Ryder System Stock Forecast - Polynomial Regression

R
 Stock
  

USD 91.39  1.06  1.17%   

Ryder Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Ryder System historical stock prices and determine the direction of Ryder System's future trends based on various well-known forecasting models. However, solely looking at the historical price movement is usually misleading. Macroaxis recommends to always use this module together with analysis of Ryder System historical fundamentals such as revenue growth or operating cash flow patterns. Although Ryder System naive historical forecasting may sometimes provide an important future outlook for the firm we recommend to always cross-verify it against solid analysis of Ryder System systematic risk associated with finding meaningful patterns of Ryder System fundamentals over time.
Additionally, take a look at Historical Fundamental Analysis of Ryder System to cross-verify your projections.
  
Ryder System PPandE Turnover is relatively stable at the moment as compared to the past year. Ryder System reported last year PPandE Turnover of 1.06. As of 12/04/2022, Receivables Turnover is likely to grow to 8.47, while Inventory Turnover is likely to drop 99.16. . As of 12/04/2022, Weighted Average Shares is likely to drop to about 49.5 M. In addition to that, Weighted Average Shares Diluted is likely to drop to about 50.2 M.

Open Interest Agains t 2022-12-16 Ryder Option Contracts

Although open interest is a measure utilized in the options markets, it could be used to forecast Ryder System's spot prices because the number of available contracts in the market changes daily, and new contracts can be created or liquidated at will. Since open interest Ryder System's options reflect these daily shifts, investors could use the patterns of these changes to develop long and short trading strategies Ryder System stock based on available contracts left at the end of a trading day.
Please note, to derive more accurate forecasting about market movement from the current Ryder System's open interest, investors have to compare it to Ryder System's spot prices. As Ford's stock price increases, high open interest indicates that money is entering the market, and the market is strongly bullish. Conversely, if the price of Ryder System is decreasing and there is high open interest, that is a sign that the bearish trend will continue, and investors may react by taking short positions in Ryder. So, decreasing or low open interest during a bull market indicates that investors are becoming uncertain of the depth of the bullish trend, and a reversal in sentiment will likely follow.
Most investors in Ryder System 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 Ryder System's time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Ryder System's price structures and extracts relationships that further increase the generated results' accuracy.
Ryder System polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Ryder System as well as the accuracy indicators are determined from the period prices.

Ryder System Polynomial Regression Price Forecast For the 5th of December

Given 90 days horizon, the Polynomial Regression forecasted value of Ryder System on the next trading day is expected to be 94.57 with a mean absolute deviation of 2.41, mean absolute percentage error of 9.56, and the sum of the absolute errors of 147.11.
Please note that although there have been many attempts to predict Ryder 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 Ryder System's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Ryder System Stock Forecast Pattern

Backtest Ryder SystemRyder System Price PredictionBuy or Sell Advice 

Ryder System Forecasted Value

In the context of forecasting Ryder System'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. Ryder System's downside and upside margins for the forecasting period are 91.42 and 97.72, respectively. We have considered Ryder System'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 91.39
94.57
Expected Value
97.72
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 Ryder System stock data series using in forecasting. Note that when a statistical model is used to represent Ryder System 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 Criteria120.3679
BiasArithmetic mean of the errors None
MADMean absolute deviation2.4116
MAPEMean absolute percentage error0.0309
SAESum of the absolute errors147.1086
A single variable polynomial regression model attempts to put a curve through the Ryder System 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 Ryder System

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Ryder System. Regardless of method or technology, however, to accurately forecast the stock or bond 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, frequently view the market will even out over time. This tendency of Ryder System'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. Please use the tools below to analyze the current value of Ryder System in the context of predictive analytics.
Hype
Prediction
LowEstimated ValueHigh
88.3891.5394.68
Details
Intrinsic
Valuation
LowReal ValueHigh
80.4983.64100.53
Details
8 Analysts
Consensus
LowTarget PriceHigh
85.0091.43100.00
Details
Earnings
Estimates (5)
LowProjected EPSHigh
8.478.528.60
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Ryder System. Your research has to be compared to or analyzed against Ryder System's peers to derive any actionable benefits. When done correctly, Ryder System's competitive analysis will give you plenty of quantitative and qualitative data to validate your investment decisions or develop an entirely new strategy towards taking a position in Ryder System.

Other Forecasting Options for Ryder System

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

Ryder System 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 Ryder System stock to make a market-neutral strategy. Peer analysis of Ryder System could also be used in its relative valuation, which is a method of valuing Ryder System by comparing valuation metrics with similar companies.
Aarons IncAerCap Holdings NVAir LeaseFlexShopperGATXHE Equipment ServicesHyreCarPROG HoldingsTze Shin InternationalAMN Healthcare ServicesTwist Bioscience CorpFreedom Holding CorpGlobal X NASDAQFRANKLIN MUTUAL EUROPEANBHP Group Limited
 Risk & Return  Correlation

Ryder System 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 Ryder System'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 Ryder System's current price.

Ryder System Risk Indicators

The analysis of Ryder System's basic risk indicators is one of the essential steps in helping accuretelly forecast its future price. The process involves identifying the amount of risk involved in Ryder System's investment and either accepting that risk or mitigating it. Along with some funamental techniques of forecasting Ryder System stock price, 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 stock investments, we recommend comparing similar equities with homogenous growth potential and valuation from related markets to determine which investment holds the most risk.

Ryder System Investors Sentiment

The influence of Ryder System's investor sentiment on the probability of its price appreciation or decline could be a good factor in your decision-making process regarding taking a position in Ryder. The overall investor sentiment generally increases the direction of a stock movement in a one-year investment horizon. However, the impact of investor sentiment on the entire stock markets does not have a solid backing from leading economists and market statisticians.
Investor biases related to Ryder System's public news can be used to forecast risks associated with investment in Ryder. The trend in average sentiment can be used to explain how an investor holding Ryder can time the market purely based on public headlines and social activities around Ryder System. Please note that most equiteis that are difficult to arbitrage are affected by market sentiment the most.
Ryder System's market sentiment shows the aggregated news analyzed to detect positive and negative mentions from the text and comments. The data is normalized to provide daily scores for Ryder System's and other traded tickers. The bigger the bubble, the more accurate is the estimated score. Higher bars for a given day show more participation in the average Ryder System's news discussions. The higher the estimated score, the more favorable is the investor's outlook on Ryder System.
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 Ryder System 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, Ryder System's short interest history, or implied volatility extrapolated from Ryder System options trading.

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Additionally, take a look at Historical Fundamental Analysis of Ryder System to cross-verify your projections. You can also try Bond Analysis module to evaluate and analyze corporate bonds as a potential investment for your portfolios..

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When running Ryder System price analysis, check to measure Ryder System'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 Ryder System is operating at the current time. Most of Ryder System's value examination focuses on studying past and present price action to predict the probability of Ryder System's future price movements. You can analyze the entity against its peers and financial market as a whole to determine factors that move Ryder System's price. Additionally, you may evaluate how the addition of Ryder System to your portfolios can decrease your overall portfolio volatility.
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Is Ryder System's industry 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 Ryder System. If investors know Ryder 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 Ryder System listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
Quarterly Earnings Growth YOY
0.88
Market Capitalization
4.5 B
Quarterly Revenue Growth YOY
0.23
Return On Assets
0.0539
Return On Equity
30.41
The market value of Ryder System is measured differently than its book value, which is the value of Ryder that is recorded on the company's balance sheet. Investors also form their own opinion of Ryder System's value that differs from its market value or its book value, called intrinsic value, which is Ryder System'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 Ryder System's market value can be influenced by many factors that don't directly affect Ryder System'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 Ryder System's value and its price as these two are different measures arrived at by different means. Investors typically determine Ryder System value by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Ryder System'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.