Cardio Diagnostics Stock Forecast - Polynomial Regression

CDIO Stock  USD 1.20  0.32  21.05%   
The Polynomial Regression forecasted value of Cardio Diagnostics Holdings on the next trading day is expected to be 1.18 with a mean absolute deviation of 0.10 and the sum of the absolute errors of 6.29. Cardio Stock Forecast is based on your current time horizon. Although Cardio Diagnostics' naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Cardio Diagnostics' systematic risk associated with finding meaningful patterns of Cardio Diagnostics fundamentals over time.
  
As of the 13th of December 2024, Asset Turnover is likely to grow to 0, while Payables Turnover is likely to drop 0.01. . As of the 13th of December 2024, Common Stock Shares Outstanding is likely to drop to about 7.3 M. In addition to that, Net Loss is likely to drop to about (586.3 K).
Cardio Diagnostics polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Cardio Diagnostics Holdings as well as the accuracy indicators are determined from the period prices.

Cardio Diagnostics Polynomial Regression Price Forecast For the 14th of December 2024

Given 90 days horizon, the Polynomial Regression forecasted value of Cardio Diagnostics Holdings on the next trading day is expected to be 1.18 with a mean absolute deviation of 0.10, mean absolute percentage error of 0.02, and the sum of the absolute errors of 6.29.
Please note that although there have been many attempts to predict Cardio 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 Cardio Diagnostics' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Cardio Diagnostics Stock Forecast Pattern

Backtest Cardio DiagnosticsCardio Diagnostics Price PredictionBuy or Sell Advice 

Cardio Diagnostics Forecasted Value

In the context of forecasting Cardio Diagnostics' 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. Cardio Diagnostics' downside and upside margins for the forecasting period are 0.01 and 15.70, respectively. We have considered Cardio Diagnostics' 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
1.20
1.18
Expected Value
15.70
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 Cardio Diagnostics stock data series using in forecasting. Note that when a statistical model is used to represent Cardio Diagnostics 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 Criteria116.0026
BiasArithmetic mean of the errors None
MADMean absolute deviation0.1014
MAPEMean absolute percentage error0.3015
SAESum of the absolute errors6.2862
A single variable polynomial regression model attempts to put a curve through the Cardio Diagnostics 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 Cardio Diagnostics

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Cardio Diagnostics. 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
0.071.4116.02
Details
Intrinsic
Valuation
LowRealHigh
0.122.3716.98
Details
1 Analysts
Consensus
LowTargetHigh
5.466.006.66
Details
Earnings
Estimates (0)
LowProjected EPSHigh
-0.09-0.09-0.09
Details

Other Forecasting Options for Cardio Diagnostics

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

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

Cardio Diagnostics 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 Cardio Diagnostics' 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 Cardio Diagnostics' current price.

Cardio Diagnostics Market Strength Events

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

Cardio Diagnostics Risk Indicators

The analysis of Cardio Diagnostics' 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 Cardio Diagnostics' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting cardio 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 Cardio Diagnostics

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 Cardio Diagnostics 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 Cardio Diagnostics will appreciate offsetting losses from the drop in the long position's value.

Moving against Cardio Stock

  0.74SLS Sellas Life SciencesPairCorr
  0.56JNJ Johnson Johnson Fiscal Year End 28th of January 2025 PairCorr
  0.49ERNA Eterna TherapeuticsPairCorr
  0.45VALN Valneva SE ADRPairCorr
  0.44GNFT GenfitPairCorr
The ability to find closely correlated positions to Cardio Diagnostics could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Cardio Diagnostics 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 Cardio Diagnostics - 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 Cardio Diagnostics Holdings to buy it.
The correlation of Cardio Diagnostics 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 Cardio Diagnostics moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Cardio Diagnostics 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 Cardio Diagnostics 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 Cardio Diagnostics is a strong investment it is important to analyze Cardio Diagnostics' competitive position within its industry, examining market share, product or service uniqueness, and competitive advantages. Beyond financials and market position, potential investors should also consider broader economic conditions, industry trends, and any regulatory or geopolitical factors that may impact Cardio Diagnostics' future performance. For an informed investment choice regarding Cardio Stock, refer to the following important reports:
Check out Historical Fundamental Analysis of Cardio Diagnostics to cross-verify your projections.
You can also try the Commodity Directory module to find actively traded commodities issued by global exchanges.
Is Biotechnology 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 Cardio Diagnostics. If investors know Cardio 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 Cardio Diagnostics listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
Earnings Share
(0.30)
Revenue Per Share
0.002
Quarterly Revenue Growth
3.562
Return On Assets
(0.98)
Return On Equity
(2.93)
The market value of Cardio Diagnostics is measured differently than its book value, which is the value of Cardio that is recorded on the company's balance sheet. Investors also form their own opinion of Cardio Diagnostics' value that differs from its market value or its book value, called intrinsic value, which is Cardio Diagnostics' 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 Cardio Diagnostics' market value can be influenced by many factors that don't directly affect Cardio Diagnostics' 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 Cardio Diagnostics' value and its price as these two are different measures arrived at by different means. Investors typically determine if Cardio Diagnostics is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Cardio Diagnostics' 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.