Axsome Therapeutics Stock Forecast - Polynomial Regression

AXSM Stock  USD 126.79  0.52  0.41%   
The Polynomial Regression forecasted value of Axsome Therapeutics on the next trading day is expected to be 114.70 with a mean absolute deviation of 4.38 and the sum of the absolute errors of 267.13. Axsome Stock Forecast is based on your current time horizon. Although Axsome Therapeutics' naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Axsome Therapeutics' systematic risk associated with finding meaningful patterns of Axsome Therapeutics fundamentals over time.
  
As of the 22nd of March 2025, Payables Turnover is likely to grow to 0.49, while Inventory Turnover is likely to drop 1.34. . As of the 22nd of March 2025, Common Stock Shares Outstanding is likely to drop to about 32 M. In addition to that, Net Loss is likely to grow to about (160 M).

Open Interest Against 2025-06-20 Axsome Option Contracts

Although open interest is a measure utilized in the options markets, it could be used to forecast Axsome Therapeutics' 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 Axsome Therapeutics' options reflects these daily shifts, investors could use the patterns of these changes to develop long and short-term trading strategies for Axsome Therapeutics 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 Axsome Therapeutics' open interest, investors have to compare it to Axsome Therapeutics' 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 Axsome Therapeutics 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 Axsome. 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.
Axsome Therapeutics polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Axsome Therapeutics as well as the accuracy indicators are determined from the period prices.

Axsome Therapeutics Polynomial Regression Price Forecast For the 23rd of March

Given 90 days horizon, the Polynomial Regression forecasted value of Axsome Therapeutics on the next trading day is expected to be 114.70 with a mean absolute deviation of 4.38, mean absolute percentage error of 31.31, and the sum of the absolute errors of 267.13.
Please note that although there have been many attempts to predict Axsome 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 Axsome Therapeutics' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Axsome Therapeutics Stock Forecast Pattern

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Axsome Therapeutics Forecasted Value

In the context of forecasting Axsome Therapeutics' 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. Axsome Therapeutics' downside and upside margins for the forecasting period are 110.67 and 118.73, respectively. We have considered Axsome Therapeutics' 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
126.79
110.67
Downside
114.70
Expected Value
118.73
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 Axsome Therapeutics stock data series using in forecasting. Note that when a statistical model is used to represent Axsome Therapeutics 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 Criteria121.5543
BiasArithmetic mean of the errors None
MADMean absolute deviation4.3792
MAPEMean absolute percentage error0.039
SAESum of the absolute errors267.1331
A single variable polynomial regression model attempts to put a curve through the Axsome Therapeutics 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 Axsome Therapeutics

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Axsome Therapeutics. 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 Axsome Therapeutics' 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
122.73126.79130.85
Details
Intrinsic
Valuation
LowRealHigh
114.11139.06143.12
Details
Bollinger
Band Projection (param)
LowMiddleHigh
124.60126.10127.60
Details
17 Analysts
Consensus
LowTargetHigh
119.37131.18145.61
Details

Other Forecasting Options for Axsome Therapeutics

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

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 Risk & Return  Correlation

Axsome Therapeutics 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 Axsome Therapeutics' 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 Axsome Therapeutics' current price.

Axsome Therapeutics Market Strength Events

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

Axsome Therapeutics Risk Indicators

The analysis of Axsome Therapeutics' 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 Axsome Therapeutics' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting axsome 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.

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When determining whether Axsome Therapeutics is a strong investment it is important to analyze Axsome Therapeutics' 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 Axsome Therapeutics' future performance. For an informed investment choice regarding Axsome Stock, refer to the following important reports:
Check out Historical Fundamental Analysis of Axsome Therapeutics to cross-verify your projections.
To learn how to invest in Axsome Stock, please use our How to Invest in Axsome Therapeutics guide.
You can also try the USA ETFs module to find actively traded Exchange Traded Funds (ETF) in USA.
Is Pharmaceuticals 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 Axsome Therapeutics. If investors know Axsome 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 Axsome Therapeutics listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
Earnings Share
(6.01)
Revenue Per Share
8.05
Quarterly Revenue Growth
0.66
Return On Assets
(0.27)
Return On Equity
(2.32)
The market value of Axsome Therapeutics is measured differently than its book value, which is the value of Axsome that is recorded on the company's balance sheet. Investors also form their own opinion of Axsome Therapeutics' value that differs from its market value or its book value, called intrinsic value, which is Axsome Therapeutics' 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 Axsome Therapeutics' market value can be influenced by many factors that don't directly affect Axsome Therapeutics' 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 Axsome Therapeutics' value and its price as these two are different measures arrived at by different means. Investors typically determine if Axsome Therapeutics is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Axsome Therapeutics' 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.