Southern Stock Forecast - Polynomial Regression

SOJD Stock  USD 21.83  0.03  0.14%   
The Polynomial Regression forecasted value of Southern Co on the next trading day is expected to be 21.91 with a mean absolute deviation of 0.18 and the sum of the absolute errors of 10.82. Southern Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Southern stock prices and determine the direction of Southern Co's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Southern's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
The current year's Inventory Turnover is expected to grow to 5.87. The current year's Payables Turnover is expected to grow to 6.44. As of November 29, 2024, Common Stock Shares Outstanding is expected to decline to about 847.2 M. In addition to that, Net Income Applicable To Common Shares is expected to decline to about 2.7 B.
Southern polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Southern Co as well as the accuracy indicators are determined from the period prices.

Southern Polynomial Regression Price Forecast For the 30th of November

Given 90 days horizon, the Polynomial Regression forecasted value of Southern Co on the next trading day is expected to be 21.91 with a mean absolute deviation of 0.18, mean absolute percentage error of 0.05, and the sum of the absolute errors of 10.82.
Please note that although there have been many attempts to predict Southern 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 Southern's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Southern Stock Forecast Pattern

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Southern Forecasted Value

In the context of forecasting Southern'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. Southern's downside and upside margins for the forecasting period are 21.17 and 22.66, respectively. We have considered Southern'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
21.83
21.91
Expected Value
22.66
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 Southern stock data series using in forecasting. Note that when a statistical model is used to represent Southern 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 Criteria115.0228
BiasArithmetic mean of the errors None
MADMean absolute deviation0.1773
MAPEMean absolute percentage error0.0077
SAESum of the absolute errors10.8152
A single variable polynomial regression model attempts to put a curve through the Southern 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 Southern

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Southern. 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
21.0821.8222.56
Details
Intrinsic
Valuation
LowRealHigh
21.6422.3823.12
Details

Other Forecasting Options for Southern

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

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

Southern 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 Southern'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 Southern's current price.

Southern Market Strength Events

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

Southern Risk Indicators

The analysis of Southern'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 Southern's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting southern 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.
When determining whether Southern is a strong investment it is important to analyze Southern's competitive position within its industry, examining market share, product or service uniqueness, and competitive advantages. Beyond financials and market position, potential investors should also consider broader economic conditions, industry trends, and any regulatory or geopolitical factors that may impact Southern's future performance. For an informed investment choice regarding Southern Stock, refer to the following important reports:
Check out Historical Fundamental Analysis of Southern to cross-verify your projections.
You can also try the Idea Analyzer module to analyze all characteristics, volatility and risk-adjusted return of Macroaxis ideas.
Is Electric Utilities space 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 Southern. If investors know Southern 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 Southern listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
The market value of Southern is measured differently than its book value, which is the value of Southern that is recorded on the company's balance sheet. Investors also form their own opinion of Southern's value that differs from its market value or its book value, called intrinsic value, which is Southern's 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 Southern's market value can be influenced by many factors that don't directly affect Southern's 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 Southern's value and its price as these two are different measures arrived at by different means. Investors typically determine if Southern is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Southern's 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.