Caravelle International Stock Forecast - Simple Regression

HTCO Stock  USD 1.25  0.04  3.31%   
The Simple Regression forecasted value of Caravelle International Group on the next trading day is expected to be 1.36 with a mean absolute deviation of 0.11 and the sum of the absolute errors of 6.68. Caravelle Stock Forecast is based on your current time horizon. Although Caravelle International's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Caravelle International's systematic risk associated with finding meaningful patterns of Caravelle International fundamentals over time.
  
At this time, Caravelle International's Other Current Assets are very stable compared to the past year. As of the 22nd of November 2024, Total Liabilities is likely to grow to about 17.6 M, while Total Assets are likely to drop about 7.2 M.
Simple Regression model is a single variable regression model that attempts to put a straight line through Caravelle International 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.

Caravelle International Simple Regression Price Forecast For the 23rd of November

Given 90 days horizon, the Simple Regression forecasted value of Caravelle International Group on the next trading day is expected to be 1.36 with a mean absolute deviation of 0.11, mean absolute percentage error of 0.02, and the sum of the absolute errors of 6.68.
Please note that although there have been many attempts to predict Caravelle 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 Caravelle International's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Caravelle International Stock Forecast Pattern

Backtest Caravelle InternationalCaravelle International Price PredictionBuy or Sell Advice 

Caravelle International Forecasted Value

In the context of forecasting Caravelle International'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. Caravelle International's downside and upside margins for the forecasting period are 0.01 and 12.80, respectively. We have considered Caravelle International'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
1.25
1.36
Expected Value
12.80
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 Caravelle International stock data series using in forecasting. Note that when a statistical model is used to represent Caravelle International 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 Criteria114.2551
BiasArithmetic mean of the errors None
MADMean absolute deviation0.1095
MAPEMean absolute percentage error0.1841
SAESum of the absolute errors6.6791
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 Caravelle International Group 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 Caravelle International

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Caravelle International. 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.
Sophisticated investors, who have witnessed many market ups and downs, anticipate that the market will even out over time. This tendency of Caravelle International's price to converge to an average value over time is called mean reversion. However, historically, high market prices usually discourage investors that believe in mean reversion to invest, while low prices are viewed as an opportunity to buy.
Hype
Prediction
LowEstimatedHigh
0.061.2312.68
Details
Intrinsic
Valuation
LowRealHigh
0.040.8812.33
Details

Other Forecasting Options for Caravelle International

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

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

Caravelle International 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 Caravelle International'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 Caravelle International's current price.

Caravelle International Market Strength Events

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

Caravelle International Risk Indicators

The analysis of Caravelle International'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 Caravelle International's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting caravelle 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 Caravelle International

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 Caravelle International 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 Caravelle International will appreciate offsetting losses from the drop in the long position's value.

Moving together with Caravelle Stock

  0.89SB-PC Safe BulkersPairCorr
  0.86SB-PD Safe BulkersPairCorr

Moving against Caravelle Stock

  0.89ASC Ardmore ShpngPairCorr
  0.85EDRY EuroDryPairCorr
  0.8SB Safe BulkersPairCorr
  0.76ECO Okeanis Eco TankersPairCorr
  0.74DSX Diana ShippingPairCorr
The ability to find closely correlated positions to Caravelle International could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Caravelle International 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 Caravelle International - 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 Caravelle International Group to buy it.
The correlation of Caravelle International 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 Caravelle International moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Caravelle International 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 Caravelle International 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
When determining whether Caravelle International offers a strong return on investment in its stock, a comprehensive analysis is essential. The process typically begins with a thorough review of Caravelle International's financial statements, including income statements, balance sheets, and cash flow statements, to assess its financial health. Key financial ratios are used to gauge profitability, efficiency, and growth potential of Caravelle International Group Stock. Outlined below are crucial reports that will aid in making a well-informed decision on Caravelle International Group Stock:
Check out Historical Fundamental Analysis of Caravelle International to cross-verify your projections.
You can also try the Headlines Timeline module to stay connected to all market stories and filter out noise. Drill down to analyze hype elasticity.
Is Transportation space expected to grow? Or is there an opportunity to expand the business' product line in the future? Factors like these will boost the valuation of Caravelle International. If investors know Caravelle will grow in the future, the company's valuation will be higher. The financial industry is built on trying to define current growth potential and future valuation accurately. All the valuation information about Caravelle International listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
The market value of Caravelle International is measured differently than its book value, which is the value of Caravelle that is recorded on the company's balance sheet. Investors also form their own opinion of Caravelle International's value that differs from its market value or its book value, called intrinsic value, which is Caravelle International's true underlying value. Investors use various methods to calculate intrinsic value and buy a stock when its market value falls below its intrinsic value. Because Caravelle International's market value can be influenced by many factors that don't directly affect Caravelle International's underlying business (such as a pandemic or basic market pessimism), market value can vary widely from intrinsic value.
Please note, there is a significant difference between Caravelle International's value and its price as these two are different measures arrived at by different means. Investors typically determine if Caravelle International is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Caravelle International's price is the amount at which it trades on the open market and represents the number that a seller and buyer find agreeable to each party.