Singing Machine Stock Forecast - Polynomial Regression

MICSDelisted Stock  USD 0.35  0.05  16.67%   
The Polynomial Regression forecasted value of The Singing Machine on the next trading day is expected to be 0.33 with a mean absolute deviation of 0.05 and the sum of the absolute errors of 3.28. Singing Stock Forecast is based on your current time horizon.
  
Singing Machine polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for The Singing Machine as well as the accuracy indicators are determined from the period prices.

Singing Machine Polynomial Regression Price Forecast For the 12th of December 2024

Given 90 days horizon, the Polynomial Regression forecasted value of The Singing Machine on the next trading day is expected to be 0.33 with a mean absolute deviation of 0.05, mean absolute percentage error of 0, and the sum of the absolute errors of 3.28.
Please note that although there have been many attempts to predict Singing 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 Singing Machine's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Singing Machine Stock Forecast Pattern

Backtest Singing MachineSinging Machine Price PredictionBuy or Sell Advice 

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 Singing Machine stock data series using in forecasting. Note that when a statistical model is used to represent Singing Machine 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 Criteria112.6471
BiasArithmetic mean of the errors None
MADMean absolute deviation0.0538
MAPEMean absolute percentage error0.1067
SAESum of the absolute errors3.2841
A single variable polynomial regression model attempts to put a curve through the Singing Machine 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 Singing Machine

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Singing Machine. 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 Singing Machine'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.
Hype
Prediction
LowEstimatedHigh
0.020.379.74
Details
Intrinsic
Valuation
LowRealHigh
0.020.339.70
Details

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

Singing Machine Market Strength Events

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

Singing Machine Risk Indicators

The analysis of Singing Machine'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 Singing Machine's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting singing 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.

Thematic Opportunities

Explore Investment Opportunities

Build portfolios using Macroaxis predefined set of investing ideas. Many of Macroaxis investing ideas can easily outperform a given market. Ideas can also be optimized per your risk profile before portfolio origination is invoked. Macroaxis thematic optimization helps investors identify companies most likely to benefit from changes or shifts in various micro-economic or local macro-level trends. Originating optimal thematic portfolios involves aligning investors' personal views, ideas, and beliefs with their actual investments.
Explore Investing Ideas  
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 main economic indicators.
You can also try the Global Markets Map module to get a quick overview of global market snapshot using zoomable world map. Drill down to check world indexes.

Other Consideration for investing in Singing Stock

If you are still planning to invest in Singing Machine 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 Singing Machine's history and understand the potential risks before investing.
Pair Correlation
Compare performance and examine fundamental relationship between any two equity instruments
Price Transformation
Use Price Transformation models to analyze the depth of different equity instruments across global markets
Idea Analyzer
Analyze all characteristics, volatility and risk-adjusted return of Macroaxis ideas
Stock Tickers
Use high-impact, comprehensive, and customizable stock tickers that can be easily integrated to any websites
Portfolio Manager
State of the art Portfolio Manager to monitor and improve performance of your invested capital
Top Crypto Exchanges
Search and analyze digital assets across top global cryptocurrency exchanges
Aroon Oscillator
Analyze current equity momentum using Aroon Oscillator and other momentum ratios
Competition Analyzer
Analyze and compare many basic indicators for a group of related or unrelated entities
Insider Screener
Find insiders across different sectors to evaluate their impact on performance