Dentium Stock Forecast - Simple Regression

145720 Stock   69,000  1,000.00  1.47%   
The Simple Regression forecasted value of Dentium on the next trading day is expected to be 57,047 with a mean absolute deviation of 5,276 and the sum of the absolute errors of 321,864. Investors can use prediction functions to forecast Dentium's stock prices and determine the direction of Dentium's future trends based on various well-known forecasting models. However, exclusively looking at the historical price movement is usually misleading. We recommend always using this module together with an analysis of Dentium's historical fundamentals, such as revenue growth or operating cash flow patterns. Check out Trending Equities to better understand how to build diversified portfolios. Also, note that the market value of any company could be closely tied with the direction of predictive economic indicators such as signals in nation.
  
Simple Regression model is a single variable regression model that attempts to put a straight line through Dentium price points. This line is defined by its gradient or slope, and the point at which it intercepts the x-axis. Mathematically, assuming the independent variable is X and the dependent variable is Y, then this line can be represented as: Y = intercept + slope * X.

Dentium Simple Regression Price Forecast For the 9th of January

Given 90 days horizon, the Simple Regression forecasted value of Dentium on the next trading day is expected to be 57,047 with a mean absolute deviation of 5,276, mean absolute percentage error of 38,022,962, and the sum of the absolute errors of 321,864.
Please note that although there have been many attempts to predict Dentium 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 Dentium's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Dentium Stock Forecast Pattern

Dentium Forecasted Value

In the context of forecasting Dentium'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. Dentium's downside and upside margins for the forecasting period are 57,043 and 57,050, respectively. We have considered Dentium'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
69,000
57,043
Downside
57,047
Expected Value
57,050
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Simple Regression forecasting method's relative quality and the estimations of the prediction error of Dentium stock data series using in forecasting. Note that when a statistical model is used to represent Dentium 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 Criteria135.5642
BiasArithmetic mean of the errors None
MADMean absolute deviation5276.4623
MAPEMean absolute percentage error0.0821
SAESum of the absolute errors321864.1988
In general, regression methods applied to historical equity returns or prices series is an area of active research. In recent decades, new methods have been developed for robust regression of price series such as Dentium historical returns. These new methods are regression involving correlated responses such as growth curves and different regression methods accommodating various types of missing data.

Predictive Modules for Dentium

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Dentium. 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.
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Dentium. Your research has to be compared to or analyzed against Dentium's peers to derive any actionable benefits. When done correctly, Dentium'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 Dentium.

Other Forecasting Options for Dentium

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

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

Dentium 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 Dentium'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 Dentium's current price.

Dentium Market Strength Events

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

Dentium Risk Indicators

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

Pair Trading with Dentium

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 Dentium 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 Dentium will appreciate offsetting losses from the drop in the long position's value.

Moving together with Dentium Stock

  0.65005930 Samsung ElectronicsPairCorr
  0.78000660 SK HynixPairCorr
  0.72207940 Samsung BiologicsPairCorr
The ability to find closely correlated positions to Dentium could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Dentium 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 Dentium - 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 Dentium to buy it.
The correlation of Dentium is a statistical measure of how it moves in relation to other instruments. 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 Dentium moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Dentium 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 Dentium 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.
Pair CorrelationCorrelation Matching