Allied Machinery Stock Forecast - Polynomial Regression

605060 Stock   16.41  0.34  2.03%   
The Polynomial Regression forecasted value of Allied Machinery Co on the next trading day is expected to be 16.55 with a mean absolute deviation of 0.43 and the sum of the absolute errors of 26.32. Allied Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Allied Machinery stock prices and determine the direction of Allied Machinery Co's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Allied Machinery's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
At present, Allied Machinery's Short and Long Term Debt Total is projected to increase significantly based on the last few years of reporting. The current year's Property Plant And Equipment Net is expected to grow to about 1 B, whereas Total Assets are forecasted to decline to about 1.6 B.
Allied Machinery polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Allied Machinery Co as well as the accuracy indicators are determined from the period prices.

Allied Machinery Polynomial Regression Price Forecast For the 4th of December

Given 90 days horizon, the Polynomial Regression forecasted value of Allied Machinery Co on the next trading day is expected to be 16.55 with a mean absolute deviation of 0.43, mean absolute percentage error of 0.36, and the sum of the absolute errors of 26.32.
Please note that although there have been many attempts to predict Allied 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 Allied Machinery's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Allied Machinery Stock Forecast Pattern

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Allied Machinery Forecasted Value

In the context of forecasting Allied Machinery'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. Allied Machinery's downside and upside margins for the forecasting period are 13.56 and 19.54, respectively. We have considered Allied Machinery'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
16.41
16.55
Expected Value
19.54
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 Allied Machinery stock data series using in forecasting. Note that when a statistical model is used to represent Allied Machinery 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 Criteria117.0947
BiasArithmetic mean of the errors None
MADMean absolute deviation0.4314
MAPEMean absolute percentage error0.0298
SAESum of the absolute errors26.3165
A single variable polynomial regression model attempts to put a curve through the Allied Machinery 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 Allied Machinery

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Allied Machinery. 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
14.2417.2320.22
Details
Intrinsic
Valuation
LowRealHigh
10.3113.3018.43
Details
Bollinger
Band Projection (param)
LowMiddleHigh
16.1816.5816.98
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Allied Machinery. Your research has to be compared to or analyzed against Allied Machinery's peers to derive any actionable benefits. When done correctly, Allied Machinery'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 Allied Machinery.

Other Forecasting Options for Allied Machinery

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

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

Allied Machinery 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 Allied Machinery'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 Allied Machinery's current price.

Allied Machinery Market Strength Events

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

Allied Machinery Risk Indicators

The analysis of Allied Machinery'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 Allied Machinery's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting allied 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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Other Information on Investing in Allied Stock

Allied Machinery financial ratios help investors to determine whether Allied 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 Allied with respect to the benefits of owning Allied Machinery security.