# ALBEMARLE CODRN Stock Forecast - Naive Prediction

A1LB34 | ## BRL 1,528 0.000054 0.00% |

ALBEMARLE Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast ALBEMARLE CODRN historical stock prices and determine the direction of ALBEMARLE CODRN'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 ALBEMARLE CODRN historical fundamentals such as revenue growth or operating cash flow patterns.

Please continue to Trending Equities.ALBEMARLE |

Most investors in ALBEMARLE CODRN 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 ALBEMARLE CODRN's time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets ALBEMARLE CODRN's price structures and extracts relationships that further increase the generated results' accuracy.

A naive forecasting model for ALBEMARLE CODRN is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of ALBEMARLE CODRN value for a given trading day is simply the observed value for the previous period. Due to the simplistic nature of the naive forecasting model, it can only be used to forecast up to one period. ## ALBEMARLE CODRN Naive Prediction Price Forecast For the 6th of October

Given 90 days horizon, the Naive Prediction forecasted value of ALBEMARLE CODRN on the next trading day is expected to be 1,549 with a mean absolute deviation of 24.24, mean absolute percentage error of 918.80, and the sum of the absolute errors of 1,479.Please note that although there have been many attempts to predict ALBEMARLE 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 ALBEMARLE CODRN's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

## ALBEMARLE CODRN Stock Forecast Pattern

Backtest ALBEMARLE CODRN | ALBEMARLE CODRN Price Prediction | Buy or Sell Advice |

## Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Naive Prediction forecasting method's relative quality and the estimations of the prediction error of ALBEMARLE CODRN stock data series using in forecasting. Note that when a statistical model is used to represent ALBEMARLE CODRN 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 | 124.9336 |

Bias | Arithmetic mean of the errors | None |

MAD | Mean absolute deviation | 24.2439 |

MAPE | Mean absolute percentage error | 0.0193 |

SAE | Sum of the absolute errors | 1478.8785 |

## Predictive Modules for ALBEMARLE CODRN

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as ALBEMARLE CODRN. 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 ALBEMARLE CODRN'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 ALBEMARLE CODRN 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 ALBEMARLE CODRN. Your research has to be compared to or analyzed against ALBEMARLE CODRN's peers to derive any actionable benefits. When done correctly, ALBEMARLE CODRN'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 ALBEMARLE CODRN.

## ALBEMARLE CODRN 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 ALBEMARLE CODRN stock to make a market-neutral strategy. Peer analysis of ALBEMARLE CODRN could also be used in its relative valuation, which is a method of valuing ALBEMARLE CODRN by comparing valuation metrics with similar companies.

Risk & Return | Correlation |

## ALBEMARLE CODRN Risk Indicators

The analysis of ALBEMARLE CODRN'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 ALBEMARLE CODRN's investment and either accepting that risk or mitigating it. Along with some funamental techniques of forecasting ALBEMARLE CODRN 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 | 1.75 | |||

Semi Deviation | 2.09 | |||

Standard Deviation | 2.59 | |||

Variance | 6.69 | |||

Downside Variance | 12.68 | |||

Semi Variance | 4.38 | |||

Expected Short fall | (2.38) |

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 ALBEMARLE CODRN 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, ALBEMARLE CODRN's short interest history, or implied volatility extrapolated from ALBEMARLE CODRN options trading.

## Pair Trading with ALBEMARLE CODRN

One of the main advantages of trading using pair correlations is that every trade hedges away some risk. Because there are two separate transactions required, even if ALBEMARLE CODRN position performs unexpectedly, the other equity can make up some of the losses. Pair trading also minimizes risk from directional movements in the market. For example, if an entire industry or sector drops because of unexpected headlines, the short position in ALBEMARLE CODRN will appreciate offsetting losses from the drop in the long position's value.The ability to find closely correlated positions to ALBEMARLE CODRN could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace ALBEMARLE CODRN when you sell it. If you don't do this, your portfolio allocation will be skewed against your target asset allocation. So, investors can't just sell and buy back ALBEMARLE CODRN - that would be a violation of the tax code under the "wash sale" rule, and this is why you need to find a similar enough asset and use the proceeds from selling ALBEMARLE CODRN to buy it.

The correlation of ALBEMARLE CODRN is a statistical measure of how it moves in relation to other equities. This measure is expressed in what is known as the correlation coefficient, which ranges between -1 and +1. A perfect positive correlation (i.e., a correlation coefficient of +1) implies that as ALBEMARLE CODRN moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if ALBEMARLE CODRN moves in either direction, the perfectly negatively correlated security will move in the opposite direction. If the correlation is 0, the equities are not correlated; they are entirely random. A correlation greater than 0.8 is generally described as strong, whereas a correlation less than 0.5 is generally considered weak.

Correlation analysis and pair trading evaluation for ALBEMARLE CODRN can also be used as hedging techniques within a particular sector or industry or even over random equities to generate a better risk-adjusted return on your portfolios.Please continue to Trending Equities. Note that the ALBEMARLE CODRN information on this page should be used as a complementary analysis to other ALBEMARLE CODRN's statistical models used to find the right mix of equity instruments to add to your existing portfolios or create a brand new portfolio. You can also try Theme Ratings module to determine theme ratings based on digital equity recommendations. Macroaxis theme ratings are based on combination of fundamental analysis and risk-adjusted market performance.

## Other Tools for ALBEMARLE Stock

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

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