Aurora Optoelectronics Stock Forecast - Polynomial Regression

600666 Stock   2.50  0.03  1.19%   
The Polynomial Regression forecasted value of Aurora Optoelectronics Co on the next trading day is expected to be 2.46 with a mean absolute deviation of 0.09 and the sum of the absolute errors of 5.78. Aurora Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Aurora Optoelectronics stock prices and determine the direction of Aurora Optoelectronics Co's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Aurora Optoelectronics' historical fundamentals, such as revenue growth or operating cash flow patterns.
  
At present, Aurora Optoelectronics' Total Assets are projected to increase significantly based on the last few years of reporting. The current year's Short Term Investments is expected to grow to about 58.5 M, whereas Other Current Liabilities is forecasted to decline to about 17.2 M.
Aurora Optoelectronics polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Aurora Optoelectronics Co as well as the accuracy indicators are determined from the period prices.

Aurora Optoelectronics Polynomial Regression Price Forecast For the 1st of December

Given 90 days horizon, the Polynomial Regression forecasted value of Aurora Optoelectronics Co on the next trading day is expected to be 2.46 with a mean absolute deviation of 0.09, mean absolute percentage error of 0.02, and the sum of the absolute errors of 5.78.
Please note that although there have been many attempts to predict Aurora 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 Aurora Optoelectronics' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Aurora Optoelectronics Stock Forecast Pattern

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Aurora Optoelectronics Forecasted Value

In the context of forecasting Aurora Optoelectronics' 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. Aurora Optoelectronics' downside and upside margins for the forecasting period are 0.03 and 7.29, respectively. We have considered Aurora Optoelectronics' 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
2.50
2.46
Expected Value
7.29
Upside

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 Aurora Optoelectronics stock data series using in forecasting. Note that when a statistical model is used to represent Aurora Optoelectronics 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 Criteria115.7955
BiasArithmetic mean of the errors None
MADMean absolute deviation0.0932
MAPEMean absolute percentage error0.045
SAESum of the absolute errors5.7768
A single variable polynomial regression model attempts to put a curve through the Aurora Optoelectronics historical price points. Mathematically, assuming the independent variable is X and the dependent variable is Y, this line can be indicated as: Y = a0 + a1*X + a2*X2 + a3*X3 + ... + am*Xm

Predictive Modules for Aurora Optoelectronics

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Aurora Optoelectronics. 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
0.132.507.33
Details
Intrinsic
Valuation
LowRealHigh
0.101.956.78
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Aurora Optoelectronics. Your research has to be compared to or analyzed against Aurora Optoelectronics' peers to derive any actionable benefits. When done correctly, Aurora Optoelectronics' 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 Aurora Optoelectronics.

Other Forecasting Options for Aurora Optoelectronics

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

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

Aurora Optoelectronics 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 Aurora Optoelectronics' 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 Aurora Optoelectronics' current price.

Aurora Optoelectronics Market Strength Events

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

Aurora Optoelectronics Risk Indicators

The analysis of Aurora Optoelectronics' 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 Aurora Optoelectronics' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting aurora 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.

Currently Active Assets on Macroaxis

Other Information on Investing in Aurora Stock

Aurora Optoelectronics financial ratios help investors to determine whether Aurora 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 Aurora with respect to the benefits of owning Aurora Optoelectronics security.