Sunny Electronics Stock Forecast - Polynomial Regression
| 004770 Stock | 1,634 1.00 0.06% |
The Polynomial Regression forecasted value of Sunny Electronics Corp on the next trading day is expected to be 1,588 with a mean absolute deviation of 23.09 and the sum of the absolute errors of 1,409. Sunny Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Sunny Electronics stock prices and determine the direction of Sunny Electronics Corp's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Sunny Electronics' historical fundamentals, such as revenue growth or operating cash flow patterns.
Sunny |
Sunny Electronics Polynomial Regression Price Forecast For the 28th of November
Given 90 days horizon, the Polynomial Regression forecasted value of Sunny Electronics Corp on the next trading day is expected to be 1,588 with a mean absolute deviation of 23.09, mean absolute percentage error of 877.62, and the sum of the absolute errors of 1,409.Please note that although there have been many attempts to predict Sunny 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 Sunny Electronics' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Sunny Electronics Stock Forecast Pattern
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Sunny Electronics Forecasted Value
In the context of forecasting Sunny Electronics' 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. Sunny Electronics' downside and upside margins for the forecasting period are 1,586 and 1,589, respectively. We have considered Sunny Electronics' 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 Polynomial Regression forecasting method's relative quality and the estimations of the prediction error of Sunny Electronics stock data series using in forecasting. Note that when a statistical model is used to represent Sunny Electronics 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 | 124.8877 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 23.0916 |
| MAPE | Mean absolute percentage error | 0.0146 |
| SAE | Sum of the absolute errors | 1408.5875 |
Predictive Modules for Sunny Electronics
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Sunny Electronics Corp. 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.Other Forecasting Options for Sunny Electronics
For every potential investor in Sunny, whether a beginner or expert, Sunny Electronics' price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Sunny Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Sunny. Basic forecasting techniques help filter out the noise by identifying Sunny Electronics' price trends.Sunny Electronics 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 Sunny Electronics stock to make a market-neutral strategy. Peer analysis of Sunny Electronics could also be used in its relative valuation, which is a method of valuing Sunny Electronics by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
Sunny Electronics Corp 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 Sunny Electronics' 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 Sunny Electronics' current price.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
| Pattern Recognition | ||
| Price Transform | ||
| Statistic Functions | ||
| Volatility Indicators | ||
| Volume Indicators |
Sunny Electronics Market Strength Events
Market strength indicators help investors to evaluate how Sunny Electronics stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Sunny Electronics shares will generate the highest return on investment. By undertsting and applying Sunny Electronics stock market strength indicators, traders can identify Sunny Electronics Corp entry and exit signals to maximize returns.
Sunny Electronics Risk Indicators
The analysis of Sunny Electronics' 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 Sunny Electronics' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting sunny 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 | 0.8687 | |||
| Semi Deviation | 1.17 | |||
| Standard Deviation | 1.31 | |||
| Variance | 1.7 | |||
| Downside Variance | 1.73 | |||
| Semi Variance | 1.36 | |||
| Expected Short fall | (1.00) |
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 Sunny Electronics
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 Sunny Electronics 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 Sunny Electronics will appreciate offsetting losses from the drop in the long position's value.The ability to find closely correlated positions to Sunny Electronics could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Sunny Electronics 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 Sunny Electronics - 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 Sunny Electronics Corp to buy it.
The correlation of Sunny Electronics 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 Sunny Electronics moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Sunny Electronics Corp 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 Sunny Electronics 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.Other Information on Investing in Sunny Stock
Sunny Electronics financial ratios help investors to determine whether Sunny 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 Sunny with respect to the benefits of owning Sunny Electronics security.