FibroGen Stock Forecast - Polynomial Regression

FGEN Stock  USD 1.31  0.01  0.77%   
The Polynomial Regression forecasted value of FibroGen on the next trading day is expected to be 1.48 with a mean absolute deviation of  0.30  and the sum of the absolute errors of 18.48. FibroGen Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast FibroGen stock prices and determine the direction of FibroGen's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of FibroGen's historical fundamentals, such as revenue growth or operating cash flow patterns. Although FibroGen's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of FibroGen's systematic risk associated with finding meaningful patterns of FibroGen fundamentals over time.
Check out Historical Fundamental Analysis of FibroGen to cross-verify your projections.
To learn how to invest in FibroGen Stock, please use our How to Invest in FibroGen guide.
  
As of the 15th of April 2024, Payables Turnover is likely to grow to 1.10, while Inventory Turnover is likely to drop 0.33. . As of the 15th of April 2024, Common Stock Shares Outstanding is likely to drop to about 78.2 M. In addition to that, Net Loss is likely to grow to about (251.1 M).

Open Interest Against 2024-04-19 FibroGen Option Contracts

Although open interest is a measure utilized in the options markets, it could be used to forecast FibroGen'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 in FibroGen's options reflects these daily shifts, investors could use the patterns of these changes to develop long and short-term trading strategies for FibroGen 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 FibroGen's open interest, investors have to compare it to FibroGen'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 FibroGen 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 FibroGen. 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 FibroGen 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 FibroGen's time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets FibroGen's price structures and extracts relationships that further increase the generated results' accuracy.
FibroGen polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for FibroGen as well as the accuracy indicators are determined from the period prices.

FibroGen Polynomial Regression Price Forecast For the 16th of April 2024

Given 90 days horizon, the Polynomial Regression forecasted value of FibroGen on the next trading day is expected to be 1.48 with a mean absolute deviation of 0.30, mean absolute percentage error of 0.12, and the sum of the absolute errors of 18.48.
Please note that although there have been many attempts to predict FibroGen 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 FibroGen's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

FibroGen Stock Forecast Pattern

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FibroGen Forecasted Value

In the context of forecasting FibroGen'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. FibroGen's downside and upside margins for the forecasting period are 0.01 and 15.58, respectively. We have considered FibroGen'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
1.31
1.48
Expected Value
15.58
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 FibroGen stock data series using in forecasting. Note that when a statistical model is used to represent FibroGen 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 Criteria116.0087
BiasArithmetic mean of the errors None
MADMean absolute deviation0.303
MAPEMean absolute percentage error0.1678
SAESum of the absolute errors18.4826
A single variable polynomial regression model attempts to put a curve through the FibroGen 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 FibroGen

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as FibroGen. 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 FibroGen'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
0.071.3315.43
Details
Intrinsic
Valuation
LowRealHigh
0.081.6115.71
Details
3 Analysts
Consensus
LowTargetHigh
1.972.172.41
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as FibroGen. Your research has to be compared to or analyzed against FibroGen's peers to derive any actionable benefits. When done correctly, FibroGen's competitive analysis will give you plenty of quantitative and qualitative data to validate your investment decisions or develop an entirely new strategy toward taking a position in FibroGen.

Other Forecasting Options for FibroGen

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

View FibroGen Related Equities

 Risk & Return  Correlation

FibroGen 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 FibroGen'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 FibroGen's current price.

FibroGen Market Strength Events

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

FibroGen Risk Indicators

The analysis of FibroGen'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 FibroGen's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting fibrogen 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.
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 FibroGen 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, FibroGen's short interest history, or implied volatility extrapolated from FibroGen options trading.

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When determining whether FibroGen offers a strong return on investment in its stock, a comprehensive analysis is essential. The process typically begins with a thorough review of FibroGen's financial statements, including income statements, balance sheets, and cash flow statements, to assess its financial health. Key financial ratios are used to gauge profitability, efficiency, and growth potential of Fibrogen Stock. Outlined below are crucial reports that will aid in making a well-informed decision on Fibrogen Stock:
Check out Historical Fundamental Analysis of FibroGen to cross-verify your projections.
To learn how to invest in FibroGen Stock, please use our How to Invest in FibroGen guide.
Note that the FibroGen information on this page should be used as a complementary analysis to other FibroGen's statistical models used to find the right mix of equity instruments to add to your existing portfolios or create a brand new portfolio. You can also try the Sectors module to list of equity sectors categorizing publicly traded companies based on their primary business activities.

Complementary Tools for FibroGen Stock analysis

When running FibroGen's price analysis, check to measure FibroGen'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 FibroGen is operating at the current time. Most of FibroGen's value examination focuses on studying past and present price action to predict the probability of FibroGen's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move FibroGen's price. Additionally, you may evaluate how the addition of FibroGen to your portfolios can decrease your overall portfolio volatility.
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Is FibroGen'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 FibroGen. If investors know FibroGen 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 FibroGen 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
0.536
Earnings Share
(2.92)
Revenue Per Share
1.518
Quarterly Revenue Growth
(0.21)
Return On Assets
(0.36)
The market value of FibroGen is measured differently than its book value, which is the value of FibroGen that is recorded on the company's balance sheet. Investors also form their own opinion of FibroGen's value that differs from its market value or its book value, called intrinsic value, which is FibroGen'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 FibroGen's market value can be influenced by many factors that don't directly affect FibroGen'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 FibroGen's value and its price as these two are different measures arrived at by different means. Investors typically determine if FibroGen is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, FibroGen'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.