Harford Bank Pink Sheet Forecast - Simple Exponential Smoothing

HFBK Stock  USD 33.75  0.06  0.18%   
The Simple Exponential Smoothing forecasted value of Harford Bank on the next trading day is expected to be 33.76 with a mean absolute deviation of 0.12 and the sum of the absolute errors of 7.19. Harford Pink Sheet Forecast is based on your current time horizon.
  
Harford Bank simple exponential smoothing forecast is a very popular model used to produce a smoothed price series. Whereas in simple Moving Average models the past observations for Harford Bank are weighted equally, Exponential Smoothing assigns exponentially decreasing weights as Harford Bank prices get older.

Harford Bank Simple Exponential Smoothing Price Forecast For the 19th of December

Given 90 days horizon, the Simple Exponential Smoothing forecasted value of Harford Bank on the next trading day is expected to be 33.76 with a mean absolute deviation of 0.12, mean absolute percentage error of 0.03, and the sum of the absolute errors of 7.19.
Please note that although there have been many attempts to predict Harford Pink Sheet 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 Harford Bank's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Harford Bank Pink Sheet Forecast Pattern

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Harford Bank Forecasted Value

In the context of forecasting Harford Bank's Pink Sheet 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. Harford Bank's downside and upside margins for the forecasting period are 33.16 and 34.35, respectively. We have considered Harford Bank'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
33.75
33.76
Expected Value
34.35
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Simple Exponential Smoothing forecasting method's relative quality and the estimations of the prediction error of Harford Bank pink sheet data series using in forecasting. Note that when a statistical model is used to represent Harford Bank pink sheet, 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 Criteria112.8557
BiasArithmetic mean of the errors 0.0073
MADMean absolute deviation0.1198
MAPEMean absolute percentage error0.0035
SAESum of the absolute errors7.1862
This simple exponential smoothing model begins by setting Harford Bank forecast for the second period equal to the observation of the first period. In other words, recent Harford Bank observations are given relatively more weight in forecasting than the older observations.

Predictive Modules for Harford Bank

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Harford Bank. Regardless of method or technology, however, to accurately forecast the pink sheet market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the pink sheet 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
33.1633.7534.34
Details
Intrinsic
Valuation
LowRealHigh
32.7133.3033.89
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Harford Bank. Your research has to be compared to or analyzed against Harford Bank's peers to derive any actionable benefits. When done correctly, Harford Bank'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 Harford Bank.

Other Forecasting Options for Harford Bank

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

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

Harford Bank Technical and Predictive Analytics

The pink sheet market is financially volatile. Despite the volatility, there exist limitless possibilities of gaining profits and building passive income portfolios. With the complexity of Harford Bank'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 Harford Bank's current price.

Harford Bank Market Strength Events

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

Harford Bank Risk Indicators

The analysis of Harford Bank'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 Harford Bank's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting harford pink sheet 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.

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Other Information on Investing in Harford Pink Sheet

Harford Bank financial ratios help investors to determine whether Harford Pink Sheet is cheap or expensive when compared to a particular measure, such as profits or enterprise value. In other words, they help investors to determine the cost of investment in Harford with respect to the benefits of owning Harford Bank security.