Vroom, Pink Sheet Forward View - Double Exponential Smoothing
| VRM Pink Sheet | USD 12.35 -0.95 -7.14% |
The Double Exponential Smoothing reference data for Vroom, is derived from the equity's published trading history. The resulting forecast and deviation statistics are presented as reference data for informational context. Forecast values and accuracy statistics are presented for informational purposes. All values shown are derived from publicly available market data.
The Double Exponential Smoothing forecasted value of Vroom Common Stock on the next trading day is expected to be 12.16 with a mean absolute deviation of 0.94 and the sum of the absolute errors of 56.31.When Vroom Common Stock prices exhibit either an increasing or decreasing trend over time, simple exponential smoothing forecasts tend to lag behind observations. Double exponential smoothing is designed to address this type of data series by taking into account any Vroom Common Stock trend in the prices. So in double exponential smoothing past observations are given exponentially smaller weights as the observations get older. In other words, recent Vroom, observations are given relatively more weight in forecasting than the older observations. The forecast reference data presented here for Vroom Common Stock reflects Double Exponential Smoothing model output and is intended as reference material for analytical use. Double Exponential Smoothing Price Forecast For the 28th of March
Given 90 days horizon, the Double Exponential Smoothing forecasted value of Vroom Common Stock on the next trading day is expected to be 12.16 with a mean absolute deviation of 0.94 , mean absolute percentage error of 1.50 , and the sum of the absolute errors of 56.31 .Please note that although there have been many attempts to predict Vroom, Pink Sheet prices using its time series forecasting, we generally do not suggest using it to place bets in the real market. The most commonly used models for forecasting predictions are the autoregressive models, which specify that Vroom,'s next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Pink Sheet Forecast Pattern
| Backtest Vroom, | Vroom, Price Prediction | Research Analysis |
Forecasted Value
The next-day forecast for Vroom Common Stock focuses on identifying predictive downside and upside bands that can frame a realistic trading range. The current forecast range spans downside near 4.50 and upside near 19.82.
Model Predictive Factors
The below table displays some essential indicators generated by the model showing the Double Exponential Smoothing forecasting method's relative quality and the estimations of the prediction error of Vroom, pink sheet data series using in forecasting. Note that when a statistical model is used to represent Vroom, 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 | Huge |
| Bias | Arithmetic mean of the errors | -0.197 |
| MAD | Mean absolute deviation | 0.9385 |
| MAPE | Mean absolute percentage error | 0.0585 |
| SAE | Sum of the absolute errors | 56.3071 |
Other Forecasting Options for Vroom,
Fibonacci retracement levels applied to Vroom, Pink Sheet price swings identify potential support and resistance zones. Extreme price moves in Vroom, occur more frequently than standard risk models assume. Support and resistance levels derived from Vroom,'s historical data identify zones where buying or selling pressure has stalled moves. A volume spike without a corresponding price move can signal accumulation or distribution ahead of a directional breakout.Vroom, Related Equities
These related stocks within the Consumer Discretionary space give benchmarks for judging Vroom,'s results, margins, and growth trend. Checking cash flow across this peer set helps gauge Vroom,'s relative financial strength.
| Risk & Return | Correlation |
Vroom, Market Strength Events
Tracking market strength indicators for Vroom, provides context for understanding pink sheet momentum dynamics. Tracking these indicators helps identify periods where trading Vroom, is likely to be most rewarding. These tools are essential for timing trades in Vroom Common Stock with a quantitative framework. Market strength indicators for Vroom Common Stock are most useful when viewed as part of a broader analytical framework.
Vroom, Risk Indicators
Properly assessing Vroom,'s risk indicators is a prerequisite for building reliable price forecasts. This analysis provides context for determining the appropriate level of risk to accept when holding Vroom,'s. Analyzing Vroom,'s risk indicators provides a critical input for investment risk management. By quantifying the risk in Vroom,'s investment, investors can make more informed decisions about hedging strategies.
| Mean Deviation | 5.6 | |||
| Standard Deviation | 7.49 | |||
| Variance | 56.04 |
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.
Story Coverage note for Vroom,
Coverage intensity for Vroom Common Stock matters because narrative visibility can influence sentiment, participation, and volatility around the name. The practical risk is that faster visibility can increase both interest and skepticism at the same time.
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Vroom, Short Properties
Reviewing short-oriented indicators for Vroom Common Stock is useful because long and short participants often create very different signals for timing and volatility. The stronger read compares short sentiment with trend behavior, volume, and the broader market narrative.
| Common Stock Shares Outstanding | 1.7 M | |
| Cash And Short Term Investments | 140.1 M |
More Resources for Vroom, Pink Sheet Analysis
Other Information on Investing in Vroom, Pink Sheet
Vroom, financial ratios describe how key financial values relate to each other. These measures reflect profitability, cash flow, and enterprise value.