# MIQUEL Y Stock Forecast - Simple Exponential Smoothing

MCM | Stock | ## EUR 10.72 0.28 2.55% |

MIQUEL Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast MIQUEL Y historical stock prices and determine the direction of MIQUEL Y COSTAS's future trends based on various well-known forecasting models. However, solely looking at the historical price movement is usually misleading. Macroaxis recommends to always use this module together with analysis of MIQUEL Y historical fundamentals such as revenue growth or operating cash flow patterns.

Additionally, see Historical Fundamental Analysis of MIQUEL Y to cross-verify your projections. MIQUEL |

Most investors in MIQUEL Y cannot accurately predict what will happen the next trading day because, historically, stock markets tend to be unpredictable and even illogical. Modeling turbulent structures requires applying different statistical methods, techniques, and algorithms to find hidden data structures or patterns within the MIQUEL Y's time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets MIQUEL Y's price structures and extracts relationships that further increase the generated results' accuracy.

MIQUEL Y simple exponential smoothing forecast is a very popular model used to produce a smoothed price series. Whereas in simple Moving Average models the past observations for MIQUEL Y COSTAS are weighted equally, Exponential Smoothing assigns exponentially decreasing weights as MIQUEL Y COSTAS prices get older. ## MIQUEL Y Simple Exponential Smoothing Price Forecast For the 29th of November

Given 90 days horizon, the Simple Exponential Smoothing forecasted value of MIQUEL Y COSTAS on the next trading day is expected to be 10.73 with a mean absolute deviation of 0.12, mean absolute percentage error of 0.025851, and the sum of the absolute errors of 7.23.Please note that although there have been many attempts to predict MIQUEL 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 MIQUEL Y's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

## MIQUEL Y Stock Forecast Pattern

Backtest MIQUEL Y | MIQUEL Y Price Prediction | Buy or Sell Advice |

## MIQUEL Y Forecasted Value

In the context of forecasting MIQUEL Y'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. MIQUEL Y's downside and upside margins for the forecasting period are 9.11 and 12.35, respectively. We have considered MIQUEL Y'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 Simple Exponential Smoothing forecasting method's relative quality and the estimations of the prediction error of MIQUEL Y stock data series using in forecasting. Note that when a statistical model is used to represent MIQUEL Y 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 | 112.6172 |

Bias | Arithmetic mean of the errors | 0.0237 |

MAD | Mean absolute deviation | 0.1204 |

MAPE | Mean absolute percentage error | 0.0109 |

SAE | Sum of the absolute errors | 7.225 |

## Predictive Modules for MIQUEL Y

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as MIQUEL Y COSTAS. Regardless of method or technology, however, to accurately forecast the stock or bond 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, frequently view the market will even out over time. This tendency of MIQUEL Y'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. Please use the tools below to analyze the current value of MIQUEL Y in the context of predictive analytics.

Please note, it is not enough to conduct a financial or market analysis of a single entity such as MIQUEL Y. Your research has to be compared to or analyzed against MIQUEL Y's peers to derive any actionable benefits. When done correctly, MIQUEL Y's competitive analysis will give you plenty of quantitative and qualitative data to validate your investment decisions or develop an entirely new strategy towards taking a position in MIQUEL Y COSTAS.

## Other Forecasting Options for MIQUEL Y

For every potential investor in MIQUEL, whether a beginner or expert, MIQUEL Y's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. MIQUEL Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in MIQUEL. Basic forecasting techniques help filter out the noise by identifying MIQUEL Y's price trends.## MIQUEL Y 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 MIQUEL Y stock to make a market-neutral strategy. Peer analysis of MIQUEL Y could also be used in its relative valuation, which is a method of valuing MIQUEL Y by comparing valuation metrics with similar companies.

Risk & Return | Correlation |

## MIQUEL Y COSTAS 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 MIQUEL Y'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 MIQUEL Y's current price.Cycle Indicators | ||

Math Operators | ||

Math Transform | ||

Momentum Indicators | ||

Overlap Studies | ||

Pattern Recognition | ||

Price Transform | ||

Statistic Functions | ||

Volatility Indicators | ||

Volume Indicators |

## MIQUEL Y Risk Indicators

The analysis of MIQUEL Y's basic risk indicators is one of the essential steps in helping accuretelly forecast its future price. The process involves identifying the amount of risk involved in MIQUEL Y's investment and either accepting that risk or mitigating it. Along with some funamental techniques of forecasting MIQUEL Y stock price, 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 | 1.19 | |||

Standard Deviation | 1.63 | |||

Variance | 2.66 |

Please note, the risk measures we provide can be used independently or collectively to perform a risk assessment. When comparing two potential stock investments, we recommend comparing similar equities with homogenous growth potential and valuation from related markets to determine which investment holds the most risk.

Some investors attempt to determine whether the market's mood is bullish or bearish by monitoring changes in market sentiment. Unlike more traditional methods such as technical analysis, investor sentiment usually refers to the aggregate attitude towards MIQUEL Y in the overall investment community. So, suppose investors can accurately measure the market's sentiment. In that case, they can use it for their benefit. For example, some tools to gauge market sentiment could be utilized using contrarian indexes, MIQUEL Y's short interest history, or implied volatility extrapolated from MIQUEL Y options trading.

## Becoming a Better Investor with Macroaxis

Macroaxis puts the power of mathematics on your side. We analyze your portfolios and positions such as MIQUEL Y COSTAS using complex mathematical models and algorithms, but make them easy to understand. There is no real person involved in your portfolio analysis. We perform a number of calculations to compute absolute and relative portfolio volatility, correlation between your assets, value at risk, expected return as well as over 100 different fundamental and technical indicators.## Build Optimal Portfolios

### Align your risk with return expectations

Additionally, see Historical Fundamental Analysis of MIQUEL Y to cross-verify your projections. You can also try Stock Tickers module to use high-impact, comprehensive, and customizable stock tickers that can be easily integrated to any websites.

## Complementary Tools for analysis

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

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