Ata Gayrimenkul Stock Forecast - Polynomial Regression

ATAGY Stock  TRY 14.64  0.21  1.41%   
The Polynomial Regression forecasted value of Ata Gayrimenkul Yatirim on the next trading day is expected to be 15.90 with a mean absolute deviation of  0.78  and the sum of the absolute errors of 47.71. Ata Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Ata Gayrimenkul stock prices and determine the direction of Ata Gayrimenkul Yatirim's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Ata Gayrimenkul's historical fundamentals, such as revenue growth or operating cash flow patterns.
Check out Historical Fundamental Analysis of Ata Gayrimenkul to cross-verify your projections.
  
Most investors in Ata Gayrimenkul 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 Ata Gayrimenkul's time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Ata Gayrimenkul's price structures and extracts relationships that further increase the generated results' accuracy.
Ata Gayrimenkul polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Ata Gayrimenkul Yatirim as well as the accuracy indicators are determined from the period prices.

Ata Gayrimenkul Polynomial Regression Price Forecast For the 6th of May

Given 90 days horizon, the Polynomial Regression forecasted value of Ata Gayrimenkul Yatirim on the next trading day is expected to be 15.90 with a mean absolute deviation of 0.78, mean absolute percentage error of 0.91, and the sum of the absolute errors of 47.71.
Please note that although there have been many attempts to predict Ata 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 Ata Gayrimenkul's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Ata Gayrimenkul Stock Forecast Pattern

Backtest Ata GayrimenkulAta Gayrimenkul Price PredictionBuy or Sell Advice 

Ata Gayrimenkul Forecasted Value

In the context of forecasting Ata Gayrimenkul'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. Ata Gayrimenkul's downside and upside margins for the forecasting period are 11.62 and 20.18, respectively. We have considered Ata Gayrimenkul'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
14.64
15.90
Expected Value
20.18
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 Ata Gayrimenkul stock data series using in forecasting. Note that when a statistical model is used to represent Ata Gayrimenkul 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 Criteria118.0143
BiasArithmetic mean of the errors None
MADMean absolute deviation0.7821
MAPEMean absolute percentage error0.0639
SAESum of the absolute errors47.7067
A single variable polynomial regression model attempts to put a curve through the Ata Gayrimenkul 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 Ata Gayrimenkul

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Ata Gayrimenkul Yatirim. 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 Ata Gayrimenkul'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
10.3614.6418.92
Details
Intrinsic
Valuation
LowRealHigh
7.1811.4615.74
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Ata Gayrimenkul. Your research has to be compared to or analyzed against Ata Gayrimenkul's peers to derive any actionable benefits. When done correctly, Ata Gayrimenkul'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 Ata Gayrimenkul Yatirim.

Other Forecasting Options for Ata Gayrimenkul

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

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

Ata Gayrimenkul Yatirim 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 Ata Gayrimenkul'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 Ata Gayrimenkul's current price.

Ata Gayrimenkul Market Strength Events

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

Ata Gayrimenkul Risk Indicators

The analysis of Ata Gayrimenkul'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 Ata Gayrimenkul's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting ata 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.
Some investors attempt to determine whether the market's mood is bullish or bearish by monitoring changes in market sentiment. Unlike more traditional methods such as technical analysis, investor sentiment usually refers to the aggregate attitude towards Ata Gayrimenkul in the overall investment community. So, suppose investors can accurately measure the market's sentiment. In that case, they can use it for their benefit. For example, some tools to gauge market sentiment could be utilized using contrarian indexes, Ata Gayrimenkul's short interest history, or implied volatility extrapolated from Ata Gayrimenkul options trading.

Pair Trading with Ata Gayrimenkul

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 Ata Gayrimenkul 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 Ata Gayrimenkul will appreciate offsetting losses from the drop in the long position's value.

Moving together with Ata Stock

  0.64QNBFB Qnb Finansbank ASPairCorr
  0.64KENT Kent Gida MaddeleriPairCorr
  0.85KCAER Kocaer Celik SanayiPairCorr
The ability to find closely correlated positions to Ata Gayrimenkul could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Ata Gayrimenkul 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 Ata Gayrimenkul - 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 Ata Gayrimenkul Yatirim to buy it.
The correlation of Ata Gayrimenkul 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 Ata Gayrimenkul moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Ata Gayrimenkul Yatirim 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 Ata Gayrimenkul 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.
Pair CorrelationCorrelation Matching
Check out Historical Fundamental Analysis of Ata Gayrimenkul to cross-verify your projections.
You can also try the Pattern Recognition module to use different Pattern Recognition models to time the market across multiple global exchanges.

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