ZTO Express Stock Forecast - Polynomial Regression

ZTOA Stock  EUR 17.30  0.80  4.42%   
The Polynomial Regression forecasted value of ZTO Express on the next trading day is expected to be 16.76 with a mean absolute deviation of 0.63 and the sum of the absolute errors of 38.13. ZTO Stock Forecast is based on your current time horizon. We recommend always using this module together with an analysis of ZTO Express' historical fundamentals, such as revenue growth or operating cash flow patterns.
  
ZTO Express polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for ZTO Express as well as the accuracy indicators are determined from the period prices.

ZTO Express Polynomial Regression Price Forecast For the 1st of December

Given 90 days horizon, the Polynomial Regression forecasted value of ZTO Express on the next trading day is expected to be 16.76 with a mean absolute deviation of 0.63, mean absolute percentage error of 0.65, and the sum of the absolute errors of 38.13.
Please note that although there have been many attempts to predict ZTO 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 ZTO Express' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

ZTO Express Stock Forecast Pattern

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ZTO Express Forecasted Value

In the context of forecasting ZTO Express' 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. ZTO Express' downside and upside margins for the forecasting period are 14.32 and 19.20, respectively. We have considered ZTO Express' 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
17.30
16.76
Expected Value
19.20
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 ZTO Express stock data series using in forecasting. Note that when a statistical model is used to represent ZTO Express 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 Criteria117.679
BiasArithmetic mean of the errors None
MADMean absolute deviation0.6252
MAPEMean absolute percentage error0.0299
SAESum of the absolute errors38.1342
A single variable polynomial regression model attempts to put a curve through the ZTO Express 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 ZTO Express

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as ZTO Express. 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
14.8617.3019.74
Details
Intrinsic
Valuation
LowRealHigh
13.5816.0218.46
Details
Bollinger
Band Projection (param)
LowMiddleHigh
16.5918.0919.59
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as ZTO Express. Your research has to be compared to or analyzed against ZTO Express' peers to derive any actionable benefits. When done correctly, ZTO Express' 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 ZTO Express.

Other Forecasting Options for ZTO Express

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

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

ZTO Express 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 ZTO Express' 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 ZTO Express' current price.

ZTO Express Market Strength Events

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

ZTO Express Risk Indicators

The analysis of ZTO Express' 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 ZTO Express' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting zto 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.

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Additional Information and Resources on Investing in ZTO Stock

When determining whether ZTO Express offers a strong return on investment in its stock, a comprehensive analysis is essential. The process typically begins with a thorough review of ZTO Express' financial statements, including income statements, balance sheets, and cash flow statements, to assess its financial health. Key financial ratios are used to gauge profitability, efficiency, and growth potential of Zto Express Stock. Outlined below are crucial reports that will aid in making a well-informed decision on Zto Express Stock:
Check out Historical Fundamental Analysis of ZTO Express to cross-verify your projections.
For more detail on how to invest in ZTO Stock please use our How to Invest in ZTO Express guide.
You can also try the Companies Directory module to evaluate performance of over 100,000 Stocks, Funds, and ETFs against different fundamentals.
Please note, there is a significant difference between ZTO Express' value and its price as these two are different measures arrived at by different means. Investors typically determine if ZTO Express is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, ZTO Express' 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.