Roundhill Video Etf Forecast - Simple Regression

NERD Etf  USD 20.88  0.27  1.31%   
The Simple Regression forecasted value of Roundhill Video Games on the next trading day is expected to be 19.87 with a mean absolute deviation of 0.44 and the sum of the absolute errors of 26.59. Roundhill Etf Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Roundhill Video stock prices and determine the direction of Roundhill Video Games's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Roundhill Video's historical fundamentals, such as revenue growth or operating cash flow patterns.
  

Open Interest Against 2024-12-20 Roundhill Option Contracts

Although open interest is a measure utilized in the options markets, it could be used to forecast Roundhill Video's spot prices because the number of available contracts in the market changes daily, and new contracts can be created or liquidated at will. Since open interest in Roundhill Video's options reflects these daily shifts, investors could use the patterns of these changes to develop long and short-term trading strategies for Roundhill Video stock based on available contracts left at the end of a trading day.
Please note that to derive more accurate forecasting about market movement from the current Roundhill Video's open interest, investors have to compare it to Roundhill Video's spot prices. As Ford's stock price increases, high open interest indicates that money is entering the market, and the market is strongly bullish. Conversely, if the price of Roundhill Video is decreasing and there is high open interest, that is a sign that the bearish trend will continue, and investors may react by taking short positions in Roundhill. So, decreasing or low open interest during a bull market indicates that investors are becoming uncertain of the depth of the bullish trend, and a reversal in sentiment will likely follow.
Simple Regression model is a single variable regression model that attempts to put a straight line through Roundhill Video price points. This line is defined by its gradient or slope, and the point at which it intercepts the x-axis. Mathematically, assuming the independent variable is X and the dependent variable is Y, then this line can be represented as: Y = intercept + slope * X.

Roundhill Video Simple Regression Price Forecast For the 4th of December

Given 90 days horizon, the Simple Regression forecasted value of Roundhill Video Games on the next trading day is expected to be 19.87 with a mean absolute deviation of 0.44, mean absolute percentage error of 0.26, and the sum of the absolute errors of 26.59.
Please note that although there have been many attempts to predict Roundhill Etf 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 Roundhill Video's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Roundhill Video Etf Forecast Pattern

Backtest Roundhill VideoRoundhill Video Price PredictionBuy or Sell Advice 

Roundhill Video Forecasted Value

In the context of forecasting Roundhill Video's Etf 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. Roundhill Video's downside and upside margins for the forecasting period are 18.68 and 21.06, respectively. We have considered Roundhill Video'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
20.88
19.87
Expected Value
21.06
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Simple Regression forecasting method's relative quality and the estimations of the prediction error of Roundhill Video etf data series using in forecasting. Note that when a statistical model is used to represent Roundhill Video etf, 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 Criteria116.7738
BiasArithmetic mean of the errors None
MADMean absolute deviation0.4359
MAPEMean absolute percentage error0.0238
SAESum of the absolute errors26.5917
In general, regression methods applied to historical equity returns or prices series is an area of active research. In recent decades, new methods have been developed for robust regression of price series such as Roundhill Video Games historical returns. These new methods are regression involving correlated responses such as growth curves and different regression methods accommodating various types of missing data.

Predictive Modules for Roundhill Video

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Roundhill Video Games. Regardless of method or technology, however, to accurately forecast the etf market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the etf 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
19.6920.8822.07
Details
Intrinsic
Valuation
LowRealHigh
18.7922.1523.34
Details
Bollinger
Band Projection (param)
LowMiddleHigh
18.3619.3420.32
Details

Other Forecasting Options for Roundhill Video

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

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

Roundhill Video Games Technical and Predictive Analytics

The etf market is financially volatile. Despite the volatility, there exist limitless possibilities of gaining profits and building passive income portfolios. With the complexity of Roundhill Video'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 Roundhill Video's current price.

Roundhill Video Market Strength Events

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

Roundhill Video Risk Indicators

The analysis of Roundhill Video'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 Roundhill Video's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting roundhill etf 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.

Also Currently Popular

Analyzing currently trending equities could be an opportunity to develop a better portfolio based on different market momentums that they can trigger. Utilizing the top trending stocks is also useful when creating a market-neutral strategy or pair trading technique involving a short or a long position in a currently trending equity.
When determining whether Roundhill Video Games is a strong investment it is important to analyze Roundhill Video'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 Roundhill Video's future performance. For an informed investment choice regarding Roundhill Etf, refer to the following important reports:
Check out Historical Fundamental Analysis of Roundhill Video to cross-verify your projections.
You can also try the Latest Portfolios module to quick portfolio dashboard that showcases your latest portfolios.
The market value of Roundhill Video Games is measured differently than its book value, which is the value of Roundhill that is recorded on the company's balance sheet. Investors also form their own opinion of Roundhill Video's value that differs from its market value or its book value, called intrinsic value, which is Roundhill Video'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 Roundhill Video's market value can be influenced by many factors that don't directly affect Roundhill Video'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 Roundhill Video's value and its price as these two are different measures arrived at by different means. Investors typically determine if Roundhill Video is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Roundhill Video'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.