TIM SA Stock Forecast - 4 Period Moving Average

TIMS3 Stock  BRL 16.31  0.10  0.62%   
The 4 Period Moving Average forecasted value of TIM SA on the next trading day is expected to be 16.18 with a mean absolute deviation of 0.27 and the sum of the absolute errors of 15.91. TIM Stock Forecast is based on your current time horizon.
  
A four-period moving average forecast model for TIM SA is based on an artificially constructed daily price series in which the value for a given day is replaced by the mean of that value and the values for four preceding and succeeding time periods. This model is best suited to forecast equities with high volatility.

TIM SA 4 Period Moving Average Price Forecast For the 27th of November

Given 90 days horizon, the 4 Period Moving Average forecasted value of TIM SA on the next trading day is expected to be 16.18 with a mean absolute deviation of 0.27, mean absolute percentage error of 0.12, and the sum of the absolute errors of 15.91.
Please note that although there have been many attempts to predict TIM 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 TIM SA's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

TIM SA Stock Forecast Pattern

Backtest TIM SATIM SA Price PredictionBuy or Sell Advice 

TIM SA Forecasted Value

In the context of forecasting TIM SA'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. TIM SA's downside and upside margins for the forecasting period are 14.63 and 17.72, respectively. We have considered TIM SA'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
16.31
16.18
Expected Value
17.72
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the 4 Period Moving Average forecasting method's relative quality and the estimations of the prediction error of TIM SA stock data series using in forecasting. Note that when a statistical model is used to represent TIM SA 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 Criteria110.4474
BiasArithmetic mean of the errors 0.0671
MADMean absolute deviation0.2743
MAPEMean absolute percentage error0.0159
SAESum of the absolute errors15.91
The four period moving average method has an advantage over other forecasting models in that it does smooth out peaks and troughs in a set of daily price observations of TIM SA. However, it also has several disadvantages. In particular this model does not produce an actual prediction equation for TIM SA and therefore, it cannot be a useful forecasting tool for medium or long range price predictions

Predictive Modules for TIM SA

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as TIM SA. 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
14.7616.3117.86
Details
Intrinsic
Valuation
LowRealHigh
15.2716.8218.37
Details
Bollinger
Band Projection (param)
LowMiddleHigh
15.8116.2816.74
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as TIM SA. Your research has to be compared to or analyzed against TIM SA's peers to derive any actionable benefits. When done correctly, TIM SA's 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 TIM SA.

Other Forecasting Options for TIM SA

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

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

TIM SA 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 TIM SA'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 TIM SA's current price.

TIM SA Market Strength Events

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

TIM SA Risk Indicators

The analysis of TIM SA'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 TIM SA's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting tim 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 TIM Stock Analysis

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