Aether Holdings, Stock Forecast - Simple Regression

ATHR Stock   6.12  0.15  2.51%   
The Simple Regression forecasted value of Aether Holdings, on the next trading day is expected to be 6.18 with a mean absolute deviation of 0.17 and the sum of the absolute errors of 10.73. Aether Stock Forecast is based on your current time horizon. Although Aether Holdings,'s naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Aether Holdings,'s systematic risk associated with finding meaningful patterns of Aether Holdings, fundamentals over time.
As of 12/24/2025, Payables Turnover is likely to drop to 5.68. In addition to that, Fixed Asset Turnover is likely to drop to 253.33. As of 12/24/2025, Common Stock Shares Outstanding is likely to drop to about 9.3 M.
Simple Regression model is a single variable regression model that attempts to put a straight line through Aether Holdings, 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.

Aether Holdings, Simple Regression Price Forecast For the 25th of December

Given 90 days horizon, the Simple Regression forecasted value of Aether Holdings, on the next trading day is expected to be 6.18 with a mean absolute deviation of 0.17, mean absolute percentage error of 0.05, and the sum of the absolute errors of 10.73.
Please note that although there have been many attempts to predict Aether 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 Aether Holdings,'s next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Aether Holdings, Stock Forecast Pattern

Backtest Aether Holdings,Aether Holdings, Price PredictionBuy or Sell Advice 

Aether Holdings, Forecasted Value

In the context of forecasting Aether Holdings,'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. Aether Holdings,'s downside and upside margins for the forecasting period are 1.96 and 10.40, respectively. We have considered Aether Holdings,'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
6.12
6.18
Expected Value
10.40
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 Aether Holdings, stock data series using in forecasting. Note that when a statistical model is used to represent Aether Holdings, 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 Criteria116.865
BiasArithmetic mean of the errors None
MADMean absolute deviation0.1731
MAPEMean absolute percentage error0.0293
SAESum of the absolute errors10.7307
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 Aether Holdings, 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 Aether Holdings,

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Aether Holdings,. 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
2.136.3510.57
Details
Intrinsic
Valuation
LowRealHigh
0.855.079.29
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Aether Holdings,. Your research has to be compared to or analyzed against Aether Holdings,'s peers to derive any actionable benefits. When done correctly, Aether Holdings,'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 Aether Holdings,.

Other Forecasting Options for Aether Holdings,

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

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

Aether Holdings, 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 Aether Holdings,'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 Aether Holdings,'s current price.

Aether Holdings, Market Strength Events

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

Aether Holdings, Risk Indicators

The analysis of Aether Holdings,'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 Aether Holdings,'s investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting aether 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 Aether Holdings,

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 Aether Holdings, 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 Aether Holdings, will appreciate offsetting losses from the drop in the long position's value.

Moving against Aether Stock

  0.69300059 East Money InformationPairCorr
  0.57VFSWW VinFast AutoPairCorr
  0.5ICE Intercontinental ExchangePairCorr
  0.33TW Tradeweb MarketsPairCorr
The ability to find closely correlated positions to Aether Holdings, could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Aether Holdings, 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 Aether Holdings, - 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 Aether Holdings, to buy it.
The correlation of Aether Holdings, 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 Aether Holdings, moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Aether Holdings, 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 Aether Holdings, 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 Aether Stock Analysis

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