Chainqui Construction Stock Forecast - Polynomial Regression

2509 Stock  TWD 16.75  0.20  1.18%   
The Polynomial Regression forecasted value of Chainqui Construction Development on the next trading day is expected to be 16.72 with a mean absolute deviation of 0.27 and the sum of the absolute errors of 16.58. Chainqui Stock Forecast is based on your current time horizon.
  
Chainqui Construction polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Chainqui Construction Development as well as the accuracy indicators are determined from the period prices.

Chainqui Construction Polynomial Regression Price Forecast For the 15th of December 2024

Given 90 days horizon, the Polynomial Regression forecasted value of Chainqui Construction Development on the next trading day is expected to be 16.72 with a mean absolute deviation of 0.27, mean absolute percentage error of 0.19, and the sum of the absolute errors of 16.58.
Please note that although there have been many attempts to predict Chainqui 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 Chainqui Construction's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Chainqui Construction Stock Forecast Pattern

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Chainqui Construction Forecasted Value

In the context of forecasting Chainqui Construction'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. Chainqui Construction's downside and upside margins for the forecasting period are 14.58 and 18.86, respectively. We have considered Chainqui Construction'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
16.75
16.72
Expected Value
18.86
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 Chainqui Construction stock data series using in forecasting. Note that when a statistical model is used to represent Chainqui Construction 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 Criteria118.3101
BiasArithmetic mean of the errors None
MADMean absolute deviation0.2674
MAPEMean absolute percentage error0.0144
SAESum of the absolute errors16.5814
A single variable polynomial regression model attempts to put a curve through the Chainqui Construction 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 Chainqui Construction

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Chainqui Construction. 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
14.6116.7518.89
Details
Intrinsic
Valuation
LowRealHigh
13.5915.7317.87
Details

Other Forecasting Options for Chainqui Construction

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

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

Chainqui Construction 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 Chainqui Construction'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 Chainqui Construction's current price.

Chainqui Construction Market Strength Events

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

Chainqui Construction Risk Indicators

The analysis of Chainqui Construction'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 Chainqui Construction's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting chainqui 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.

Also Currently Popular

Analyzing currently trending equities could be an opportunity to develop a better portfolio based on different market momentums that they can trigger. Utilizing the top trending stocks is also useful when creating a market-neutral strategy or pair trading technique involving a short or a long position in a currently trending equity.

Additional Tools for Chainqui Stock Analysis

When running Chainqui Construction's price analysis, check to measure Chainqui Construction'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 Chainqui Construction is operating at the current time. Most of Chainqui Construction's value examination focuses on studying past and present price action to predict the probability of Chainqui Construction's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Chainqui Construction's price. Additionally, you may evaluate how the addition of Chainqui Construction to your portfolios can decrease your overall portfolio volatility.