ROUTE MOBILE Stock Forecast - Polynomial Regression

ROUTE Stock   1,473  11.25  0.77%   
The Polynomial Regression forecasted value of ROUTE MOBILE LIMITED on the next trading day is expected to be 1,425 with a mean absolute deviation of 25.03 and the sum of the absolute errors of 1,527. ROUTE Stock Forecast is based on your current time horizon. Although ROUTE MOBILE's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of ROUTE MOBILE's systematic risk associated with finding meaningful patterns of ROUTE MOBILE fundamentals over time.
  
At this time, ROUTE MOBILE's Accounts Payable is very stable compared to the past year. As of the 28th of November 2024, Cash is likely to grow to about 5.7 B, while Property Plant And Equipment Net is likely to drop about 342.2 M.
ROUTE MOBILE polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for ROUTE MOBILE LIMITED as well as the accuracy indicators are determined from the period prices.

ROUTE MOBILE Polynomial Regression Price Forecast For the 29th of November

Given 90 days horizon, the Polynomial Regression forecasted value of ROUTE MOBILE LIMITED on the next trading day is expected to be 1,425 with a mean absolute deviation of 25.03, mean absolute percentage error of 967.98, and the sum of the absolute errors of 1,527.
Please note that although there have been many attempts to predict ROUTE 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 ROUTE MOBILE's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

ROUTE MOBILE Stock Forecast Pattern

Backtest ROUTE MOBILEROUTE MOBILE Price PredictionBuy or Sell Advice 

ROUTE MOBILE Forecasted Value

In the context of forecasting ROUTE MOBILE'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. ROUTE MOBILE's downside and upside margins for the forecasting period are 1,424 and 1,427, respectively. We have considered ROUTE MOBILE'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
1,473
1,425
Expected Value
1,427
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 ROUTE MOBILE stock data series using in forecasting. Note that when a statistical model is used to represent ROUTE MOBILE 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 Criteria124.9857
BiasArithmetic mean of the errors None
MADMean absolute deviation25.0319
MAPEMean absolute percentage error0.0163
SAESum of the absolute errors1526.946
A single variable polynomial regression model attempts to put a curve through the ROUTE MOBILE 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 ROUTE MOBILE

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as ROUTE MOBILE LIMITED. 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 ROUTE MOBILE'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
1,4661,4671,620
Details
Intrinsic
Valuation
LowRealHigh
1,4121,4141,620
Details
Earnings
Estimates (0)
LowProjected EPSHigh
15.0115.6616.55
Details

Other Forecasting Options for ROUTE MOBILE

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

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

ROUTE MOBILE LIMITED 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 ROUTE MOBILE'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 ROUTE MOBILE's current price.

ROUTE MOBILE Market Strength Events

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

ROUTE MOBILE Risk Indicators

The analysis of ROUTE MOBILE'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 ROUTE MOBILE's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting route 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.

Other Information on Investing in ROUTE Stock

ROUTE MOBILE financial ratios help investors to determine whether ROUTE Stock is cheap or expensive when compared to a particular measure, such as profits or enterprise value. In other words, they help investors to determine the cost of investment in ROUTE with respect to the benefits of owning ROUTE MOBILE security.