Rail Vision Stock Forecast - Polynomial Regression

RVSN Stock  USD 0.46  0.02  4.55%   
The Polynomial Regression forecasted value of Rail Vision Ltd on the next trading day is expected to be 0.44 with a mean absolute deviation of 0.03 and the sum of the absolute errors of 1.83. Rail Stock Forecast is based on your current time horizon. Although Rail Vision's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Rail Vision's systematic risk associated with finding meaningful patterns of Rail Vision fundamentals over time.
  
At this time, Rail Vision's Inventory Turnover is very stable compared to the past year. As of the 22nd of November 2024, Payables Turnover is likely to grow to 11.15, while Receivables Turnover is likely to drop 2.93. . As of the 22nd of November 2024, Common Stock Shares Outstanding is likely to drop to about 2.8 M. In addition to that, Net Loss is likely to drop to about (9.9 M).
Rail Vision polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Rail Vision Ltd as well as the accuracy indicators are determined from the period prices.

Rail Vision Polynomial Regression Price Forecast For the 23rd of November

Given 90 days horizon, the Polynomial Regression forecasted value of Rail Vision Ltd on the next trading day is expected to be 0.44 with a mean absolute deviation of 0.03, mean absolute percentage error of 0, and the sum of the absolute errors of 1.83.
Please note that although there have been many attempts to predict Rail 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 Rail Vision's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Rail Vision Stock Forecast Pattern

Backtest Rail VisionRail Vision Price PredictionBuy or Sell Advice 

Rail Vision Forecasted Value

In the context of forecasting Rail Vision'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. Rail Vision's downside and upside margins for the forecasting period are 0 and 6.60, respectively. We have considered Rail Vision'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
0.46
0.44
Expected Value
6.60
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 Rail Vision stock data series using in forecasting. Note that when a statistical model is used to represent Rail Vision 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 Criteria111.5916
BiasArithmetic mean of the errors None
MADMean absolute deviation0.03
MAPEMean absolute percentage error0.0632
SAESum of the absolute errors1.831
A single variable polynomial regression model attempts to put a curve through the Rail Vision 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 Rail Vision

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Rail Vision. 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 Rail Vision'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
0.020.446.57
Details
Intrinsic
Valuation
LowRealHigh
0.020.386.51
Details
1 Analysts
Consensus
LowTargetHigh
6.377.007.77
Details

Other Forecasting Options for Rail Vision

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

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

Rail Vision 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 Rail Vision'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 Rail Vision's current price.

Rail Vision Market Strength Events

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

Rail Vision Risk Indicators

The analysis of Rail Vision'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 Rail Vision's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting rail 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.

Pair Trading with Rail Vision

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 Rail Vision 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 Rail Vision will appreciate offsetting losses from the drop in the long position's value.

Moving against Rail Stock

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The ability to find closely correlated positions to Rail Vision could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Rail Vision 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 Rail Vision - 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 Rail Vision Ltd to buy it.
The correlation of Rail Vision 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 Rail Vision moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Rail Vision 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 Rail Vision 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
When determining whether Rail Vision is a strong investment it is important to analyze Rail Vision's competitive position within its industry, examining market share, product or service uniqueness, and competitive advantages. Beyond financials and market position, potential investors should also consider broader economic conditions, industry trends, and any regulatory or geopolitical factors that may impact Rail Vision's future performance. For an informed investment choice regarding Rail Stock, refer to the following important reports:
Check out Historical Fundamental Analysis of Rail Vision to cross-verify your projections.
You can also try the Sync Your Broker module to sync your existing holdings, watchlists, positions or portfolios from thousands of online brokerage services, banks, investment account aggregators and robo-advisors..
Is Electronic Equipment, Instruments & Components 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 Rail Vision. If investors know Rail 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 Rail Vision listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
Earnings Share
(3.60)
Revenue Per Share
0.119
Quarterly Revenue Growth
(0.30)
Return On Assets
(0.52)
Return On Equity
(3.31)
The market value of Rail Vision is measured differently than its book value, which is the value of Rail that is recorded on the company's balance sheet. Investors also form their own opinion of Rail Vision's value that differs from its market value or its book value, called intrinsic value, which is Rail Vision'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 Rail Vision's market value can be influenced by many factors that don't directly affect Rail Vision'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 Rail Vision's value and its price as these two are different measures arrived at by different means. Investors typically determine if Rail Vision is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Rail Vision'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.