AFRICAN DISTILLERS Stock Forecast - Polynomial Regression

AFDS Stock   700.00  9.00  1.30%   
The Polynomial Regression forecasted value of AFRICAN DISTILLERS LIMITED on the next trading day is expected to be 729.69 with a mean absolute deviation of 20.72 and the sum of the absolute errors of 1,264. Investors can use prediction functions to forecast AFRICAN DISTILLERS's stock prices and determine the direction of AFRICAN DISTILLERS LIMITED's future trends based on various well-known forecasting models. However, exclusively looking at the historical price movement is usually misleading. We recommend always using this module together with an analysis of AFRICAN DISTILLERS's historical fundamentals, such as revenue growth or operating cash flow patterns. Check out Trending Equities to better understand how to build diversified portfolios. Also, note that the market value of any company could be closely tied with the direction of predictive economic indicators such as signals in board of governors.
  
AFRICAN DISTILLERS polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for AFRICAN DISTILLERS LIMITED as well as the accuracy indicators are determined from the period prices.

AFRICAN DISTILLERS Polynomial Regression Price Forecast For the 11th of January 2025

Given 90 days horizon, the Polynomial Regression forecasted value of AFRICAN DISTILLERS LIMITED on the next trading day is expected to be 729.69 with a mean absolute deviation of 20.72, mean absolute percentage error of 1,028, and the sum of the absolute errors of 1,264.
Please note that although there have been many attempts to predict AFRICAN 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 AFRICAN DISTILLERS's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

AFRICAN DISTILLERS Stock Forecast Pattern

AFRICAN DISTILLERS Forecasted Value

In the context of forecasting AFRICAN DISTILLERS'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. AFRICAN DISTILLERS's downside and upside margins for the forecasting period are 726.01 and 733.36, respectively. We have considered AFRICAN DISTILLERS'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
700.00
726.01
Downside
729.69
Expected Value
733.36
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 AFRICAN DISTILLERS stock data series using in forecasting. Note that when a statistical model is used to represent AFRICAN DISTILLERS 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 Criteria125.046
BiasArithmetic mean of the errors None
MADMean absolute deviation20.7211
MAPEMean absolute percentage error0.0278
SAESum of the absolute errors1263.9851
A single variable polynomial regression model attempts to put a curve through the AFRICAN DISTILLERS 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 AFRICAN DISTILLERS

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as AFRICAN DISTILLERS. 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.

Other Forecasting Options for AFRICAN DISTILLERS

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

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

AFRICAN DISTILLERS 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 AFRICAN DISTILLERS'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 AFRICAN DISTILLERS's current price.

AFRICAN DISTILLERS Market Strength Events

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

AFRICAN DISTILLERS Risk Indicators

The analysis of AFRICAN DISTILLERS'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 AFRICAN DISTILLERS's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting african 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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Additional Tools for AFRICAN Stock Analysis

When running AFRICAN DISTILLERS's price analysis, check to measure AFRICAN DISTILLERS's 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 AFRICAN DISTILLERS is operating at the current time. Most of AFRICAN DISTILLERS's value examination focuses on studying past and present price action to predict the probability of AFRICAN DISTILLERS's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move AFRICAN DISTILLERS's price. Additionally, you may evaluate how the addition of AFRICAN DISTILLERS to your portfolios can decrease your overall portfolio volatility.