Popular Stock Forecast - Simple Regression

BPOP Stock  USD 98.96  0.92  0.94%   
The Simple Regression forecasted value of Popular on the next trading day is expected to be 94.41 with a mean absolute deviation of 2.84 and the sum of the absolute errors of 176.25. Popular Stock Forecast is based on your current time horizon. Although Popular's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Popular's systematic risk associated with finding meaningful patterns of Popular fundamentals over time.
  
At this time, Popular's Inventory Turnover is relatively stable compared to the past year. As of 11/23/2024, Receivables Turnover is likely to grow to 7.06, though Payables Turnover is likely to grow to (9.32). . As of 11/23/2024, Net Income Applicable To Common Shares is likely to grow to about 1.3 B, while Common Stock Shares Outstanding is likely to drop slightly above 60.6 M.
Simple Regression model is a single variable regression model that attempts to put a straight line through Popular 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.

Popular Simple Regression Price Forecast For the 24th of November

Given 90 days horizon, the Simple Regression forecasted value of Popular on the next trading day is expected to be 94.41 with a mean absolute deviation of 2.84, mean absolute percentage error of 12.33, and the sum of the absolute errors of 176.25.
Please note that although there have been many attempts to predict Popular 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 Popular's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Popular Stock Forecast Pattern

Backtest PopularPopular Price PredictionBuy or Sell Advice 

Popular Forecasted Value

In the context of forecasting Popular'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. Popular's downside and upside margins for the forecasting period are 92.00 and 96.82, respectively. We have considered Popular'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
98.96
94.41
Expected Value
96.82
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 Popular stock data series using in forecasting. Note that when a statistical model is used to represent Popular 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 Criteria122.4601
BiasArithmetic mean of the errors None
MADMean absolute deviation2.8428
MAPEMean absolute percentage error0.0298
SAESum of the absolute errors176.2514
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 Popular 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 Popular

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Popular. 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
96.5098.91101.32
Details
Intrinsic
Valuation
LowRealHigh
84.2086.61108.86
Details
Bollinger
Band Projection (param)
LowMiddleHigh
87.1595.66104.16
Details
9 Analysts
Consensus
LowTargetHigh
69.1676.0084.36
Details

Other Forecasting Options for Popular

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

View Popular Related Equities

 Risk & Return  Correlation

Popular 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 Popular'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 Popular's current price.

Popular Market Strength Events

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

Popular Risk Indicators

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

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

Moving against Popular Stock

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The ability to find closely correlated positions to Popular could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Popular 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 Popular - 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 Popular to buy it.
The correlation of Popular 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 Popular moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Popular 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 Popular 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

Additional Tools for Popular Stock Analysis

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