Amphastar Stock Forecast - Polynomial Regression

AMPH Stock  USD 45.46  0.91  2.04%   
The Polynomial Regression forecasted value of Amphastar P on the next trading day is expected to be 42.16 with a mean absolute deviation of 1.34 and the sum of the absolute errors of 81.60. Amphastar Stock Forecast is based on your current time horizon. We recommend always using this module together with an analysis of Amphastar's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
Amphastar polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Amphastar P as well as the accuracy indicators are determined from the period prices.

Amphastar Polynomial Regression Price Forecast For the 26th of November

Given 90 days horizon, the Polynomial Regression forecasted value of Amphastar P on the next trading day is expected to be 42.16 with a mean absolute deviation of 1.34, mean absolute percentage error of 2.70, and the sum of the absolute errors of 81.60.
Please note that although there have been many attempts to predict Amphastar 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 Amphastar's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Amphastar Stock Forecast Pattern

Backtest AmphastarAmphastar Price PredictionBuy or Sell Advice 

Amphastar Forecasted Value

In the context of forecasting Amphastar'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. Amphastar's downside and upside margins for the forecasting period are 39.61 and 44.71, respectively. We have considered Amphastar'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
45.46
42.16
Expected Value
44.71
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 Amphastar stock data series using in forecasting. Note that when a statistical model is used to represent Amphastar 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 Criteria119.1023
BiasArithmetic mean of the errors None
MADMean absolute deviation1.3377
MAPEMean absolute percentage error0.0281
SAESum of the absolute errors81.6003
A single variable polynomial regression model attempts to put a curve through the Amphastar 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 Amphastar

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Amphastar P. 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
43.0145.5448.07
Details
Intrinsic
Valuation
LowRealHigh
40.9158.0060.53
Details
Bollinger
Band Projection (param)
LowMiddleHigh
44.3045.1646.01
Details

Other Forecasting Options for Amphastar

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

Amphastar 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 Amphastar stock to make a market-neutral strategy. Peer analysis of Amphastar could also be used in its relative valuation, which is a method of valuing Amphastar by comparing valuation metrics with similar companies.
 Risk & Return  Correlation

Amphastar P 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 Amphastar'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 Amphastar's current price.

Amphastar Market Strength Events

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

Amphastar Risk Indicators

The analysis of Amphastar'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 Amphastar's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting amphastar 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.

Currently Active Assets on Macroaxis

When determining whether Amphastar P offers a strong return on investment in its stock, a comprehensive analysis is essential. The process typically begins with a thorough review of Amphastar'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 Amphastar P Stock. Outlined below are crucial reports that will aid in making a well-informed decision on Amphastar P Stock:
Check out Historical Fundamental Analysis of Amphastar to cross-verify your projections.
You can also try the Efficient Frontier module to plot and analyze your portfolio and positions against risk-return landscape of the market..
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 Amphastar. If investors know Amphastar 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 Amphastar listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
The market value of Amphastar P is measured differently than its book value, which is the value of Amphastar that is recorded on the company's balance sheet. Investors also form their own opinion of Amphastar's value that differs from its market value or its book value, called intrinsic value, which is Amphastar'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 Amphastar's market value can be influenced by many factors that don't directly affect Amphastar'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 Amphastar's value and its price as these two are different measures arrived at by different means. Investors typically determine if Amphastar is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Amphastar'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.