Piedmont Lithium Stock Forecast - Polynomial Regression

PLL Stock  USD 12.56  0.21  1.70%   
The Polynomial Regression forecasted value of Piedmont Lithium Ltd on the next trading day is expected to be 11.60 with a mean absolute deviation of 0.90 and the sum of the absolute errors of 54.76. Piedmont Stock Forecast is based on your current time horizon. Although Piedmont Lithium's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Piedmont Lithium's systematic risk associated with finding meaningful patterns of Piedmont Lithium fundamentals over time.
  
At this time, Piedmont Lithium's Receivables Turnover is quite stable compared to the past year. Fixed Asset Turnover is expected to rise to 662.44 this year, although the value of Inventory Turnover will most likely fall to 5.57. . Common Stock Shares Outstanding is expected to rise to about 20.2 M this year.
Piedmont Lithium polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Piedmont Lithium Ltd as well as the accuracy indicators are determined from the period prices.

Piedmont Lithium Polynomial Regression Price Forecast For the 2nd of December

Given 90 days horizon, the Polynomial Regression forecasted value of Piedmont Lithium Ltd on the next trading day is expected to be 11.60 with a mean absolute deviation of 0.90, mean absolute percentage error of 1.22, and the sum of the absolute errors of 54.76.
Please note that although there have been many attempts to predict Piedmont 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 Piedmont Lithium's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Piedmont Lithium Stock Forecast Pattern

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Piedmont Lithium Forecasted Value

In the context of forecasting Piedmont Lithium'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. Piedmont Lithium's downside and upside margins for the forecasting period are 3.78 and 19.42, respectively. We have considered Piedmont Lithium'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
12.56
11.60
Expected Value
19.42
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 Piedmont Lithium stock data series using in forecasting. Note that when a statistical model is used to represent Piedmont Lithium 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 Criteria118.3131
BiasArithmetic mean of the errors None
MADMean absolute deviation0.8977
MAPEMean absolute percentage error0.084
SAESum of the absolute errors54.7582
A single variable polynomial regression model attempts to put a curve through the Piedmont Lithium 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 Piedmont Lithium

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Piedmont Lithium. 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
6.1513.9721.79
Details
Intrinsic
Valuation
LowRealHigh
11.3034.8342.65
Details
Bollinger
Band Projection (param)
LowMiddleHigh
10.7612.2713.78
Details
8 Analysts
Consensus
LowTargetHigh
94.79104.17115.63
Details

Other Forecasting Options for Piedmont Lithium

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

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

Piedmont Lithium 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 Piedmont Lithium'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 Piedmont Lithium's current price.

Piedmont Lithium Market Strength Events

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

Piedmont Lithium Risk Indicators

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

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When determining whether Piedmont Lithium is a strong investment it is important to analyze Piedmont Lithium's 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 Piedmont Lithium's future performance. For an informed investment choice regarding Piedmont Stock, refer to the following important reports:
Check out Historical Fundamental Analysis of Piedmont Lithium to cross-verify your projections.
You can also try the Stock Screener module to find equities using a custom stock filter or screen asymmetry in trading patterns, price, volume, or investment outlook..
Is Diversified Metals & Mining 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 Piedmont Lithium. If investors know Piedmont 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 Piedmont Lithium 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
0.293
Earnings Share
(4.10)
Revenue Per Share
0.024
Quarterly Revenue Growth
(0.41)
Return On Assets
(0.09)
The market value of Piedmont Lithium is measured differently than its book value, which is the value of Piedmont that is recorded on the company's balance sheet. Investors also form their own opinion of Piedmont Lithium's value that differs from its market value or its book value, called intrinsic value, which is Piedmont Lithium's 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 Piedmont Lithium's market value can be influenced by many factors that don't directly affect Piedmont Lithium's 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 Piedmont Lithium's value and its price as these two are different measures arrived at by different means. Investors typically determine if Piedmont Lithium is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Piedmont Lithium's 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.