Guardian Pharmacy Stock Forecast - Polynomial Regression

GRDN Stock   25.00  0.35  1.42%   
The Polynomial Regression forecasted value of Guardian Pharmacy Services, on the next trading day is expected to be 26.06 with a mean absolute deviation of 0.63 and the sum of the absolute errors of 32.66. Guardian Stock Forecast is based on your current time horizon. Although Guardian Pharmacy's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Guardian Pharmacy's systematic risk associated with finding meaningful patterns of Guardian Pharmacy fundamentals over time.
  
At this time, Guardian Pharmacy's Non Current Assets Total are very stable compared to the past year. As of the 9th of December 2024, Non Currrent Assets Other is likely to grow to about 365.4 K, while Other Current Liabilities is likely to drop about 8.8 M.
Guardian Pharmacy polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Guardian Pharmacy Services, as well as the accuracy indicators are determined from the period prices.

Guardian Pharmacy Polynomial Regression Price Forecast For the 10th of December

Given 90 days horizon, the Polynomial Regression forecasted value of Guardian Pharmacy Services, on the next trading day is expected to be 26.06 with a mean absolute deviation of 0.63, mean absolute percentage error of 0.61, and the sum of the absolute errors of 32.66.
Please note that although there have been many attempts to predict Guardian 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 Guardian Pharmacy's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Guardian Pharmacy Stock Forecast Pattern

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Guardian Pharmacy Forecasted Value

In the context of forecasting Guardian Pharmacy'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. Guardian Pharmacy's downside and upside margins for the forecasting period are 22.49 and 29.63, respectively. We have considered Guardian Pharmacy'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
25.00
26.06
Expected Value
29.63
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 Guardian Pharmacy stock data series using in forecasting. Note that when a statistical model is used to represent Guardian Pharmacy 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 Criteria101.0797
BiasArithmetic mean of the errors None
MADMean absolute deviation0.628
MAPEMean absolute percentage error0.0315
SAESum of the absolute errors32.655
A single variable polynomial regression model attempts to put a curve through the Guardian Pharmacy 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 Guardian Pharmacy

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Guardian Pharmacy. 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 Guardian Pharmacy'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
21.4325.0028.57
Details
Intrinsic
Valuation
LowRealHigh
18.1821.7525.32
Details
Bollinger
Band Projection (param)
LowMiddleHigh
19.7123.1626.60
Details

Other Forecasting Options for Guardian Pharmacy

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

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

Guardian Pharmacy 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 Guardian Pharmacy'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 Guardian Pharmacy's current price.

Guardian Pharmacy Market Strength Events

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

Guardian Pharmacy Risk Indicators

The analysis of Guardian Pharmacy'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 Guardian Pharmacy's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting guardian 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 Guardian Pharmacy

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 Guardian Pharmacy 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 Guardian Pharmacy will appreciate offsetting losses from the drop in the long position's value.

Moving against Guardian Stock

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  0.48TOIIW The Oncology InstitutePairCorr
  0.4PACS PACS Group,PairCorr
  0.32HCA HCA Holdings Sell-off TrendPairCorr
The ability to find closely correlated positions to Guardian Pharmacy could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Guardian Pharmacy 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 Guardian Pharmacy - 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 Guardian Pharmacy Services, to buy it.
The correlation of Guardian Pharmacy 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 Guardian Pharmacy moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Guardian Pharmacy 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 Guardian Pharmacy 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 Guardian Pharmacy offers a strong return on investment in its stock, a comprehensive analysis is essential. The process typically begins with a thorough review of Guardian Pharmacy'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 Guardian Pharmacy Services, Stock. Outlined below are crucial reports that will aid in making a well-informed decision on Guardian Pharmacy Services, Stock:
Check out Historical Fundamental Analysis of Guardian Pharmacy to cross-verify your projections.
You can also try the Price Transformation module to use Price Transformation models to analyze the depth of different equity instruments across global markets.
Is Retail 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 Guardian Pharmacy. If investors know Guardian 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 Guardian Pharmacy 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 Guardian Pharmacy is measured differently than its book value, which is the value of Guardian that is recorded on the company's balance sheet. Investors also form their own opinion of Guardian Pharmacy's value that differs from its market value or its book value, called intrinsic value, which is Guardian Pharmacy'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 Guardian Pharmacy's market value can be influenced by many factors that don't directly affect Guardian Pharmacy'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 Guardian Pharmacy's value and its price as these two are different measures arrived at by different means. Investors typically determine if Guardian Pharmacy is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Guardian Pharmacy'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.