Accelerant Holdings Stock Forecast - Polynomial Regression

ARX Stock   16.47  0.00  0.00%   
The Polynomial Regression forecasted value of Accelerant Holdings on the next trading day is expected to be 16.71 with a mean absolute deviation of 0.33 and the sum of the absolute errors of 20.05. Accelerant Stock Forecast is based on your current time horizon.
At this time, Accelerant Holdings' Payables Turnover is fairly stable compared to the past year. Receivables Turnover is likely to rise to 0.32 in 2025, whereas Asset Turnover is likely to drop 0.07 in 2025. . Net Income Applicable To Common Shares is likely to rise to about 28.6 M in 2025, whereas Common Stock Shares Outstanding is likely to drop slightly above 149.5 M in 2025.

Open Interest Against 2026-02-20 Accelerant Option Contracts

Although open interest is a measure utilized in the options markets, it could be used to forecast Accelerant Holdings' spot prices because the number of available contracts in the market changes daily, and new contracts can be created or liquidated at will. Since open interest in Accelerant Holdings' options reflects these daily shifts, investors could use the patterns of these changes to develop long and short-term trading strategies for Accelerant Holdings stock based on available contracts left at the end of a trading day.
Please note that to derive more accurate forecasting about market movement from the current Accelerant Holdings' open interest, investors have to compare it to Accelerant Holdings' spot prices. As Ford's stock price increases, high open interest indicates that money is entering the market, and the market is strongly bullish. Conversely, if the price of Accelerant Holdings is decreasing and there is high open interest, that is a sign that the bearish trend will continue, and investors may react by taking short positions in Accelerant. So, decreasing or low open interest during a bull market indicates that investors are becoming uncertain of the depth of the bullish trend, and a reversal in sentiment will likely follow.
Accelerant Holdings polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Accelerant Holdings as well as the accuracy indicators are determined from the period prices.

Accelerant Holdings Polynomial Regression Price Forecast For the 30th of December

Given 90 days horizon, the Polynomial Regression forecasted value of Accelerant Holdings on the next trading day is expected to be 16.71 with a mean absolute deviation of 0.33, mean absolute percentage error of 0.18, and the sum of the absolute errors of 20.05.
Please note that although there have been many attempts to predict Accelerant 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 Accelerant Holdings' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Accelerant Holdings Stock Forecast Pattern

Backtest Accelerant HoldingsAccelerant Holdings Price PredictionBuy or Sell Advice 

Accelerant Holdings Forecasted Value

In the context of forecasting Accelerant Holdings' 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. Accelerant Holdings' downside and upside margins for the forecasting period are 13.30 and 20.13, respectively. We have considered Accelerant Holdings' 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
16.47
16.71
Expected Value
20.13
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 Accelerant Holdings stock data series using in forecasting. Note that when a statistical model is used to represent Accelerant 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 Criteria116.3982
BiasArithmetic mean of the errors None
MADMean absolute deviation0.3287
MAPEMean absolute percentage error0.0237
SAESum of the absolute errors20.0535
A single variable polynomial regression model attempts to put a curve through the Accelerant Holdings 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 Accelerant 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 Accelerant 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
13.1216.5620.00
Details
Intrinsic
Valuation
LowRealHigh
9.4912.9318.16
Details
Bollinger
Band Projection (param)
LowMiddleHigh
14.0515.6617.28
Details

Other Forecasting Options for Accelerant Holdings

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

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

Accelerant 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 Accelerant Holdings' 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 Accelerant Holdings' current price.

Accelerant Holdings Market Strength Events

Market strength indicators help investors to evaluate how Accelerant 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 Accelerant Holdings shares will generate the highest return on investment. By undertsting and applying Accelerant Holdings stock market strength indicators, traders can identify Accelerant Holdings entry and exit signals to maximize returns.

Accelerant Holdings Risk Indicators

The analysis of Accelerant Holdings' 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 Accelerant Holdings' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting accelerant 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.

Also Currently Popular

Analyzing currently trending equities could be an opportunity to develop a better portfolio based on different market momentums that they can trigger. Utilizing the top trending stocks is also useful when creating a market-neutral strategy or pair trading technique involving a short or a long position in a currently trending equity.

Additional Tools for Accelerant Stock Analysis

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