Engineers India Stock Forecast - Polynomial Regression

ENGINERSIN   183.68  8.98  4.66%   
The Polynomial Regression forecasted value of Engineers India Limited on the next trading day is expected to be 192.83 with a mean absolute deviation of 6.15 and the sum of the absolute errors of 375.39. Engineers Stock Forecast is based on your current time horizon. Although Engineers India's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Engineers India's systematic risk associated with finding meaningful patterns of Engineers India fundamentals over time.
  
At this time, Engineers India's Intangible Assets are relatively stable compared to the past year. As of 12/22/2024, Short Term Investments is likely to grow to about 16 B, while Other Current Liabilities is likely to drop slightly above 12.9 B.
Engineers India polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Engineers India Limited as well as the accuracy indicators are determined from the period prices.

Engineers India Polynomial Regression Price Forecast For the 23rd of December

Given 90 days horizon, the Polynomial Regression forecasted value of Engineers India Limited on the next trading day is expected to be 192.83 with a mean absolute deviation of 6.15, mean absolute percentage error of 51.24, and the sum of the absolute errors of 375.39.
Please note that although there have been many attempts to predict Engineers 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 Engineers India's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Engineers India Stock Forecast Pattern

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Engineers India Forecasted Value

In the context of forecasting Engineers India'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. Engineers India's downside and upside margins for the forecasting period are 190.24 and 195.42, respectively. We have considered Engineers India'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
183.68
190.24
Downside
192.83
Expected Value
195.42
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 Engineers India stock data series using in forecasting. Note that when a statistical model is used to represent Engineers India 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 Criteria122.0469
BiasArithmetic mean of the errors None
MADMean absolute deviation6.1539
MAPEMean absolute percentage error0.0322
SAESum of the absolute errors375.3863
A single variable polynomial regression model attempts to put a curve through the Engineers India 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 Engineers India

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Engineers India. 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
183.07185.66188.25
Details
Intrinsic
Valuation
LowRealHigh
170.07172.66202.05
Details
Bollinger
Band Projection (param)
LowMiddleHigh
183.78199.51215.24
Details
Earnings
Estimates (0)
LowProjected EPSHigh
0.000.000.00
Details

Other Forecasting Options for Engineers India

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

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

Engineers India 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 Engineers India'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 Engineers India's current price.

Engineers India Market Strength Events

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

Engineers India Risk Indicators

The analysis of Engineers India'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 Engineers India's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting engineers 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.

Additional Tools for Engineers Stock Analysis

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