Village Farms Stock Forecast - Polynomial Regression

VFF Stock  USD 0.79  0.03  3.95%   
The Polynomial Regression forecasted value of Village Farms International on the next trading day is expected to be 0.72 with a mean absolute deviation of 0.02 and the sum of the absolute errors of 1.45. Village Stock Forecast is based on your current time horizon. We recommend always using this module together with an analysis of Village Farms' historical fundamentals, such as revenue growth or operating cash flow patterns.
  
At this time, Village Farms' Receivables Turnover is most likely to decrease significantly in the upcoming years. The Village Farms' current Asset Turnover is estimated to increase to 1.02, while Inventory Turnover is projected to decrease to 2.86. . The Village Farms' current Common Stock Shares Outstanding is estimated to increase to about 114.2 M, while Net Loss is forecasted to increase to (86.5 M).
Village Farms polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Village Farms International as well as the accuracy indicators are determined from the period prices.

Village Farms Polynomial Regression Price Forecast For the 27th of November

Given 90 days horizon, the Polynomial Regression forecasted value of Village Farms International on the next trading day is expected to be 0.72 with a mean absolute deviation of 0.02, mean absolute percentage error of 0.0008, and the sum of the absolute errors of 1.45.
Please note that although there have been many attempts to predict Village 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 Village Farms' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Village Farms Stock Forecast Pattern

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Village Farms Forecasted Value

In the context of forecasting Village Farms' 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. Village Farms' downside and upside margins for the forecasting period are 0.01 and 4.19, respectively. We have considered Village Farms' 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
0.79
0.72
Expected Value
4.19
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 Village Farms stock data series using in forecasting. Note that when a statistical model is used to represent Village Farms 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 Criteria112.8362
BiasArithmetic mean of the errors None
MADMean absolute deviation0.0234
MAPEMean absolute percentage error0.0266
SAESum of the absolute errors1.4508
A single variable polynomial regression model attempts to put a curve through the Village Farms 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 Village Farms

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Village Farms Intern. 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
0.040.774.24
Details
Intrinsic
Valuation
LowRealHigh
0.051.024.49
Details
5 Analysts
Consensus
LowTargetHigh
1.641.802.00
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Village Farms. Your research has to be compared to or analyzed against Village Farms' peers to derive any actionable benefits. When done correctly, Village Farms' 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 Village Farms Intern.

Other Forecasting Options for Village Farms

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

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 Risk & Return  Correlation

Village Farms Intern 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 Village Farms' 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 Village Farms' current price.

Village Farms Market Strength Events

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

Village Farms Risk Indicators

The analysis of Village Farms' 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 Village Farms' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting village 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.

Currently Active Assets on Macroaxis

When determining whether Village Farms Intern is a strong investment it is important to analyze Village Farms' competitive position within its industry, examining market share, product or service uniqueness, and competitive advantages. Beyond financials and market position, potential investors should also consider broader economic conditions, industry trends, and any regulatory or geopolitical factors that may impact Village Farms' future performance. For an informed investment choice regarding Village Stock, refer to the following important reports:
Check out Historical Fundamental Analysis of Village Farms to cross-verify your projections.
You can also try the Top Crypto Exchanges module to search and analyze digital assets across top global cryptocurrency exchanges.
Is Agricultural Products & Services space expected to grow? Or is there an opportunity to expand the business' product line in the future? Factors like these will boost the valuation of Village Farms. If investors know Village will grow in the future, the company's valuation will be higher. The financial industry is built on trying to define current growth potential and future valuation accurately. All the valuation information about Village Farms listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
Quarterly Earnings Growth
(0.78)
Earnings Share
(0.45)
Revenue Per Share
2.958
Quarterly Revenue Growth
0.199
Return On Assets
(0.02)
The market value of Village Farms Intern is measured differently than its book value, which is the value of Village that is recorded on the company's balance sheet. Investors also form their own opinion of Village Farms' value that differs from its market value or its book value, called intrinsic value, which is Village Farms' true underlying value. Investors use various methods to calculate intrinsic value and buy a stock when its market value falls below its intrinsic value. Because Village Farms' market value can be influenced by many factors that don't directly affect Village Farms' underlying business (such as a pandemic or basic market pessimism), market value can vary widely from intrinsic value.
Please note, there is a significant difference between Village Farms' value and its price as these two are different measures arrived at by different means. Investors typically determine if Village Farms is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Village Farms' price is the amount at which it trades on the open market and represents the number that a seller and buyer find agreeable to each party.