Ingersoll Rand Stock Forecast - Polynomial Regression

INGERRAND   4,402  221.25  5.29%   
The Polynomial Regression forecasted value of Ingersoll Rand Limited on the next trading day is expected to be 4,122 with a mean absolute deviation of 91.38 and the sum of the absolute errors of 5,574. Ingersoll Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Ingersoll Rand stock prices and determine the direction of Ingersoll Rand Limited's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Ingersoll Rand's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
At present, Ingersoll Rand's Total Assets are projected to decrease significantly based on the last few years of reporting. The current year's Total Stockholder Equity is expected to grow to about 7.7 B, whereas Other Current Liabilities is forecasted to decline to about 454.2 M.
Ingersoll Rand polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Ingersoll Rand Limited as well as the accuracy indicators are determined from the period prices.

Ingersoll Rand Polynomial Regression Price Forecast For the 26th of November

Given 90 days horizon, the Polynomial Regression forecasted value of Ingersoll Rand Limited on the next trading day is expected to be 4,122 with a mean absolute deviation of 91.38, mean absolute percentage error of 14,245, and the sum of the absolute errors of 5,574.
Please note that although there have been many attempts to predict Ingersoll 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 Ingersoll Rand's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Ingersoll Rand Stock Forecast Pattern

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Ingersoll Rand Forecasted Value

In the context of forecasting Ingersoll Rand'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. Ingersoll Rand's downside and upside margins for the forecasting period are 4,120 and 4,124, respectively. We have considered Ingersoll Rand'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
4,402
4,122
Expected Value
4,124
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 Ingersoll Rand stock data series using in forecasting. Note that when a statistical model is used to represent Ingersoll Rand 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 Criteria127.6746
BiasArithmetic mean of the errors None
MADMean absolute deviation91.3774
MAPEMean absolute percentage error0.0214
SAESum of the absolute errors5574.0186
A single variable polynomial regression model attempts to put a curve through the Ingersoll Rand 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 Ingersoll Rand

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Ingersoll Rand. 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
4,3904,3914,842
Details
Intrinsic
Valuation
LowRealHigh
3,5243,5264,842
Details
Bollinger
Band Projection (param)
LowMiddleHigh
4,1204,3284,537
Details

Other Forecasting Options for Ingersoll Rand

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

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

Ingersoll Rand 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 Ingersoll Rand'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 Ingersoll Rand's current price.

Ingersoll Rand Market Strength Events

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

Ingersoll Rand Risk Indicators

The analysis of Ingersoll Rand'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 Ingersoll Rand's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting ingersoll 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 Ingersoll Stock

Ingersoll Rand financial ratios help investors to determine whether Ingersoll 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 Ingersoll with respect to the benefits of owning Ingersoll Rand security.