum's price structures and extracts relationships that further increase the generated results' accuracy.
Anugerah Kagum simple exponential smoothing forecast is a very popular model used to produce a smoothed price series. Whereas in simple Moving Average models the past observations for Anugerah Kagum Karya are weighted equally, Exponential Smoothing assigns exponentially decreasing weights as Anugerah Kagum Karya prices get older. Anugerah Kagum Simple Exponential Smoothing Price Forecast For the 31st of May
Given 90 days horizon, the Simple Exponential Smoothing forecasted value of Anugerah Kagum Karya on the next trading day is expected to be 9.00 with a mean absolute deviation of 0.78, mean absolute percentage error of 1.98, and the sum of the absolute errors of 47.00.Please note that although there have been many attempts to predict Anugerah 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 Anugerah Kagum's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Anugerah Kagum Stock Forecast Pattern
Backtest Anugerah Kagum | Anugerah Kagum Price Prediction | Buy or Sell Advice |
Anugerah Kagum Forecasted Value
In the context of forecasting Anugerah Kagum'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. Anugerah Kagum's downside and upside margins for the forecasting period are 3.29 and 14.71, respectively. We have considered Anugerah Kagum'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 Simple Exponential Smoothing forecasting method's relative quality and the estimations of the prediction error of Anugerah Kagum stock data series using in forecasting. Note that when a statistical model is used to represent Anugerah Kagum 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 | 116.9574 |
Bias | Arithmetic mean of the errors | 0.6833 |
MAD | Mean absolute deviation | 0.7833 |
MAPE | Mean absolute percentage error | 0.0409 |
SAE | Sum of the absolute errors | 47.0 |
Predictive Modules for Anugerah Kagum
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Anugerah Kagum Karya. 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 Anugerah Kagum'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.
Other Forecasting Options for Anugerah Kagum
For every potential investor in Anugerah, whether a beginner or expert, Anugerah Kagum's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Anugerah Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Anugerah. Basic forecasting techniques help filter out the noise by identifying Anugerah Kagum's price trends.Anugerah Kagum 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 Anugerah Kagum stock to make a market-neutral strategy. Peer analysis of Anugerah Kagum could also be used in its relative valuation, which is a method of valuing Anugerah Kagum by comparing valuation metrics with similar companies.
Risk & Return | Correlation |
Anugerah Kagum Karya 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 Anugerah Kagum'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 Anugerah Kagum's current price.Cycle Indicators | ||
Math Operators | ||
Math Transform | ||
Momentum Indicators | ||
Overlap Studies | ||
Pattern Recognition | ||
Price Transform | ||
Statistic Functions | ||
Volatility Indicators | ||
Volume Indicators |
Anugerah Kagum Market Strength Events
Market strength indicators help investors to evaluate how Anugerah Kagum stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Anugerah Kagum shares will generate the highest return on investment. By undertsting and applying Anugerah Kagum stock market strength indicators, traders can identify Anugerah Kagum Karya entry and exit signals to maximize returns.
Daily Balance Of Power | (9,223,372,036,855) | |||
Rate Of Daily Change | 0.9 | |||
Day Median Price | 9.0 | |||
Day Typical Price | 9.0 | |||
Price Action Indicator | (0.50) | |||
Period Momentum Indicator | (1.00) |
Anugerah Kagum Risk Indicators
The analysis of Anugerah Kagum'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 Anugerah Kagum's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting anugerah 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 | 3.98 | |||
Standard Deviation | 4.79 | |||
Variance | 22.96 |
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.
Becoming a Better Investor with Macroaxis
Macroaxis puts the power of mathematics on your side. We analyze your portfolios and positions such as Anugerah Kagum Karya using complex mathematical models and algorithms, but make them easy to understand. There is no real person involved in your portfolio analysis. We perform a number of calculations to compute absolute and relative portfolio volatility, correlation between your assets, value at risk, expected return as well as over 100 different fundamental and technical indicators.Build Optimal Portfolios
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Check out Historical Fundamental Analysis of Anugerah Kagum to cross-verify your projections. You can also try the Bollinger Bands module to use Bollinger Bands indicator to analyze target price for a given investing horizon.
Complementary Tools for Anugerah Stock analysis
When running Anugerah Kagum's price analysis, check to measure Anugerah Kagum'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 Anugerah Kagum is operating at the current time. Most of Anugerah Kagum's value examination focuses on studying past and present price action to predict the probability of Anugerah Kagum's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Anugerah Kagum's price. Additionally, you may evaluate how the addition of Anugerah Kagum to your portfolios can decrease your overall portfolio volatility.
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