Farmland Partners Stock Forecast - Polynomial Regression
| FPI Stock | USD 10.85 0.04 0.37% |
The Polynomial Regression forecasted value of Farmland Partners on the next trading day is expected to be 10.69 with a mean absolute deviation of 0.15 and the sum of the absolute errors of 9.19. Farmland Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Farmland Partners stock prices and determine the direction of Farmland Partners's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Farmland Partners' historical fundamentals, such as revenue growth or operating cash flow patterns.
Check out Historical Fundamental Analysis of Farmland Partners to cross-verify your projections. Farmland |
Most investors in Farmland Partners 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 Farmland Partners' time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Farmland Partners' price structures and extracts relationships that further increase the generated results' accuracy.
Farmland Partners polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Farmland Partners as well as the accuracy indicators are determined from the period prices. Farmland Partners Polynomial Regression Price Forecast For the 25th of April
Given 90 days horizon, the Polynomial Regression forecasted value of Farmland Partners on the next trading day is expected to be 10.69 with a mean absolute deviation of 0.15, mean absolute percentage error of 0.04, and the sum of the absolute errors of 9.19.Please note that although there have been many attempts to predict Farmland 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 Farmland Partners' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Farmland Partners Stock Forecast Pattern
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Farmland Partners Forecasted Value
In the context of forecasting Farmland Partners' 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. Farmland Partners' downside and upside margins for the forecasting period are 8.95 and 12.43, respectively. We have considered Farmland Partners' 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.
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 Farmland Partners stock data series using in forecasting. Note that when a statistical model is used to represent Farmland Partners 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 | 114.798 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.1507 |
| MAPE | Mean absolute percentage error | 0.0137 |
| SAE | Sum of the absolute errors | 9.1942 |
Predictive Modules for Farmland Partners
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Farmland Partners. 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.Sophisticated investors, who have witnessed many market ups and downs, anticipate that the market will even out over time. This tendency of Farmland Partners' 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.
Other Forecasting Options for Farmland Partners
For every potential investor in Farmland, whether a beginner or expert, Farmland Partners' price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Farmland Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Farmland. Basic forecasting techniques help filter out the noise by identifying Farmland Partners' price trends.Farmland Partners 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 Farmland Partners stock to make a market-neutral strategy. Peer analysis of Farmland Partners could also be used in its relative valuation, which is a method of valuing Farmland Partners by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
Farmland Partners 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 Farmland Partners' 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 Farmland Partners' current price.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
| Pattern Recognition | ||
| Price Transform | ||
| Statistic Functions | ||
| Volatility Indicators | ||
| Volume Indicators |
Farmland Partners Market Strength Events
Market strength indicators help investors to evaluate how Farmland Partners stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Farmland Partners shares will generate the highest return on investment. By undertsting and applying Farmland Partners stock market strength indicators, traders can identify Farmland Partners entry and exit signals to maximize returns.
Farmland Partners Risk Indicators
The analysis of Farmland Partners' 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 Farmland Partners' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting farmland 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.
| Mean Deviation | 1.09 | |||
| Standard Deviation | 1.74 | |||
| Variance | 3.04 |
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.
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 Farmland Partners 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, Farmland Partners' short interest history, or implied volatility extrapolated from Farmland Partners options trading.
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Try AI Portfolio ArchitectCheck out Historical Fundamental Analysis of Farmland Partners to cross-verify your projections. For more detail on how to invest in Farmland Stock please use our How to Invest in Farmland Partners guide.You can also try the Watchlist Optimization module to optimize watchlists to build efficient portfolios or rebalance existing positions based on the mean-variance optimization algorithm.
Complementary Tools for Farmland Stock analysis
When running Farmland Partners' price analysis, check to measure Farmland Partners' 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 Farmland Partners is operating at the current time. Most of Farmland Partners' value examination focuses on studying past and present price action to predict the probability of Farmland Partners' future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Farmland Partners' price. Additionally, you may evaluate how the addition of Farmland Partners to your portfolios can decrease your overall portfolio volatility.
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Is Farmland Partners' industry 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 Farmland Partners. If investors know Farmland 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 Farmland Partners listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
The market value of Farmland Partners is measured differently than its book value, which is the value of Farmland that is recorded on the company's balance sheet. Investors also form their own opinion of Farmland Partners' value that differs from its market value or its book value, called intrinsic value, which is Farmland Partners' 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 Farmland Partners' market value can be influenced by many factors that don't directly affect Farmland Partners' 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 Farmland Partners' value and its price as these two are different measures arrived at by different means. Investors typically determine if Farmland Partners is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Farmland Partners' 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.