LightPath Technologies Stock Forecast - Polynomial Regression

LPTH Stock  USD 1.49  0.01  0.67%   
The Polynomial Regression forecasted value of LightPath Technologies on the next trading day is expected to be 1.37 with a mean absolute deviation of 0.05 and the sum of the absolute errors of 3.08. LightPath Stock Forecast is based on your current time horizon. We recommend always using this module together with an analysis of LightPath Technologies' historical fundamentals, such as revenue growth or operating cash flow patterns.
  
As of now, LightPath Technologies' Asset Turnover is decreasing as compared to previous years. . The LightPath Technologies' current Common Stock Shares Outstanding is estimated to increase to about 39.8 M, while Net Loss is forecasted to increase to (3.5 M).
LightPath Technologies polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for LightPath Technologies as well as the accuracy indicators are determined from the period prices.

LightPath Technologies Polynomial Regression Price Forecast For the 26th of November

Given 90 days horizon, the Polynomial Regression forecasted value of LightPath Technologies on the next trading day is expected to be 1.37 with a mean absolute deviation of 0.05, mean absolute percentage error of 0, and the sum of the absolute errors of 3.08.
Please note that although there have been many attempts to predict LightPath 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 LightPath Technologies' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

LightPath Technologies Stock Forecast Pattern

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LightPath Technologies Forecasted Value

In the context of forecasting LightPath Technologies' 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. LightPath Technologies' downside and upside margins for the forecasting period are 0.01 and 5.16, respectively. We have considered LightPath Technologies' 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
1.49
1.37
Expected Value
5.16
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 LightPath Technologies stock data series using in forecasting. Note that when a statistical model is used to represent LightPath Technologies 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 Criteria112.497
BiasArithmetic mean of the errors None
MADMean absolute deviation0.0506
MAPEMean absolute percentage error0.036
SAESum of the absolute errors3.0839
A single variable polynomial regression model attempts to put a curve through the LightPath Technologies 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 LightPath Technologies

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as LightPath Technologies. 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 LightPath Technologies' 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.
Hype
Prediction
LowEstimatedHigh
0.081.515.29
Details
Intrinsic
Valuation
LowRealHigh
0.091.805.58
Details
4 Analysts
Consensus
LowTargetHigh
2.733.003.33
Details

Other Forecasting Options for LightPath Technologies

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

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

LightPath Technologies 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 LightPath Technologies' 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 LightPath Technologies' current price.

LightPath Technologies Market Strength Events

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

LightPath Technologies Risk Indicators

The analysis of LightPath Technologies' 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 LightPath Technologies' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting lightpath 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 LightPath Technologies offers a strong return on investment in its stock, a comprehensive analysis is essential. The process typically begins with a thorough review of LightPath Technologies' financial statements, including income statements, balance sheets, and cash flow statements, to assess its financial health. Key financial ratios are used to gauge profitability, efficiency, and growth potential of Lightpath Technologies Stock. Outlined below are crucial reports that will aid in making a well-informed decision on Lightpath Technologies Stock:
Check out Historical Fundamental Analysis of LightPath Technologies to cross-verify your projections.
For more detail on how to invest in LightPath Stock please use our How to Invest in LightPath Technologies guide.
You can also try the Idea Analyzer module to analyze all characteristics, volatility and risk-adjusted return of Macroaxis ideas.
Is Electronic Equipment, Instruments & Components 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 LightPath Technologies. If investors know LightPath 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 LightPath Technologies 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
49.113
Earnings Share
(0.21)
Revenue Per Share
0.833
Quarterly Revenue Growth
0.04
Return On Assets
(0.09)
The market value of LightPath Technologies is measured differently than its book value, which is the value of LightPath that is recorded on the company's balance sheet. Investors also form their own opinion of LightPath Technologies' value that differs from its market value or its book value, called intrinsic value, which is LightPath Technologies' 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 LightPath Technologies' market value can be influenced by many factors that don't directly affect LightPath Technologies' 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 LightPath Technologies' value and its price as these two are different measures arrived at by different means. Investors typically determine if LightPath Technologies is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, LightPath Technologies' 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.