TATA SUMER Stock Forecast - Polynomial Regression
| TATACONSUM | 935.05 8.30 0.90% |
The Polynomial Regression forecasted value of TATA SUMER PRODUCTS on the next trading day is expected to be 973.35 with a mean absolute deviation of 19.56 and the sum of the absolute errors of 1,193. TATA Stock Forecast is based on your current time horizon. Although TATA SUMER's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of TATA SUMER's systematic risk associated with finding meaningful patterns of TATA SUMER fundamentals over time.
TATA |
TATA SUMER Polynomial Regression Price Forecast For the 12th of December 2024
Given 90 days horizon, the Polynomial Regression forecasted value of TATA SUMER PRODUCTS on the next trading day is expected to be 973.35 with a mean absolute deviation of 19.56, mean absolute percentage error of 543.43, and the sum of the absolute errors of 1,193.Please note that although there have been many attempts to predict TATA 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 TATA SUMER's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
TATA SUMER Stock Forecast Pattern
| Backtest TATA SUMER | TATA SUMER Price Prediction | Buy or Sell Advice |
TATA SUMER Forecasted Value
In the context of forecasting TATA SUMER'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. TATA SUMER's downside and upside margins for the forecasting period are 971.65 and 975.05, respectively. We have considered TATA SUMER'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.
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 TATA SUMER stock data series using in forecasting. Note that when a statistical model is used to represent TATA SUMER 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.| AIC | Akaike Information Criteria | 124.4084 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 19.5633 |
| MAPE | Mean absolute percentage error | 0.0191 |
| SAE | Sum of the absolute errors | 1193.3585 |
Predictive Modules for TATA SUMER
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as TATA SUMER PRODUCTS. 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 TATA SUMER'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 TATA SUMER
For every potential investor in TATA, whether a beginner or expert, TATA SUMER's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. TATA Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in TATA. Basic forecasting techniques help filter out the noise by identifying TATA SUMER's price trends.TATA SUMER 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 TATA SUMER stock to make a market-neutral strategy. Peer analysis of TATA SUMER could also be used in its relative valuation, which is a method of valuing TATA SUMER by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
TATA SUMER PRODUCTS 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 TATA SUMER'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 TATA SUMER's current price.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
| Pattern Recognition | ||
| Price Transform | ||
| Statistic Functions | ||
| Volatility Indicators | ||
| Volume Indicators |
TATA SUMER Market Strength Events
Market strength indicators help investors to evaluate how TATA SUMER stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading TATA SUMER shares will generate the highest return on investment. By undertsting and applying TATA SUMER stock market strength indicators, traders can identify TATA SUMER PRODUCTS entry and exit signals to maximize returns.
TATA SUMER Risk Indicators
The analysis of TATA SUMER'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 TATA SUMER's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting tata 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.
| Mean Deviation | 1.25 | |||
| Standard Deviation | 1.69 | |||
| Variance | 2.85 |
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 TATA Stock
TATA SUMER financial ratios help investors to determine whether TATA 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 TATA with respect to the benefits of owning TATA SUMER security.