Adverum Biotechnologies Stock Forecast - Polynomial Regression

ADVM Stock  USD 6.64  0.19  2.95%   
The Polynomial Regression forecasted value of Adverum Biotechnologies on the next trading day is expected to be 5.49 with a mean absolute deviation of 0.30 and the sum of the absolute errors of 18.38. Adverum Stock Forecast is based on your current time horizon. Although Adverum Biotechnologies' naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Adverum Biotechnologies' systematic risk associated with finding meaningful patterns of Adverum Biotechnologies fundamentals over time.
  
As of the 29th of November 2024, Receivables Turnover is likely to grow to 2.98, while Payables Turnover is likely to drop 1.90. . As of the 29th of November 2024, Common Stock Shares Outstanding is likely to grow to about 18.4 M, while Net Loss is likely to drop (146 M).
Adverum Biotechnologies polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Adverum Biotechnologies as well as the accuracy indicators are determined from the period prices.

Adverum Biotechnologies Polynomial Regression Price Forecast For the 30th of November

Given 90 days horizon, the Polynomial Regression forecasted value of Adverum Biotechnologies on the next trading day is expected to be 5.49 with a mean absolute deviation of 0.30, mean absolute percentage error of 0.15, and the sum of the absolute errors of 18.38.
Please note that although there have been many attempts to predict Adverum 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 Adverum Biotechnologies' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Adverum Biotechnologies Stock Forecast Pattern

Backtest Adverum BiotechnologiesAdverum Biotechnologies Price PredictionBuy or Sell Advice 

Adverum Biotechnologies Forecasted Value

In the context of forecasting Adverum Biotechnologies' 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. Adverum Biotechnologies' downside and upside margins for the forecasting period are 1.99 and 8.99, respectively. We have considered Adverum Biotechnologies' 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
6.64
5.49
Expected Value
8.99
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 Adverum Biotechnologies stock data series using in forecasting. Note that when a statistical model is used to represent Adverum Biotechnologies 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 Criteria116.1913
BiasArithmetic mean of the errors None
MADMean absolute deviation0.3013
MAPEMean absolute percentage error0.0429
SAESum of the absolute errors18.3775
A single variable polynomial regression model attempts to put a curve through the Adverum Biotechnologies 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 Adverum Biotechnologies

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Adverum Biotechnologies. 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 Adverum Biotechnologies' 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
3.226.7510.28
Details
Intrinsic
Valuation
LowRealHigh
1.715.248.77
Details
8 Analysts
Consensus
LowTargetHigh
3.874.254.72
Details
Earnings
Estimates (0)
LowProjected EPSHigh
-1.35-1.26-1.16
Details

Other Forecasting Options for Adverum Biotechnologies

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

View Adverum Biotechnologies Related Equities

 Risk & Return  Correlation

Adverum Biotechnologies 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 Adverum Biotechnologies' 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 Adverum Biotechnologies' current price.

Adverum Biotechnologies Market Strength Events

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

Adverum Biotechnologies Risk Indicators

The analysis of Adverum Biotechnologies' 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 Adverum Biotechnologies' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting adverum 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.

Building efficient market-beating portfolios requires time, education, and a lot of computing power!

The Portfolio Architect is an AI-driven system that provides multiple benefits to our users by leveraging cutting-edge machine learning algorithms, statistical analysis, and predictive modeling to automate the process of asset selection and portfolio construction, saving time and reducing human error for individual and institutional investors.

Try AI Portfolio Architect
When determining whether Adverum Biotechnologies is a strong investment it is important to analyze Adverum Biotechnologies' 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 Adverum Biotechnologies' future performance. For an informed investment choice regarding Adverum Stock, refer to the following important reports:
Check out Historical Fundamental Analysis of Adverum Biotechnologies to cross-verify your projections.
To learn how to invest in Adverum Stock, please use our How to Invest in Adverum Biotechnologies guide.
You can also try the Balance Of Power module to check stock momentum by analyzing Balance Of Power indicator and other technical ratios.
Is Biotechnology 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 Adverum Biotechnologies. If investors know Adverum 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 Adverum Biotechnologies listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
Earnings Share
(5.95)
Revenue Per Share
0.059
Quarterly Revenue Growth
(0.70)
Return On Assets
(0.30)
Return On Equity
(0.76)
The market value of Adverum Biotechnologies is measured differently than its book value, which is the value of Adverum that is recorded on the company's balance sheet. Investors also form their own opinion of Adverum Biotechnologies' value that differs from its market value or its book value, called intrinsic value, which is Adverum Biotechnologies' 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 Adverum Biotechnologies' market value can be influenced by many factors that don't directly affect Adverum Biotechnologies' 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 Adverum Biotechnologies' value and its price as these two are different measures arrived at by different means. Investors typically determine if Adverum Biotechnologies is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Adverum Biotechnologies' 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.