Lees Pharmaceutical Pink Sheet Forecast - Naive Prediction
| LPCUFDelisted Stock | USD 0.0001 0.00 0.00% |
The Naive Prediction forecasted value of Lees Pharmaceutical Holdings on the next trading day is expected to be 0.000094 with a mean absolute deviation of 0.000012 and the sum of the absolute errors of 0.0007. Lees Pink Sheet Forecast is based on your current time horizon. We recommend always using this module together with an analysis of Lees Pharmaceutical's historical fundamentals, such as revenue growth or operating cash flow patterns.
Lees |
Lees Pharmaceutical Naive Prediction Price Forecast For the 29th of December
Given 90 days horizon, the Naive Prediction forecasted value of Lees Pharmaceutical Holdings on the next trading day is expected to be 0.000094 with a mean absolute deviation of 0.000012, mean absolute percentage error of 0, and the sum of the absolute errors of 0.0007.Please note that although there have been many attempts to predict Lees Pink Sheet 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 Lees Pharmaceutical's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Lees Pharmaceutical Pink Sheet Forecast Pattern
| Backtest Lees Pharmaceutical | Lees Pharmaceutical Price Prediction | Buy or Sell Advice |
Model Predictive Factors
The below table displays some essential indicators generated by the model showing the Naive Prediction forecasting method's relative quality and the estimations of the prediction error of Lees Pharmaceutical pink sheet data series using in forecasting. Note that when a statistical model is used to represent Lees Pharmaceutical pink sheet, 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 | 96.8969 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.0 |
| MAPE | Mean absolute percentage error | 9.223372036854776E14 |
| SAE | Sum of the absolute errors | 7.0E-4 |
Predictive Modules for Lees Pharmaceutical
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Lees Pharmaceutical. Regardless of method or technology, however, to accurately forecast the pink sheet market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the pink sheet 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 Lees Pharmaceutical's 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.
Lees Pharmaceutical 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 Lees Pharmaceutical pink sheet to make a market-neutral strategy. Peer analysis of Lees Pharmaceutical could also be used in its relative valuation, which is a method of valuing Lees Pharmaceutical by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
Lees Pharmaceutical Market Strength Events
Market strength indicators help investors to evaluate how Lees Pharmaceutical pink sheet reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Lees Pharmaceutical shares will generate the highest return on investment. By undertsting and applying Lees Pharmaceutical pink sheet market strength indicators, traders can identify Lees Pharmaceutical Holdings entry and exit signals to maximize returns.
| Rate Of Daily Change | 1.0 | |||
| Day Median Price | 1.0E-4 | |||
| Day Typical Price | 1.0E-4 |
Lees Pharmaceutical Risk Indicators
The analysis of Lees Pharmaceutical'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 Lees Pharmaceutical's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting lees pink sheet 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 | 3.01 | |||
| Standard Deviation | 12.43 | |||
| Variance | 154.59 |
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
Check out Correlation Analysis to better understand how to build diversified portfolios. Also, note that the market value of any company could be closely tied with the direction of predictive economic indicators such as signals in employment. You can also try the Positions Ratings module to determine portfolio positions ratings based on digital equity recommendations. Macroaxis instant position ratings are based on combination of fundamental analysis and risk-adjusted market performance.
Other Consideration for investing in Lees Pink Sheet
If you are still planning to invest in Lees Pharmaceutical check if it may still be traded through OTC markets such as Pink Sheets or OTC Bulletin Board. You may also purchase it directly from the company, but this is not always possible and may require contacting the company directly. Please note that delisted stocks are often considered to be more risky investments, as they are no longer subject to the same regulatory and reporting requirements as listed stocks. Therefore, it is essential to carefully research the Lees Pharmaceutical's history and understand the potential risks before investing.
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