Toyota Stock Forecast - Double Exponential Smoothing

TOMA Stock  EUR 166.00  5.00  3.11%   
The Double Exponential Smoothing forecasted value of Toyota Motor on the next trading day is expected to be 164.58 with a mean absolute deviation of 3.26 and the sum of the absolute errors of 192.14. Toyota Stock Forecast is based on your current time horizon. We recommend always using this module together with an analysis of Toyota's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
Double exponential smoothing - also known as Holt exponential smoothing is a refinement of the popular simple exponential smoothing model with an additional trending component. Double exponential smoothing model for Toyota works best with periods where there are trends or seasonality.

Toyota Double Exponential Smoothing Price Forecast For the 5th of December

Given 90 days horizon, the Double Exponential Smoothing forecasted value of Toyota Motor on the next trading day is expected to be 164.58 with a mean absolute deviation of 3.26, mean absolute percentage error of 17.68, and the sum of the absolute errors of 192.14.
Please note that although there have been many attempts to predict Toyota 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 Toyota's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Toyota Stock Forecast Pattern

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Toyota Forecasted Value

In the context of forecasting Toyota'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. Toyota's downside and upside margins for the forecasting period are 161.86 and 167.30, respectively. We have considered Toyota'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
166.00
161.86
Downside
164.58
Expected Value
167.30
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Double Exponential Smoothing forecasting method's relative quality and the estimations of the prediction error of Toyota stock data series using in forecasting. Note that when a statistical model is used to represent Toyota 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 0.4672
MADMean absolute deviation3.2566
MAPEMean absolute percentage error0.0207
SAESum of the absolute errors192.1373
When Toyota Motor 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 Toyota Motor trend in the prices. So in double exponential smoothing past observations are given exponentially smaller weights as the observations get older. In other words, recent Toyota observations are given relatively more weight in forecasting than the older observations.

Predictive Modules for Toyota

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Toyota Motor. 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
163.28166.00168.72
Details
Intrinsic
Valuation
LowRealHigh
133.17135.89182.60
Details
Bollinger
Band Projection (param)
LowMiddleHigh
156.96161.15165.35
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Toyota. Your research has to be compared to or analyzed against Toyota's peers to derive any actionable benefits. When done correctly, Toyota'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 Toyota Motor.

Other Forecasting Options for Toyota

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

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

Toyota Motor 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 Toyota'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 Toyota's current price.

Toyota Market Strength Events

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

Toyota Risk Indicators

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

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Additional Information and Resources on Investing in Toyota Stock

When determining whether Toyota Motor is a strong investment it is important to analyze Toyota's competitive position within its industry, examining market share, product or service uniqueness, and competitive advantages. Beyond financials and market position, potential investors should also consider broader economic conditions, industry trends, and any regulatory or geopolitical factors that may impact Toyota's future performance. For an informed investment choice regarding Toyota Stock, refer to the following important reports:
Check out Historical Fundamental Analysis of Toyota to cross-verify your projections.
You can also try the Fundamental Analysis module to view fundamental data based on most recent published financial statements.
Please note, there is a significant difference between Toyota's value and its price as these two are different measures arrived at by different means. Investors typically determine if Toyota is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Toyota's price is the amount at which it trades on the open market and represents the number that a seller and buyer find agreeable to each party.