HIRATA Corp Stock Forecast - Polynomial Regression

1ZM Stock   31.20  0.60  1.96%   
The Polynomial Regression forecasted value of HIRATA Corp on the next trading day is expected to be 31.85 with a mean absolute deviation of 0.53 and the sum of the absolute errors of 32.55. Investors can use prediction functions to forecast HIRATA Corp's stock prices and determine the direction of HIRATA Corp's future trends based on various well-known forecasting models. However, exclusively looking at the historical price movement is usually misleading. We recommend always using this module together with an analysis of HIRATA Corp's historical fundamentals, such as revenue growth or operating cash flow patterns. Check out Trending Equities to better understand how to build diversified portfolios. Also, note that the market value of any company could be closely tied with the direction of predictive economic indicators such as signals in state.
  
HIRATA Corp polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for HIRATA Corp as well as the accuracy indicators are determined from the period prices.

HIRATA Corp Polynomial Regression Price Forecast For the 25th of November

Given 90 days horizon, the Polynomial Regression forecasted value of HIRATA Corp on the next trading day is expected to be 31.85 with a mean absolute deviation of 0.53, mean absolute percentage error of 0.53, and the sum of the absolute errors of 32.55.
Please note that although there have been many attempts to predict HIRATA 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 HIRATA Corp's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

HIRATA Corp Stock Forecast Pattern

HIRATA Corp Forecasted Value

In the context of forecasting HIRATA Corp'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. HIRATA Corp's downside and upside margins for the forecasting period are 29.70 and 33.99, respectively. We have considered HIRATA Corp'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
31.20
31.85
Expected Value
33.99
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 HIRATA Corp stock data series using in forecasting. Note that when a statistical model is used to represent HIRATA Corp 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 Criteria117.4798
BiasArithmetic mean of the errors None
MADMean absolute deviation0.5336
MAPEMean absolute percentage error0.0177
SAESum of the absolute errors32.5495
A single variable polynomial regression model attempts to put a curve through the HIRATA Corp 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 HIRATA Corp

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as HIRATA Corp. 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 HIRATA Corp'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.

Other Forecasting Options for HIRATA Corp

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

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

HIRATA Corp 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 HIRATA Corp'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 HIRATA Corp's current price.

HIRATA Corp Market Strength Events

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

HIRATA Corp Risk Indicators

The analysis of HIRATA Corp'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 HIRATA Corp's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting hirata 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.

Thematic Opportunities

Explore Investment Opportunities

Build portfolios using Macroaxis predefined set of investing ideas. Many of Macroaxis investing ideas can easily outperform a given market. Ideas can also be optimized per your risk profile before portfolio origination is invoked. Macroaxis thematic optimization helps investors identify companies most likely to benefit from changes or shifts in various micro-economic or local macro-level trends. Originating optimal thematic portfolios involves aligning investors' personal views, ideas, and beliefs with their actual investments.
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Additional Tools for HIRATA Stock Analysis

When running HIRATA Corp's price analysis, check to measure HIRATA Corp's 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 HIRATA Corp is operating at the current time. Most of HIRATA Corp's value examination focuses on studying past and present price action to predict the probability of HIRATA Corp's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move HIRATA Corp's price. Additionally, you may evaluate how the addition of HIRATA Corp to your portfolios can decrease your overall portfolio volatility.