Byline Bancorp Stock Forecast - Simple Regression

BY Stock  USD 21.61  1.15  5.62%   
The Simple Regression forecasted value of Byline Bancorp on the next trading day is expected to be 20.15 with a mean absolute deviation of  0.46  and the sum of the absolute errors of 28.49. Byline Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Byline Bancorp stock prices and determine the direction of Byline Bancorp's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Byline Bancorp's historical fundamentals, such as revenue growth or operating cash flow patterns. Although Byline Bancorp's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Byline Bancorp's systematic risk associated with finding meaningful patterns of Byline Bancorp fundamentals over time.
Check out Historical Fundamental Analysis of Byline Bancorp to cross-verify your projections.
For more information on how to buy Byline Stock please use our How to Invest in Byline Bancorp guide.
  
At this time, Byline Bancorp's Fixed Asset Turnover is fairly stable compared to the past year. Receivables Turnover is likely to rise to 0.83 in 2024, whereas Inventory Turnover is likely to drop (0.05) in 2024. . Common Stock Shares Outstanding is likely to drop to about 37.2 M in 2024. Net Income Applicable To Common Shares is likely to drop to about 51.6 M in 2024.

Open Interest Against 2024-04-19 Byline Option Contracts

Although open interest is a measure utilized in the options markets, it could be used to forecast Byline Bancorp's spot prices because the number of available contracts in the market changes daily, and new contracts can be created or liquidated at will. Since open interest in Byline Bancorp's options reflects these daily shifts, investors could use the patterns of these changes to develop long and short-term trading strategies for Byline Bancorp stock based on available contracts left at the end of a trading day.
Please note that to derive more accurate forecasting about market movement from the current Byline Bancorp's open interest, investors have to compare it to Byline Bancorp's spot prices. As Ford's stock price increases, high open interest indicates that money is entering the market, and the market is strongly bullish. Conversely, if the price of Byline Bancorp is decreasing and there is high open interest, that is a sign that the bearish trend will continue, and investors may react by taking short positions in Byline. So, decreasing or low open interest during a bull market indicates that investors are becoming uncertain of the depth of the bullish trend, and a reversal in sentiment will likely follow.
Most investors in Byline Bancorp cannot accurately predict what will happen the next trading day because, historically, stock markets tend to be unpredictable and even illogical. Modeling turbulent structures requires applying different statistical methods, techniques, and algorithms to find hidden data structures or patterns within the Byline Bancorp's time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Byline Bancorp's price structures and extracts relationships that further increase the generated results' accuracy.
Simple Regression model is a single variable regression model that attempts to put a straight line through Byline Bancorp 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.

Byline Bancorp Simple Regression Price Forecast For the 29th of March

Given 90 days horizon, the Simple Regression forecasted value of Byline Bancorp on the next trading day is expected to be 20.15 with a mean absolute deviation of 0.46, mean absolute percentage error of 0.34, and the sum of the absolute errors of 28.49.
Please note that although there have been many attempts to predict Byline 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 Byline Bancorp's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Byline Bancorp Stock Forecast Pattern

Backtest Byline BancorpByline Bancorp Price PredictionBuy or Sell Advice 

Byline Bancorp Forecasted Value

In the context of forecasting Byline Bancorp'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. Byline Bancorp's downside and upside margins for the forecasting period are 18.52 and 21.78, respectively. We have considered Byline Bancorp'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
21.61
20.15
Expected Value
21.78
Upside

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 Byline Bancorp stock data series using in forecasting. Note that when a statistical model is used to represent Byline 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 Criteria118.8689
BiasArithmetic mean of the errors None
MADMean absolute deviation0.4595
MAPEMean absolute percentage error0.0214
SAESum of the absolute errors28.4883
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 Byline Bancorp 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 Byline 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 Byline 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.
Sophisticated investors, who have witnessed many market ups and downs, anticipate that the market will even out over time. This tendency of Byline Bancorp'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
19.9721.6023.23
Details
Intrinsic
Valuation
LowRealHigh
21.6023.2324.86
Details
Bollinger
Band Projection (param)
LowMiddleHigh
19.9320.9221.91
Details
5 Analysts
Consensus
LowTargetHigh
22.5724.8027.53
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Byline Bancorp. Your research has to be compared to or analyzed against Byline Bancorp's peers to derive any actionable benefits. When done correctly, Byline Bancorp's competitive analysis will give you plenty of quantitative and qualitative data to validate your investment decisions or develop an entirely new strategy toward taking a position in Byline Bancorp.

Other Forecasting Options for Byline Bancorp

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

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

Byline Bancorp 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 Byline Bancorp'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 Byline Bancorp's current price.

Byline Bancorp Market Strength Events

Market strength indicators help investors to evaluate how Byline 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 Byline Bancorp shares will generate the highest return on investment. By undertsting and applying Byline Bancorp stock market strength indicators, traders can identify Byline Bancorp entry and exit signals to maximize returns.

Byline Bancorp Risk Indicators

The analysis of Byline 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 Byline Bancorp's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting byline 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.

Byline Bancorp Investors Sentiment

The influence of Byline Bancorp's investor sentiment on the probability of its price appreciation or decline could be a good factor in your decision-making process regarding taking a position in Byline. The overall investor sentiment generally increases the direction of a stock movement in a one-year investment horizon. However, the impact of investor sentiment on the entire stock market does not have solid backing from leading economists and market statisticians.
Investor biases related to Byline Bancorp's public news can be used to forecast risks associated with an investment in Byline. The trend in average sentiment can be used to explain how an investor holding Byline can time the market purely based on public headlines and social activities around Byline Bancorp. Please note that most equities that are difficult to arbitrage are affected by market sentiment the most.
Byline Bancorp's market sentiment shows the aggregated news analyzed to detect positive and negative mentions from the text and comments. The data is normalized to provide daily scores for Byline Bancorp's and other traded tickers. The bigger the bubble, the more accurate is the estimated score. Higher bars for a given day show more participation in the average Byline Bancorp's news discussions. The higher the estimated score, the more favorable is the investor's outlook on Byline Bancorp.
Some investors attempt to determine whether the market's mood is bullish or bearish by monitoring changes in market sentiment. Unlike more traditional methods such as technical analysis, investor sentiment usually refers to the aggregate attitude towards Byline Bancorp in the overall investment community. So, suppose investors can accurately measure the market's sentiment. In that case, they can use it for their benefit. For example, some tools to gauge market sentiment could be utilized using contrarian indexes, Byline Bancorp's short interest history, or implied volatility extrapolated from Byline Bancorp options trading.

Pair Trading with Byline Bancorp

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 Byline Bancorp 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 Byline Bancorp will appreciate offsetting losses from the drop in the long position's value.

Moving together with Byline Stock

  0.96MBCN Middlefield Banc Fiscal Quarter End 31st of March 2024 PairCorr
  0.85MBWM Mercantile Bank Fiscal Quarter End 31st of March 2024 PairCorr

Moving against Byline Stock

  0.83KB KB Financial Group Financial Report 20th of May 2024 PairCorr
  0.8NU Nu Holdings Financial Report 20th of May 2024 PairCorr
  0.8WF Woori Financial Group Financial Report 21st of May 2024 PairCorr
  0.76RF-PB Regions FinancialPairCorr
  0.75VBFC Village Bank AndPairCorr
The ability to find closely correlated positions to Byline Bancorp could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Byline Bancorp 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 Byline Bancorp - 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 Byline Bancorp to buy it.
The correlation of Byline Bancorp 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 Byline Bancorp moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Byline Bancorp 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 Byline Bancorp 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 Byline Bancorp offers a strong return on investment in its stock, a comprehensive analysis is essential. The process typically begins with a thorough review of Byline Bancorp'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 Byline Bancorp Stock. Outlined below are crucial reports that will aid in making a well-informed decision on Byline Bancorp Stock:
Check out Historical Fundamental Analysis of Byline Bancorp to cross-verify your projections.
For more information on how to buy Byline Stock please use our How to Invest in Byline Bancorp guide.
You can also try the Portfolio Volatility module to check portfolio volatility and analyze historical return density to properly model market risk.

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Is Byline Bancorp's industry 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 Byline Bancorp. If investors know Byline 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 Byline Bancorp 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
0.13
Dividend Share
0.36
Earnings Share
2.67
Revenue Per Share
8.822
Quarterly Revenue Growth
0.164
The market value of Byline Bancorp is measured differently than its book value, which is the value of Byline that is recorded on the company's balance sheet. Investors also form their own opinion of Byline Bancorp's value that differs from its market value or its book value, called intrinsic value, which is Byline Bancorp'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 Byline Bancorp's market value can be influenced by many factors that don't directly affect Byline Bancorp'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 Byline Bancorp's value and its price as these two are different measures arrived at by different means. Investors typically determine if Byline Bancorp is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Byline Bancorp'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.