AYRO Stock Forecast - Naive Prediction
| AYRO Stock | USD 0.73 0.01 1.35% |
The Naive Prediction forecasted value of AYRO Inc on the next trading day is expected to be 0.72 with a mean absolute deviation of 0.02 and the sum of the absolute errors of 0.98. AYRO Stock Forecast is based on your current time horizon. Although AYRO's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of AYRO's systematic risk associated with finding meaningful patterns of AYRO fundamentals over time.
AYRO |
AYRO Cash Forecast
Forecasting financial indicators like cash flow involves analysts applying various statistical methods, techniques, and algorithms. These tools reveal hidden trends within the AYRO's financial statements to estimate their effects on upcoming price movements.
Cash | First Reported 2013-09-30 | Previous Quarter 14.1 M | Current Value 2.7 M | Quarterly Volatility 26.3 M |
AYRO Naive Prediction Price Forecast For the 5th of December
Given 90 days horizon, the Naive Prediction forecasted value of AYRO Inc on the next trading day is expected to be 0.72 with a mean absolute deviation of 0.02, mean absolute percentage error of 0.0004, and the sum of the absolute errors of 0.98.Please note that although there have been many attempts to predict AYRO 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 AYRO's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
AYRO Stock Forecast Pattern
| Backtest AYRO | AYRO Price Prediction | Buy or Sell Advice |
AYRO Forecasted Value
In the context of forecasting AYRO'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. AYRO's downside and upside margins for the forecasting period are 0.01 and 3.40, respectively. We have considered AYRO'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.
Model Predictive Factors
The below table displays some essential indicators generated by the model showing the Naive Prediction forecasting method's relative quality and the estimations of the prediction error of AYRO stock data series using in forecasting. Note that when a statistical model is used to represent AYRO 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.| AIC | Akaike Information Criteria | 110.2402 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.0161 |
| MAPE | Mean absolute percentage error | 0.0207 |
| SAE | Sum of the absolute errors | 0.9843 |
Predictive Modules for AYRO
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as AYRO Inc. 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.Other Forecasting Options for AYRO
For every potential investor in AYRO, whether a beginner or expert, AYRO's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. AYRO Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in AYRO. Basic forecasting techniques help filter out the noise by identifying AYRO's price trends.AYRO 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 AYRO stock to make a market-neutral strategy. Peer analysis of AYRO could also be used in its relative valuation, which is a method of valuing AYRO by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
AYRO Inc 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 AYRO'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 AYRO's current price.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
| Pattern Recognition | ||
| Price Transform | ||
| Statistic Functions | ||
| Volatility Indicators | ||
| Volume Indicators |
AYRO Market Strength Events
Market strength indicators help investors to evaluate how AYRO stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading AYRO shares will generate the highest return on investment. By undertsting and applying AYRO stock market strength indicators, traders can identify AYRO Inc entry and exit signals to maximize returns.
AYRO Risk Indicators
The analysis of AYRO'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 AYRO's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting ayro 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.
| Mean Deviation | 2.12 | |||
| Standard Deviation | 2.71 | |||
| Variance | 7.34 |
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.
Pair Trading with AYRO
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 AYRO 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 AYRO will appreciate offsetting losses from the drop in the long position's value.Moving together with AYRO Stock
Moving against AYRO Stock
| 0.7 | GM | General Motors | PairCorr |
| 0.5 | TSLA | Tesla Inc Aggressive Push | PairCorr |
| 0.49 | VFS | VinFast Auto | PairCorr |
| 0.46 | GT | Goodyear Tire Rubber | PairCorr |
| 0.45 | XPEV | Xpeng Inc Aggressive Push | PairCorr |
The ability to find closely correlated positions to AYRO could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace AYRO 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 AYRO - 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 AYRO Inc to buy it.
The correlation of AYRO 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 AYRO moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if AYRO Inc 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 AYRO 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.Check out Historical Fundamental Analysis of AYRO to cross-verify your projections. You can also try the Sectors module to list of equity sectors categorizing publicly traded companies based on their primary business activities.
Is Automotive Parts & Equipment space expected to grow? Or is there an opportunity to expand the business' product line in the future? Factors like these will boost the valuation of AYRO. If investors know AYRO will grow in the future, the company's valuation will be higher. The financial industry is built on trying to define current growth potential and future valuation accurately. All the valuation information about AYRO listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
Earnings Share (3.50) | Revenue Per Share 0.06 | Quarterly Revenue Growth (0.48) | Return On Assets (0.36) | Return On Equity (0.57) |
The market value of AYRO Inc is measured differently than its book value, which is the value of AYRO that is recorded on the company's balance sheet. Investors also form their own opinion of AYRO's value that differs from its market value or its book value, called intrinsic value, which is AYRO's true underlying value. Investors use various methods to calculate intrinsic value and buy a stock when its market value falls below its intrinsic value. Because AYRO's market value can be influenced by many factors that don't directly affect AYRO's underlying business (such as a pandemic or basic market pessimism), market value can vary widely from intrinsic value.
Please note, there is a significant difference between AYRO's value and its price as these two are different measures arrived at by different means. Investors typically determine if AYRO is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, AYRO'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.