HMN Financial Stock Forecast - Polynomial Regression

HMNF Stock  USD 22.35  0.05  0.22%   
The Polynomial Regression forecasted value of HMN Financial on the next trading day is expected to be 24.07 with a mean absolute deviation of  0.50  and the sum of the absolute errors of 30.24. HMN Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast HMN Financial stock prices and determine the direction of HMN Financial's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of HMN Financial's historical fundamentals, such as revenue growth or operating cash flow patterns. Although HMN Financial's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of HMN Financial's systematic risk associated with finding meaningful patterns of HMN Financial fundamentals over time.
Check out Historical Fundamental Analysis of HMN Financial to cross-verify your projections.
For more detail on how to invest in HMN Stock please use our How to Invest in HMN Financial guide.
  
The HMN Financial's current Fixed Asset Turnover is estimated to increase to 2.78, while Receivables Turnover is projected to decrease to 8.50. . The current Common Stock Shares Outstanding is estimated to decrease to about 4.2 M. The current Net Income Applicable To Common Shares is estimated to decrease to about 8.1 M.
Most investors in HMN Financial 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 HMN Financial's time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets HMN Financial's price structures and extracts relationships that further increase the generated results' accuracy.
HMN Financial polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for HMN Financial as well as the accuracy indicators are determined from the period prices.

HMN Financial Polynomial Regression Price Forecast For the 29th of May

Given 90 days horizon, the Polynomial Regression forecasted value of HMN Financial on the next trading day is expected to be 24.07 with a mean absolute deviation of 0.50, mean absolute percentage error of 0.47, and the sum of the absolute errors of 30.24.
Please note that although there have been many attempts to predict HMN 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 HMN Financial's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

HMN Financial Stock Forecast Pattern

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HMN Financial Forecasted Value

In the context of forecasting HMN Financial'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. HMN Financial's downside and upside margins for the forecasting period are 21.25 and 26.88, respectively. We have considered HMN Financial'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
22.35
24.07
Expected Value
26.88
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 HMN Financial stock data series using in forecasting. Note that when a statistical model is used to represent HMN Financial 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 Criteria117.3584
BiasArithmetic mean of the errors None
MADMean absolute deviation0.4958
MAPEMean absolute percentage error0.0238
SAESum of the absolute errors30.2436
A single variable polynomial regression model attempts to put a curve through the HMN Financial 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 HMN Financial

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as HMN Financial. 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 HMN Financial'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
19.5522.3625.17
Details
Intrinsic
Valuation
LowRealHigh
21.2524.0626.87
Details
Bollinger
Band Projection (param)
LowMiddleHigh
22.0922.4722.85
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as HMN Financial. Your research has to be compared to or analyzed against HMN Financial's peers to derive any actionable benefits. When done correctly, HMN Financial'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 HMN Financial.

Other Forecasting Options for HMN Financial

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

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

HMN Financial 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 HMN Financial'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 HMN Financial's current price.

HMN Financial Market Strength Events

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

HMN Financial Risk Indicators

The analysis of HMN Financial'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 HMN Financial's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting hmn 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.

Currently Active Assets on Macroaxis

When determining whether HMN Financial is a strong investment it is important to analyze HMN Financial'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 HMN Financial's future performance. For an informed investment choice regarding HMN Stock, refer to the following important reports:
Check out Historical Fundamental Analysis of HMN Financial to cross-verify your projections.
For more detail on how to invest in HMN Stock please use our How to Invest in HMN Financial guide.
You can also try the Stock Screener module to find equities using a custom stock filter or screen asymmetry in trading patterns, price, volume, or investment outlook..

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When running HMN Financial's price analysis, check to measure HMN Financial's market volatility, profitability, liquidity, solvency, efficiency, growth potential, financial leverage, and other vital indicators. We have many different tools that can be utilized to determine how healthy HMN Financial is operating at the current time. Most of HMN Financial's value examination focuses on studying past and present price action to predict the probability of HMN Financial's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move HMN Financial's price. Additionally, you may evaluate how the addition of HMN Financial to your portfolios can decrease your overall portfolio volatility.
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Is HMN Financial'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 HMN Financial. If investors know HMN 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 HMN Financial 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
(0.19)
Dividend Share
0.32
Earnings Share
1.3
Revenue Per Share
8.62
Quarterly Revenue Growth
(0.06)
The market value of HMN Financial is measured differently than its book value, which is the value of HMN that is recorded on the company's balance sheet. Investors also form their own opinion of HMN Financial's value that differs from its market value or its book value, called intrinsic value, which is HMN Financial'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 HMN Financial's market value can be influenced by many factors that don't directly affect HMN Financial'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 HMN Financial's value and its price as these two are different measures arrived at by different means. Investors typically determine if HMN Financial is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, HMN Financial'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.