Alliance Resource Stock Forecast - Triple Exponential Smoothing

ARLP Stock  USD 27.61  0.19  0.68%   
The Triple Exponential Smoothing forecasted value of Alliance Resource Partners on the next trading day is expected to be 27.81 with a mean absolute deviation of 0.24 and the sum of the absolute errors of 14.13. Alliance Stock Forecast is based on your current time horizon. Although Alliance Resource's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Alliance Resource's systematic risk associated with finding meaningful patterns of Alliance Resource fundamentals over time.
  
At this time, Alliance Resource's Inventory Turnover is relatively stable compared to the past year. As of 12/03/2024, Receivables Turnover is likely to grow to 13.31, while Payables Turnover is likely to drop 12.34. . As of 12/03/2024, Net Income Applicable To Common Shares is likely to grow to about 699.3 M, while Common Stock Shares Outstanding is likely to drop slightly above 99.2 M.
Triple exponential smoothing for Alliance Resource - also known as the Winters method - is a refinement of the popular double exponential smoothing model with the addition of periodicity (seasonality) component. Simple exponential smoothing technique works best with data where there are no trend or seasonality components to the data. When Alliance Resource prices exhibit either an increasing or decreasing trend over time, simple exponential smoothing forecasts tend to lag behind observations. Double exponential smoothing is designed to address this type of data series by taking into account any trend in Alliance Resource price movement. However, neither of these exponential smoothing models address any seasonality of Alliance Resource.

Alliance Resource Triple Exponential Smoothing Price Forecast For the 4th of December

Given 90 days horizon, the Triple Exponential Smoothing forecasted value of Alliance Resource Partners on the next trading day is expected to be 27.81 with a mean absolute deviation of 0.24, mean absolute percentage error of 0.11, and the sum of the absolute errors of 14.13.
Please note that although there have been many attempts to predict Alliance 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 Alliance Resource's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Alliance Resource Stock Forecast Pattern

Backtest Alliance ResourceAlliance Resource Price PredictionBuy or Sell Advice 

Alliance Resource Forecasted Value

In the context of forecasting Alliance Resource'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. Alliance Resource's downside and upside margins for the forecasting period are 26.55 and 29.06, respectively. We have considered Alliance Resource'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
27.61
27.81
Expected Value
29.06
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Triple Exponential Smoothing forecasting method's relative quality and the estimations of the prediction error of Alliance Resource stock data series using in forecasting. Note that when a statistical model is used to represent Alliance Resource 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 CriteriaHuge
BiasArithmetic mean of the errors 0.0499
MADMean absolute deviation0.2396
MAPEMean absolute percentage error0.0093
SAESum of the absolute errors14.1336
As with simple exponential smoothing, in triple exponential smoothing models past Alliance Resource observations are given exponentially smaller weights as the observations get older. In other words, recent observations are given relatively more weight in forecasting than the older Alliance Resource Partners observations.

Predictive Modules for Alliance Resource

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Alliance Resource. 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
26.6727.9229.17
Details
Intrinsic
Valuation
LowRealHigh
25.0230.0531.30
Details
Bollinger
Band Projection (param)
LowMiddleHigh
25.6126.8128.01
Details
2 Analysts
Consensus
LowTargetHigh
26.0928.6731.82
Details

Other Forecasting Options for Alliance Resource

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

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

Alliance Resource 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 Alliance Resource'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 Alliance Resource's current price.

Alliance Resource Market Strength Events

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

Alliance Resource Risk Indicators

The analysis of Alliance Resource'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 Alliance Resource's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting alliance 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.

Pair Trading with Alliance Resource

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 Alliance Resource 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 Alliance Resource will appreciate offsetting losses from the drop in the long position's value.

Moving together with Alliance Stock

  0.88NC NACCO IndustriesPairCorr
  0.67BTU Peabody Energy CorpPairCorr
  0.89NRP Natural Resource PartnersPairCorr
  0.91HNRG Hallador EnergyPairCorr

Moving against Alliance Stock

  0.73BP BP PLC ADRPairCorr
  0.72EC Ecopetrol SA ADRPairCorr
  0.67E Eni SpA ADRPairCorr
  0.67DINO HF Sinclair CorpPairCorr
The ability to find closely correlated positions to Alliance Resource could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Alliance Resource 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 Alliance Resource - 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 Alliance Resource Partners to buy it.
The correlation of Alliance Resource 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 Alliance Resource moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Alliance Resource 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 Alliance Resource 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

Additional Tools for Alliance Stock Analysis

When running Alliance Resource's price analysis, check to measure Alliance Resource'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 Alliance Resource is operating at the current time. Most of Alliance Resource's value examination focuses on studying past and present price action to predict the probability of Alliance Resource's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Alliance Resource's price. Additionally, you may evaluate how the addition of Alliance Resource to your portfolios can decrease your overall portfolio volatility.