Dayou AP Stock Forecast - Polynomial Regression

290120 Stock   2,945  35.00  1.17%   
The Polynomial Regression forecasted value of Dayou AP CoLtd on the next trading day is expected to be 3,010 with a mean absolute deviation of  59.12  and the sum of the absolute errors of 3,666. Dayou Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Dayou AP stock prices and determine the direction of Dayou AP CoLtd's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Dayou AP's historical fundamentals, such as revenue growth or operating cash flow patterns.
Check out Historical Fundamental Analysis of Dayou AP to cross-verify your projections.
  
Most investors in Dayou AP 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 Dayou AP's time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Dayou AP's price structures and extracts relationships that further increase the generated results' accuracy.
Dayou AP polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Dayou AP CoLtd as well as the accuracy indicators are determined from the period prices.

Dayou AP Polynomial Regression Price Forecast For the 4th of May

Given 90 days horizon, the Polynomial Regression forecasted value of Dayou AP CoLtd on the next trading day is expected to be 3,010 with a mean absolute deviation of 59.12, mean absolute percentage error of 6,151, and the sum of the absolute errors of 3,666.
Please note that although there have been many attempts to predict Dayou 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 Dayou AP's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Dayou AP Stock Forecast Pattern

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Dayou AP Forecasted Value

In the context of forecasting Dayou AP'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. Dayou AP's downside and upside margins for the forecasting period are 3,009 and 3,012, respectively. We have considered Dayou AP'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
2,945
3,010
Expected Value
3,012
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 Dayou AP stock data series using in forecasting. Note that when a statistical model is used to represent Dayou AP 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 Criteria128.6727
BiasArithmetic mean of the errors None
MADMean absolute deviation59.121
MAPEMean absolute percentage error0.0175
SAESum of the absolute errors3665.5018
A single variable polynomial regression model attempts to put a curve through the Dayou AP 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 Dayou AP

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Dayou AP CoLtd. 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 Dayou AP'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.
Hype
Prediction
LowEstimatedHigh
2,9432,9452,947
Details
Intrinsic
Valuation
LowRealHigh
2,6762,6783,240
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Dayou AP. Your research has to be compared to or analyzed against Dayou AP's peers to derive any actionable benefits. When done correctly, Dayou AP'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 Dayou AP CoLtd.

Other Forecasting Options for Dayou AP

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

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

Dayou AP CoLtd 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 Dayou AP'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 Dayou AP's current price.

Dayou AP Market Strength Events

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

Dayou AP Risk Indicators

The analysis of Dayou AP'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 Dayou AP's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting dayou 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.

Thematic Opportunities

Explore Investment Opportunities

Build portfolios using Macroaxis predefined set of investing ideas. Many of Macroaxis investing ideas can easily outperform a given market. Ideas can also be optimized per your risk profile before portfolio origination is invoked. Macroaxis thematic optimization helps investors identify companies most likely to benefit from changes or shifts in various micro-economic or local macro-level trends. Originating optimal thematic portfolios involves aligning investors' personal views, ideas, and beliefs with their actual investments.
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Check out Historical Fundamental Analysis of Dayou AP to cross-verify your projections.
Note that the Dayou AP CoLtd information on this page should be used as a complementary analysis to other Dayou AP's statistical models used to find the right mix of equity instruments to add to your existing portfolios or create a brand new portfolio. You can also try the Sectors module to list of equity sectors categorizing publicly traded companies based on their primary business activities.

Complementary Tools for Dayou Stock analysis

When running Dayou AP's price analysis, check to measure Dayou AP'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 Dayou AP is operating at the current time. Most of Dayou AP's value examination focuses on studying past and present price action to predict the probability of Dayou AP's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Dayou AP's price. Additionally, you may evaluate how the addition of Dayou AP to your portfolios can decrease your overall portfolio volatility.
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Please note, there is a significant difference between Dayou AP's value and its price as these two are different measures arrived at by different means. Investors typically determine if Dayou AP is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Dayou AP's price is the amount at which it trades on the open market and represents the number that a seller and buyer find agreeable to each party.