MGP Ingredients Stock Forecast - Polynomial Regression
| MGPI Stock | USD 77.90 1.66 2.09% |
The Polynomial Regression forecasted value of MGP Ingredients on the next trading day is expected to be 77.09 with a mean absolute deviation of 1.99 and the sum of the absolute errors of 121.67. MGP Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast MGP Ingredients stock prices and determine the direction of MGP Ingredients's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of MGP Ingredients' historical fundamentals, such as revenue growth or operating cash flow patterns. Although MGP Ingredients' naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of MGP Ingredients' systematic risk associated with finding meaningful patterns of MGP Ingredients fundamentals over time.
Check out Historical Fundamental Analysis of MGP Ingredients to cross-verify your projections. MGP |
Open Interest Against 2024-05-17 MGP Option Contracts
Although open interest is a measure utilized in the options markets, it could be used to forecast MGP Ingredients' spot prices because the number of available contracts in the market changes daily, and new contracts can be created or liquidated at will. Since open interest in MGP Ingredients' options reflects these daily shifts, investors could use the patterns of these changes to develop long and short-term trading strategies for MGP Ingredients stock based on available contracts left at the end of a trading day.
Please note that to derive more accurate forecasting about market movement from the current MGP Ingredients' open interest, investors have to compare it to MGP Ingredients' spot prices. As Ford's stock price increases, high open interest indicates that money is entering the market, and the market is strongly bullish. Conversely, if the price of MGP Ingredients is decreasing and there is high open interest, that is a sign that the bearish trend will continue, and investors may react by taking short positions in MGP. So, decreasing or low open interest during a bull market indicates that investors are becoming uncertain of the depth of the bullish trend, and a reversal in sentiment will likely follow.
Most investors in MGP Ingredients cannot accurately predict what will happen the next trading day because, historically, stock markets tend to be unpredictable and even illogical. Modeling turbulent structures requires applying different statistical methods, techniques, and algorithms to find hidden data structures or patterns within the MGP Ingredients' time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets MGP Ingredients' price structures and extracts relationships that further increase the generated results' accuracy.
MGP Ingredients polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for MGP Ingredients as well as the accuracy indicators are determined from the period prices. MGP Ingredients Polynomial Regression Price Forecast For the 25th of April
Given 90 days horizon, the Polynomial Regression forecasted value of MGP Ingredients on the next trading day is expected to be 77.09 with a mean absolute deviation of 1.99, mean absolute percentage error of 7.54, and the sum of the absolute errors of 121.67.Please note that although there have been many attempts to predict MGP 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 MGP Ingredients' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
MGP Ingredients Stock Forecast Pattern
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MGP Ingredients Forecasted Value
In the context of forecasting MGP Ingredients' 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. MGP Ingredients' downside and upside margins for the forecasting period are 74.34 and 79.84, respectively. We have considered MGP Ingredients' 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.
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 MGP Ingredients stock data series using in forecasting. Note that when a statistical model is used to represent MGP Ingredients 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.| AIC | Akaike Information Criteria | 120.1312 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 1.9947 |
| MAPE | Mean absolute percentage error | 0.0239 |
| SAE | Sum of the absolute errors | 121.6739 |
Predictive Modules for MGP Ingredients
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as MGP Ingredients. 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 MGP Ingredients' 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.
Other Forecasting Options for MGP Ingredients
For every potential investor in MGP, whether a beginner or expert, MGP Ingredients' price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. MGP Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in MGP. Basic forecasting techniques help filter out the noise by identifying MGP Ingredients' price trends.MGP Ingredients 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 MGP Ingredients stock to make a market-neutral strategy. Peer analysis of MGP Ingredients could also be used in its relative valuation, which is a method of valuing MGP Ingredients by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
MGP Ingredients 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 MGP Ingredients' 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 MGP Ingredients' current price.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
| Pattern Recognition | ||
| Price Transform | ||
| Statistic Functions | ||
| Volatility Indicators | ||
| Volume Indicators |
MGP Ingredients Market Strength Events
Market strength indicators help investors to evaluate how MGP Ingredients stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading MGP Ingredients shares will generate the highest return on investment. By undertsting and applying MGP Ingredients stock market strength indicators, traders can identify MGP Ingredients entry and exit signals to maximize returns.
MGP Ingredients Risk Indicators
The analysis of MGP Ingredients' 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 MGP Ingredients' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting mgp 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.
| Mean Deviation | 1.81 | |||
| Standard Deviation | 2.72 | |||
| Variance | 7.4 |
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.
MGP Ingredients Investors Sentiment
The influence of MGP Ingredients' investor sentiment on the probability of its price appreciation or decline could be a good factor in your decision-making process regarding taking a position in MGP. The overall investor sentiment generally increases the direction of a stock movement in a one-year investment horizon. However, the impact of investor sentiment on the entire stock market does not have solid backing from leading economists and market statisticians.
Investor biases related to MGP Ingredients' public news can be used to forecast risks associated with an investment in MGP. The trend in average sentiment can be used to explain how an investor holding MGP can time the market purely based on public headlines and social activities around MGP Ingredients. Please note that most equities that are difficult to arbitrage are affected by market sentiment the most.
MGP Ingredients' market sentiment shows the aggregated news analyzed to detect positive and negative mentions from the text and comments. The data is normalized to provide daily scores for MGP Ingredients' and other traded tickers. The bigger the bubble, the more accurate is the estimated score. Higher bars for a given day show more participation in the average MGP Ingredients' news discussions. The higher the estimated score, the more favorable is the investor's outlook on MGP Ingredients.
Some investors attempt to determine whether the market's mood is bullish or bearish by monitoring changes in market sentiment. Unlike more traditional methods such as technical analysis, investor sentiment usually refers to the aggregate attitude towards MGP Ingredients in the overall investment community. So, suppose investors can accurately measure the market's sentiment. In that case, they can use it for their benefit. For example, some tools to gauge market sentiment could be utilized using contrarian indexes, MGP Ingredients' short interest history, or implied volatility extrapolated from MGP Ingredients options trading.
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Try AI Portfolio ArchitectCheck out Historical Fundamental Analysis of MGP Ingredients to cross-verify your projections. For more detail on how to invest in MGP Stock please use our How to Invest in MGP Ingredients guide.You can also try the Stock Tickers module to use high-impact, comprehensive, and customizable stock tickers that can be easily integrated to any websites.
Complementary Tools for MGP Stock analysis
When running MGP Ingredients' price analysis, check to measure MGP Ingredients' market volatility, profitability, liquidity, solvency, efficiency, growth potential, financial leverage, and other vital indicators. We have many different tools that can be utilized to determine how healthy MGP Ingredients is operating at the current time. Most of MGP Ingredients' value examination focuses on studying past and present price action to predict the probability of MGP Ingredients' future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move MGP Ingredients' price. Additionally, you may evaluate how the addition of MGP Ingredients to your portfolios can decrease your overall portfolio volatility.
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Is MGP Ingredients' industry 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 MGP Ingredients. If investors know MGP 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 MGP Ingredients listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
Quarterly Earnings Growth 0.38 | Dividend Share 0.48 | Earnings Share 4.8 | Revenue Per Share 37.921 | Quarterly Revenue Growth 0.125 |
The market value of MGP Ingredients is measured differently than its book value, which is the value of MGP that is recorded on the company's balance sheet. Investors also form their own opinion of MGP Ingredients' value that differs from its market value or its book value, called intrinsic value, which is MGP Ingredients' 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 MGP Ingredients' market value can be influenced by many factors that don't directly affect MGP Ingredients' 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 MGP Ingredients' value and its price as these two are different measures arrived at by different means. Investors typically determine if MGP Ingredients is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, MGP Ingredients' 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.