TRACTOR SUPPLY Stock Forecast - Triple Exponential Smoothing

TR4 Stock   53.09  1.62  3.15%   
The Triple Exponential Smoothing forecasted value of TRACTOR SUPPLY on the next trading day is expected to be 53.11 with a mean absolute deviation of 0.66 and the sum of the absolute errors of 38.73. TRACTOR Stock Forecast is based on your current time horizon.
  
Triple exponential smoothing for TRACTOR SUPPLY - also known as the Winters method - is a refinement of the popular double exponential smoothing model with the addition of periodicity (seasonality) component. Simple exponential smoothing technique works best with data where there are no trend or seasonality components to the data. When TRACTOR SUPPLY prices exhibit either an increasing or decreasing trend over time, simple exponential smoothing forecasts tend to lag behind observations. Double exponential smoothing is designed to address this type of data series by taking into account any trend in TRACTOR SUPPLY price movement. However, neither of these exponential smoothing models address any seasonality of TRACTOR SUPPLY.

TRACTOR SUPPLY Triple Exponential Smoothing Price Forecast For the 30th of December

Given 90 days horizon, the Triple Exponential Smoothing forecasted value of TRACTOR SUPPLY on the next trading day is expected to be 53.11 with a mean absolute deviation of 0.66, mean absolute percentage error of 1.00, and the sum of the absolute errors of 38.73.
Please note that although there have been many attempts to predict TRACTOR 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 TRACTOR SUPPLY's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

TRACTOR SUPPLY Stock Forecast Pattern

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TRACTOR SUPPLY Forecasted Value

In the context of forecasting TRACTOR SUPPLY'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. TRACTOR SUPPLY's downside and upside margins for the forecasting period are 51.27 and 54.94, respectively. We have considered TRACTOR SUPPLY'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
53.09
53.11
Expected Value
54.94
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Triple Exponential Smoothing forecasting method's relative quality and the estimations of the prediction error of TRACTOR SUPPLY stock data series using in forecasting. Note that when a statistical model is used to represent TRACTOR SUPPLY 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 CriteriaHuge
BiasArithmetic mean of the errors -0.1556
MADMean absolute deviation0.6565
MAPEMean absolute percentage error0.0126
SAESum of the absolute errors38.7321
As with simple exponential smoothing, in triple exponential smoothing models past TRACTOR SUPPLY observations are given exponentially smaller weights as the observations get older. In other words, recent observations are given relatively more weight in forecasting than the older TRACTOR SUPPLY observations.

Predictive Modules for TRACTOR SUPPLY

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as TRACTOR SUPPLY. 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 TRACTOR SUPPLY'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.
Hype
Prediction
LowEstimatedHigh
51.2653.0954.92
Details
Intrinsic
Valuation
LowRealHigh
50.3552.1854.01
Details

Other Forecasting Options for TRACTOR SUPPLY

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

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

TRACTOR SUPPLY 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 TRACTOR SUPPLY'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 TRACTOR SUPPLY's current price.

TRACTOR SUPPLY Market Strength Events

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

TRACTOR SUPPLY Risk Indicators

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

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