Aspinwall Stock Forecast - Polynomial Regression

ASPINWALL   271.10  8.00  2.87%   
The Polynomial Regression forecasted value of Aspinwall and on the next trading day is expected to be 277.88 with a mean absolute deviation of 4.72 and the sum of the absolute errors of 287.68. Aspinwall Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Aspinwall stock prices and determine the direction of Aspinwall and's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Aspinwall's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
At present, Aspinwall's Short and Long Term Debt Total is projected to decrease significantly based on the last few years of reporting. The current year's Total Current Liabilities is expected to grow to about 820.7 M, whereas Total Assets are forecasted to decline to about 2.4 B.
Aspinwall polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Aspinwall and as well as the accuracy indicators are determined from the period prices.

Aspinwall Polynomial Regression Price Forecast For the 23rd of November

Given 90 days horizon, the Polynomial Regression forecasted value of Aspinwall and on the next trading day is expected to be 277.88 with a mean absolute deviation of 4.72, mean absolute percentage error of 36.36, and the sum of the absolute errors of 287.68.
Please note that although there have been many attempts to predict Aspinwall 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 Aspinwall's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Aspinwall Stock Forecast Pattern

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Aspinwall Forecasted Value

In the context of forecasting Aspinwall'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. Aspinwall's downside and upside margins for the forecasting period are 275.75 and 280.00, respectively. We have considered Aspinwall'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
271.10
275.75
Downside
277.88
Expected Value
280.00
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 Aspinwall stock data series using in forecasting. Note that when a statistical model is used to represent Aspinwall 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 Criteria121.7041
BiasArithmetic mean of the errors None
MADMean absolute deviation4.716
MAPEMean absolute percentage error0.0168
SAESum of the absolute errors287.677
A single variable polynomial regression model attempts to put a curve through the Aspinwall 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 Aspinwall

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Aspinwall. 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
268.97271.10273.23
Details
Intrinsic
Valuation
LowRealHigh
243.99277.39279.52
Details
Bollinger
Band Projection (param)
LowMiddleHigh
260.76273.30285.85
Details

Other Forecasting Options for Aspinwall

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

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

Aspinwall 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 Aspinwall'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 Aspinwall's current price.

Aspinwall Market Strength Events

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

Aspinwall Risk Indicators

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

Also Currently Popular

Analyzing currently trending equities could be an opportunity to develop a better portfolio based on different market momentums that they can trigger. Utilizing the top trending stocks is also useful when creating a market-neutral strategy or pair trading technique involving a short or a long position in a currently trending equity.

Other Information on Investing in Aspinwall Stock

Aspinwall financial ratios help investors to determine whether Aspinwall Stock is cheap or expensive when compared to a particular measure, such as profits or enterprise value. In other words, they help investors to determine the cost of investment in Aspinwall with respect to the benefits of owning Aspinwall security.