Alliance Resource Stock Forecast - Simple Exponential Smoothing
| ARLP Stock | USD 25.86 0.19 0.74% |
The Simple Exponential Smoothing forecasted value of Alliance Resource Partners on the next trading day is expected to be 25.86 with a mean absolute deviation of 0.28 and the sum of the absolute errors of 16.55. 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.
Alliance |
Alliance Resource Simple Exponential Smoothing Price Forecast For the 12th of December 2024
Given 90 days horizon, the Simple Exponential Smoothing forecasted value of Alliance Resource Partners on the next trading day is expected to be 25.86 with a mean absolute deviation of 0.28, mean absolute percentage error of 0.14, and the sum of the absolute errors of 16.55.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 Resource | Alliance Resource Price Prediction | Buy 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 24.47 and 27.25, 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.
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 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.| AIC | Akaike Information Criteria | 114.3092 |
| Bias | Arithmetic mean of the errors | -0.0488 |
| MAD | Mean absolute deviation | 0.2758 |
| MAPE | Mean absolute percentage error | 0.0106 |
| SAE | Sum of the absolute errors | 16.55 |
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.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.| Cycle Indicators | ||
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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.
| Mean Deviation | 0.9739 | |||
| Semi Deviation | 1.22 | |||
| Standard Deviation | 1.37 | |||
| Variance | 1.88 | |||
| Downside Variance | 2.13 | |||
| Semi Variance | 1.48 | |||
| Expected Short fall | (1.02) |
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
| 0.9 | NC | NACCO Industries | PairCorr |
| 0.87 | NRP | Natural Resource Partners | PairCorr |
| 0.88 | HNRG | Hallador Energy | PairCorr |
Moving against Alliance Stock
| 0.73 | BP | BP PLC ADR | PairCorr |
| 0.69 | E | Eni SpA ADR | PairCorr |
| 0.69 | EC | Ecopetrol SA ADR | PairCorr |
| 0.64 | DINO | HF Sinclair Corp | PairCorr |
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.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.