Potbelly Stock Forecast - Simple Regression

PBPBDelisted Stock  USD 17.12  0.01  0.06%   
The Simple Regression forecasted value of Potbelly Co on the next trading day is expected to be 18.51 with a mean absolute deviation of 0.89 and the sum of the absolute errors of 54.07. Potbelly Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Potbelly stock prices and determine the direction of Potbelly Co's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Potbelly's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
Simple Regression model is a single variable regression model that attempts to put a straight line through Potbelly price points. This line is defined by its gradient or slope, and the point at which it intercepts the x-axis. Mathematically, assuming the independent variable is X and the dependent variable is Y, then this line can be represented as: Y = intercept + slope * X.

Potbelly Simple Regression Price Forecast For the 30th of December

Given 90 days horizon, the Simple Regression forecasted value of Potbelly Co on the next trading day is expected to be 18.51 with a mean absolute deviation of 0.89, mean absolute percentage error of 1.12, and the sum of the absolute errors of 54.07.
Please note that although there have been many attempts to predict Potbelly 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 Potbelly's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Potbelly Stock Forecast Pattern

Backtest PotbellyPotbelly Price PredictionBuy or Sell Advice 

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Simple Regression forecasting method's relative quality and the estimations of the prediction error of Potbelly stock data series using in forecasting. Note that when a statistical model is used to represent Potbelly 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 Criteria118.2248
BiasArithmetic mean of the errors None
MADMean absolute deviation0.8864
MAPEMean absolute percentage error0.06
SAESum of the absolute errors54.0729
In general, regression methods applied to historical equity returns or prices series is an area of active research. In recent decades, new methods have been developed for robust regression of price series such as Potbelly Co historical returns. These new methods are regression involving correlated responses such as growth curves and different regression methods accommodating various types of missing data.

Predictive Modules for Potbelly

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Potbelly. 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
17.0217.1217.22
Details
Intrinsic
Valuation
LowRealHigh
13.1713.2718.83
Details
Bollinger
Band Projection (param)
LowMiddleHigh
17.0317.0817.14
Details

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

Potbelly Market Strength Events

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

Potbelly Risk Indicators

The analysis of Potbelly'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 Potbelly's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting potbelly 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.
Check out Your Equity Center 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 inflation.
You can also try the Pattern Recognition module to use different Pattern Recognition models to time the market across multiple global exchanges.

Other Consideration for investing in Potbelly Stock

If you are still planning to invest in Potbelly check if it may still be traded through OTC markets such as Pink Sheets or OTC Bulletin Board. You may also purchase it directly from the company, but this is not always possible and may require contacting the company directly. Please note that delisted stocks are often considered to be more risky investments, as they are no longer subject to the same regulatory and reporting requirements as listed stocks. Therefore, it is essential to carefully research the Potbelly's history and understand the potential risks before investing.
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