MD Pictures Stock Forecast - Polynomial Regression

FILM Stock   3,700  100.00  2.63%   
The Polynomial Regression forecasted value of MD Pictures Tbk on the next trading day is expected to be 3,631 with a mean absolute deviation of 103.81 and the sum of the absolute errors of 6,436. FILM Stock Forecast is based on your current time horizon.
  
MD Pictures polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for MD Pictures Tbk as well as the accuracy indicators are determined from the period prices.

MD Pictures Polynomial Regression Price Forecast For the 13th of December 2024

Given 90 days horizon, the Polynomial Regression forecasted value of MD Pictures Tbk on the next trading day is expected to be 3,631 with a mean absolute deviation of 103.81, mean absolute percentage error of 19,682, and the sum of the absolute errors of 6,436.
Please note that although there have been many attempts to predict FILM 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 MD Pictures' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

MD Pictures Stock Forecast Pattern

Backtest MD PicturesMD Pictures Price PredictionBuy or Sell Advice 

MD Pictures Forecasted Value

In the context of forecasting MD Pictures' 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. MD Pictures' downside and upside margins for the forecasting period are 3,627 and 3,635, respectively. We have considered MD Pictures' 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
3,700
3,631
Expected Value
3,635
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Polynomial Regression forecasting method's relative quality and the estimations of the prediction error of MD Pictures stock data series using in forecasting. Note that when a statistical model is used to represent MD Pictures 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 Criteria129.8358
BiasArithmetic mean of the errors None
MADMean absolute deviation103.8097
MAPEMean absolute percentage error0.0303
SAESum of the absolute errors6436.1986
A single variable polynomial regression model attempts to put a curve through the MD Pictures historical price points. Mathematically, assuming the independent variable is X and the dependent variable is Y, this line can be indicated as: Y = a0 + a1*X + a2*X2 + a3*X3 + ... + am*Xm

Predictive Modules for MD Pictures

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as MD Pictures Tbk. 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
3,6963,7003,704
Details
Intrinsic
Valuation
LowRealHigh
3,4863,4904,070
Details
Bollinger
Band Projection (param)
LowMiddleHigh
3,2813,5983,915
Details

Other Forecasting Options for MD Pictures

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

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

MD Pictures Tbk 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 MD Pictures' 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 MD Pictures' current price.

MD Pictures Market Strength Events

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

MD Pictures Risk Indicators

The analysis of MD Pictures' 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 MD Pictures' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting film 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.

Building efficient market-beating portfolios requires time, education, and a lot of computing power!

The Portfolio Architect is an AI-driven system that provides multiple benefits to our users by leveraging cutting-edge machine learning algorithms, statistical analysis, and predictive modeling to automate the process of asset selection and portfolio construction, saving time and reducing human error for individual and institutional investors.

Try AI Portfolio Architect

Other Information on Investing in FILM Stock

MD Pictures financial ratios help investors to determine whether FILM Stock is cheap or expensive when compared to a particular measure, such as profits or enterprise value. In other words, they help investors to determine the cost of investment in FILM with respect to the benefits of owning MD Pictures security.