Generations Bancorp Stock Forecast - Polynomial Regression

GBNYDelisted Stock  USD 15.44  0.56  3.50%   
The Polynomial Regression forecasted value of Generations Bancorp NY on the next trading day is expected to be 17.71 with a mean absolute deviation of 0.48 and the sum of the absolute errors of 29.25. Generations Stock Forecast is based on your current time horizon.
  
Generations Bancorp polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Generations Bancorp NY as well as the accuracy indicators are determined from the period prices.

Generations Bancorp Polynomial Regression Price Forecast For the 25th of December

Given 90 days horizon, the Polynomial Regression forecasted value of Generations Bancorp NY on the next trading day is expected to be 17.71 with a mean absolute deviation of 0.48, mean absolute percentage error of 0.62, and the sum of the absolute errors of 29.25.
Please note that although there have been many attempts to predict Generations 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 Generations Bancorp's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Generations Bancorp Stock Forecast Pattern

Backtest Generations BancorpGenerations Bancorp Price PredictionBuy or Sell Advice 

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 Generations Bancorp stock data series using in forecasting. Note that when a statistical model is used to represent Generations Bancorp 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 Criteria117.6382
BiasArithmetic mean of the errors None
MADMean absolute deviation0.4796
MAPEMean absolute percentage error0.0376
SAESum of the absolute errors29.2545
A single variable polynomial regression model attempts to put a curve through the Generations Bancorp 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 Generations Bancorp

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Generations Bancorp. 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
14.7115.4516.19
Details
Intrinsic
Valuation
LowRealHigh
11.3412.0816.98
Details

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

Generations Bancorp Market Strength Events

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

Generations Bancorp Risk Indicators

The analysis of Generations Bancorp'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 Generations Bancorp's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting generations 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 Risk vs Return Analysis 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.
You can also try the My Watchlist Analysis module to analyze my current watchlist and to refresh optimization strategy. Macroaxis watchlist is based on self-learning algorithm to remember stocks you like.

Other Consideration for investing in Generations Stock

If you are still planning to invest in Generations Bancorp 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 Generations Bancorp's history and understand the potential risks before investing.
Aroon Oscillator
Analyze current equity momentum using Aroon Oscillator and other momentum ratios
Global Markets Map
Get a quick overview of global market snapshot using zoomable world map. Drill down to check world indexes
Portfolio Anywhere
Track or share privately all of your investments from the convenience of any device
Portfolio Dashboard
Portfolio dashboard that provides centralized access to all your investments
Transaction History
View history of all your transactions and understand their impact on performance
Pattern Recognition
Use different Pattern Recognition models to time the market across multiple global exchanges
Portfolio Manager
State of the art Portfolio Manager to monitor and improve performance of your invested capital
Price Exposure Probability
Analyze equity upside and downside potential for a given time horizon across multiple markets
ETFs
Find actively traded Exchange Traded Funds (ETF) from around the world