Shenandoah Telecommunicatio Stock Forecast - Polynomial Regression

SHEN Stock  USD 12.59  0.13  1.04%   
The Polynomial Regression forecasted value of Shenandoah Telecommunications Co on the next trading day is expected to be 12.49 with a mean absolute deviation of 0.61 and the sum of the absolute errors of 37.50. Shenandoah Stock Forecast is based on your current time horizon. Although Shenandoah Telecommunicatio's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Shenandoah Telecommunicatio's systematic risk associated with finding meaningful patterns of Shenandoah Telecommunicatio fundamentals over time.
  
As of the 22nd of November 2024, Inventory Turnover is likely to drop to 4.06. In addition to that, Payables Turnover is likely to drop to 1.88. As of the 22nd of November 2024, Common Stock Shares Outstanding is likely to grow to about 52 M, though Net Loss is likely to grow to (9.2 M).
Shenandoah Telecommunicatio polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Shenandoah Telecommunications Co as well as the accuracy indicators are determined from the period prices.

Shenandoah Telecommunicatio Polynomial Regression Price Forecast For the 23rd of November

Given 90 days horizon, the Polynomial Regression forecasted value of Shenandoah Telecommunications Co on the next trading day is expected to be 12.49 with a mean absolute deviation of 0.61, mean absolute percentage error of 0.61, and the sum of the absolute errors of 37.50.
Please note that although there have been many attempts to predict Shenandoah 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 Shenandoah Telecommunicatio's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Shenandoah Telecommunicatio Stock Forecast Pattern

Backtest Shenandoah TelecommunicatioShenandoah Telecommunicatio Price PredictionBuy or Sell Advice 

Shenandoah Telecommunicatio Forecasted Value

In the context of forecasting Shenandoah Telecommunicatio'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. Shenandoah Telecommunicatio's downside and upside margins for the forecasting period are 8.93 and 16.05, respectively. We have considered Shenandoah Telecommunicatio'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
12.59
12.49
Expected Value
16.05
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 Shenandoah Telecommunicatio stock data series using in forecasting. Note that when a statistical model is used to represent Shenandoah Telecommunicatio 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 Criteria117.6125
BiasArithmetic mean of the errors None
MADMean absolute deviation0.6148
MAPEMean absolute percentage error0.0433
SAESum of the absolute errors37.5013
A single variable polynomial regression model attempts to put a curve through the Shenandoah Telecommunicatio 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 Shenandoah Telecommunicatio

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Shenandoah Telecommunicatio. 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 Shenandoah Telecommunicatio's 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.
Hype
Prediction
LowEstimatedHigh
9.0612.6216.18
Details
Intrinsic
Valuation
LowRealHigh
11.3614.9218.48
Details
Bollinger
Band Projection (param)
LowMiddleHigh
11.8113.6815.54
Details
2 Analysts
Consensus
LowTargetHigh
19.1121.0023.31
Details

Other Forecasting Options for Shenandoah Telecommunicatio

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

View Shenandoah Telecommunicatio Related Equities

 Risk & Return  Correlation

Shenandoah Telecommunicatio 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 Shenandoah Telecommunicatio'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 Shenandoah Telecommunicatio's current price.

Shenandoah Telecommunicatio Market Strength Events

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

Shenandoah Telecommunicatio Risk Indicators

The analysis of Shenandoah Telecommunicatio'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 Shenandoah Telecommunicatio's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting shenandoah 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.

Pair Trading with Shenandoah Telecommunicatio

One of the main advantages of trading using pair correlations is that every trade hedges away some risk. Because there are two separate transactions required, even if Shenandoah Telecommunicatio position performs unexpectedly, the other equity can make up some of the losses. Pair trading also minimizes risk from directional movements in the market. For example, if an entire industry or sector drops because of unexpected headlines, the short position in Shenandoah Telecommunicatio will appreciate offsetting losses from the drop in the long position's value.

Moving against Shenandoah Stock

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The ability to find closely correlated positions to Shenandoah Telecommunicatio could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Shenandoah Telecommunicatio when you sell it. If you don't do this, your portfolio allocation will be skewed against your target asset allocation. So, investors can't just sell and buy back Shenandoah Telecommunicatio - that would be a violation of the tax code under the "wash sale" rule, and this is why you need to find a similar enough asset and use the proceeds from selling Shenandoah Telecommunications Co to buy it.
The correlation of Shenandoah Telecommunicatio is a statistical measure of how it moves in relation to other instruments. This measure is expressed in what is known as the correlation coefficient, which ranges between -1 and +1. A perfect positive correlation (i.e., a correlation coefficient of +1) implies that as Shenandoah Telecommunicatio moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Shenandoah Telecommunicatio moves in either direction, the perfectly negatively correlated security will move in the opposite direction. If the correlation is 0, the equities are not correlated; they are entirely random. A correlation greater than 0.8 is generally described as strong, whereas a correlation less than 0.5 is generally considered weak.
Correlation analysis and pair trading evaluation for Shenandoah Telecommunicatio can also be used as hedging techniques within a particular sector or industry or even over random equities to generate a better risk-adjusted return on your portfolios.
Pair CorrelationCorrelation Matching
When determining whether Shenandoah Telecommunicatio offers a strong return on investment in its stock, a comprehensive analysis is essential. The process typically begins with a thorough review of Shenandoah Telecommunicatio's financial statements, including income statements, balance sheets, and cash flow statements, to assess its financial health. Key financial ratios are used to gauge profitability, efficiency, and growth potential of Shenandoah Telecommunications Co Stock. Outlined below are crucial reports that will aid in making a well-informed decision on Shenandoah Telecommunications Co Stock:
Check out Historical Fundamental Analysis of Shenandoah Telecommunicatio to cross-verify your projections.
You can also try the Aroon Oscillator module to analyze current equity momentum using Aroon Oscillator and other momentum ratios.
Is Wireless Telecommunication Services 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 Shenandoah Telecommunicatio. If investors know Shenandoah 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 Shenandoah Telecommunicatio 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
116.295
Dividend Share
0.09
Earnings Share
(0.27)
Revenue Per Share
6.243
Quarterly Revenue Growth
0.3
The market value of Shenandoah Telecommunicatio is measured differently than its book value, which is the value of Shenandoah that is recorded on the company's balance sheet. Investors also form their own opinion of Shenandoah Telecommunicatio's value that differs from its market value or its book value, called intrinsic value, which is Shenandoah Telecommunicatio'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 Shenandoah Telecommunicatio's market value can be influenced by many factors that don't directly affect Shenandoah Telecommunicatio'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 Shenandoah Telecommunicatio's value and its price as these two are different measures arrived at by different means. Investors typically determine if Shenandoah Telecommunicatio is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Shenandoah Telecommunicatio'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.