Healthcare Services Stock Forecast - Polynomial Regression

HCSG Stock  USD 11.95  0.12  1.01%   
The Polynomial Regression forecasted value of Healthcare Services Group on the next trading day is expected to be 11.67 with a mean absolute deviation of  0.42  and the sum of the absolute errors of 25.62. Healthcare Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Healthcare Services stock prices and determine the direction of Healthcare Services Group's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Healthcare Services' historical fundamentals, such as revenue growth or operating cash flow patterns.
Check out Historical Fundamental Analysis of Healthcare Services to cross-verify your projections.
  
Most investors in Healthcare Services cannot accurately predict what will happen the next trading day because, historically, stock markets tend to be unpredictable and even illogical. Modeling turbulent structures requires applying different statistical methods, techniques, and algorithms to find hidden data structures or patterns within the Healthcare Services' time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Healthcare Services' price structures and extracts relationships that further increase the generated results' accuracy.
Healthcare Services polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Healthcare Services Group as well as the accuracy indicators are determined from the period prices.

Healthcare Services Polynomial Regression Price Forecast For the 25th of April

Given 90 days horizon, the Polynomial Regression forecasted value of Healthcare Services Group on the next trading day is expected to be 11.67 with a mean absolute deviation of 0.42, mean absolute percentage error of 0.30, and the sum of the absolute errors of 25.62.
Please note that although there have been many attempts to predict Healthcare 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 Healthcare Services' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Healthcare Services Stock Forecast Pattern

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Healthcare Services Forecasted Value

In the context of forecasting Healthcare Services' 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. Healthcare Services' downside and upside margins for the forecasting period are 7.93 and 15.41, respectively. We have considered Healthcare Services' 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
11.95
11.67
Expected Value
15.41
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 Healthcare Services stock data series using in forecasting. Note that when a statistical model is used to represent Healthcare Services 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 Criteria116.9199
BiasArithmetic mean of the errors None
MADMean absolute deviation0.4199
MAPEMean absolute percentage error0.0387
SAESum of the absolute errors25.616
A single variable polynomial regression model attempts to put a curve through the Healthcare Services 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 Healthcare Services

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Healthcare Services. 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 Healthcare Services' 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
8.2111.9515.69
Details
Intrinsic
Valuation
LowRealHigh
5.879.6113.35
Details
Bollinger
Band Projection (param)
LowMiddleHigh
11.4512.0612.67
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Healthcare Services. Your research has to be compared to or analyzed against Healthcare Services' peers to derive any actionable benefits. When done correctly, Healthcare Services' 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 Healthcare Services.

Other Forecasting Options for Healthcare Services

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

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

Healthcare Services 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 Healthcare Services' 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 Healthcare Services' current price.

Healthcare Services Market Strength Events

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

Healthcare Services Risk Indicators

The analysis of Healthcare Services' 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 Healthcare Services' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting healthcare 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.
Some investors attempt to determine whether the market's mood is bullish or bearish by monitoring changes in market sentiment. Unlike more traditional methods such as technical analysis, investor sentiment usually refers to the aggregate attitude towards Healthcare Services in the overall investment community. So, suppose investors can accurately measure the market's sentiment. In that case, they can use it for their benefit. For example, some tools to gauge market sentiment could be utilized using contrarian indexes, Healthcare Services' short interest history, or implied volatility extrapolated from Healthcare Services options trading.

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When determining whether Healthcare Services is a strong investment it is important to analyze Healthcare Services' 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 Healthcare Services' future performance. For an informed investment choice regarding Healthcare Stock, refer to the following important reports:
Check out Historical Fundamental Analysis of Healthcare Services to cross-verify your projections.
You can also try the My Watchlist Analysis module to analyze my current watchlist and to refresh optimization strategy. Macroaxis watchlist is based on self-learning algorithm to remember stocks you like.

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When running Healthcare Services' price analysis, check to measure Healthcare Services' 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 Healthcare Services is operating at the current time. Most of Healthcare Services' value examination focuses on studying past and present price action to predict the probability of Healthcare Services' future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Healthcare Services' price. Additionally, you may evaluate how the addition of Healthcare Services to your portfolios can decrease your overall portfolio volatility.
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Is Healthcare Services' industry 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 Healthcare Services. If investors know Healthcare 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 Healthcare Services 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 Healthcare Services is measured differently than its book value, which is the value of Healthcare that is recorded on the company's balance sheet. Investors also form their own opinion of Healthcare Services' value that differs from its market value or its book value, called intrinsic value, which is Healthcare Services' 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 Healthcare Services' market value can be influenced by many factors that don't directly affect Healthcare Services' 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 Healthcare Services' value and its price as these two are different measures arrived at by different means. Investors typically determine if Healthcare Services is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Healthcare Services' 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.