Happiest Minds Stock Forecast - Polynomial Regression

HAPPSTMNDS   730.10  5.55  0.77%   
The Polynomial Regression forecasted value of Happiest Minds Technologies on the next trading day is expected to be 711.30 with a mean absolute deviation of 7.99 and the sum of the absolute errors of 495.65. Happiest Stock Forecast is based on your current time horizon. Although Happiest Minds' naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Happiest Minds' systematic risk associated with finding meaningful patterns of Happiest Minds fundamentals over time.
  
At this time, Happiest Minds' Accounts Payable is very stable compared to the past year. As of the 28th of November 2024, Cash is likely to grow to about 1.2 B, while Total Current Liabilities is likely to drop about 2.9 B.
Happiest Minds polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Happiest Minds Technologies as well as the accuracy indicators are determined from the period prices.

Happiest Minds Polynomial Regression Price Forecast For the 29th of November

Given 90 days horizon, the Polynomial Regression forecasted value of Happiest Minds Technologies on the next trading day is expected to be 711.30 with a mean absolute deviation of 7.99, mean absolute percentage error of 99.12, and the sum of the absolute errors of 495.65.
Please note that although there have been many attempts to predict Happiest 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 Happiest Minds' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Happiest Minds Stock Forecast Pattern

Backtest Happiest MindsHappiest Minds Price PredictionBuy or Sell Advice 

Happiest Minds Forecasted Value

In the context of forecasting Happiest Minds' 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. Happiest Minds' downside and upside margins for the forecasting period are 710.25 and 712.35, respectively. We have considered Happiest Minds' 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
730.10
710.25
Downside
711.30
Expected Value
712.35
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 Happiest Minds stock data series using in forecasting. Note that when a statistical model is used to represent Happiest Minds 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 Criteria124.5447
BiasArithmetic mean of the errors None
MADMean absolute deviation7.9943
MAPEMean absolute percentage error0.0103
SAESum of the absolute errors495.6488
A single variable polynomial regression model attempts to put a curve through the Happiest Minds 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 Happiest Minds

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Happiest Minds Techn. 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 Happiest Minds' 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
729.58730.63731.68
Details
Intrinsic
Valuation
LowRealHigh
677.94678.99803.11
Details
Earnings
Estimates (0)
LowProjected EPSHigh
3.704.094.50
Details

Other Forecasting Options for Happiest Minds

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

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

Happiest Minds Techn 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 Happiest Minds' 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 Happiest Minds' current price.

Happiest Minds Market Strength Events

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

Happiest Minds Risk Indicators

The analysis of Happiest Minds' 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 Happiest Minds' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting happiest 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.

Other Information on Investing in Happiest Stock

Happiest Minds financial ratios help investors to determine whether Happiest Stock is cheap or expensive when compared to a particular measure, such as profits or enterprise value. In other words, they help investors to determine the cost of investment in Happiest with respect to the benefits of owning Happiest Minds security.