Roivant Sciences Stock Forecast - Polynomial Regression

ROIV Stock  USD 12.71  0.02  0.16%   
The Polynomial Regression forecasted value of Roivant Sciences on the next trading day is expected to be 12.53 with a mean absolute deviation of 0.23 and the sum of the absolute errors of 13.81. Roivant Stock Forecast is based on your current time horizon.
  
At this time, Roivant Sciences' Payables Turnover is fairly stable compared to the past year. Fixed Asset Turnover is likely to climb to 1.99 in 2024, whereas Inventory Turnover is likely to drop 0.75 in 2024. . Common Stock Shares Outstanding is likely to drop to about 610.3 M in 2024. Net Loss is likely to climb to about (862.7 M) in 2024.

Open Interest Against 2024-12-20 Roivant Option Contracts

Although open interest is a measure utilized in the options markets, it could be used to forecast Roivant Sciences' 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 in Roivant Sciences' options reflects these daily shifts, investors could use the patterns of these changes to develop long and short-term trading strategies for Roivant Sciences stock based on available contracts left at the end of a trading day.
Please note that to derive more accurate forecasting about market movement from the current Roivant Sciences' open interest, investors have to compare it to Roivant Sciences' 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 Roivant Sciences 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 Roivant. 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.
Roivant Sciences polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Roivant Sciences as well as the accuracy indicators are determined from the period prices.

Roivant Sciences Polynomial Regression Price Forecast For the 30th of November

Given 90 days horizon, the Polynomial Regression forecasted value of Roivant Sciences on the next trading day is expected to be 12.53 with a mean absolute deviation of 0.23, mean absolute percentage error of 0.09, and the sum of the absolute errors of 13.81.
Please note that although there have been many attempts to predict Roivant 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 Roivant Sciences' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Roivant Sciences Stock Forecast Pattern

Backtest Roivant SciencesRoivant Sciences Price PredictionBuy or Sell Advice 

Roivant Sciences Forecasted Value

In the context of forecasting Roivant Sciences' 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. Roivant Sciences' downside and upside margins for the forecasting period are 10.86 and 14.20, respectively. We have considered Roivant Sciences' 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
12.71
12.53
Expected Value
14.20
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 Roivant Sciences stock data series using in forecasting. Note that when a statistical model is used to represent Roivant Sciences 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 Criteria115.6471
BiasArithmetic mean of the errors None
MADMean absolute deviation0.2265
MAPEMean absolute percentage error0.0193
SAESum of the absolute errors13.8136
A single variable polynomial regression model attempts to put a curve through the Roivant Sciences 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 Roivant Sciences

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Roivant Sciences. 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
10.9812.6714.36
Details
Intrinsic
Valuation
LowRealHigh
12.5714.2615.95
Details
11 Analysts
Consensus
LowTargetHigh
14.7616.2218.00
Details
Earnings
Estimates (0)
LowProjected EPSHigh
-0.33-0.24-0.16
Details

Other Forecasting Options for Roivant Sciences

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

View Roivant Sciences Related Equities

 Risk & Return  Correlation

Roivant Sciences 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 Roivant Sciences' 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 Roivant Sciences' current price.

Roivant Sciences Market Strength Events

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

Roivant Sciences Risk Indicators

The analysis of Roivant Sciences' 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 Roivant Sciences' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting roivant 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.

Thematic Opportunities

Explore Investment Opportunities

Build portfolios using Macroaxis predefined set of investing ideas. Many of Macroaxis investing ideas can easily outperform a given market. Ideas can also be optimized per your risk profile before portfolio origination is invoked. Macroaxis thematic optimization helps investors identify companies most likely to benefit from changes or shifts in various micro-economic or local macro-level trends. Originating optimal thematic portfolios involves aligning investors' personal views, ideas, and beliefs with their actual investments.
Explore Investing Ideas  

Additional Tools for Roivant Stock Analysis

When running Roivant Sciences' price analysis, check to measure Roivant Sciences' 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 Roivant Sciences is operating at the current time. Most of Roivant Sciences' value examination focuses on studying past and present price action to predict the probability of Roivant Sciences' future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Roivant Sciences' price. Additionally, you may evaluate how the addition of Roivant Sciences to your portfolios can decrease your overall portfolio volatility.