Sonic Foundry Pink Sheet Forecast - Naive Prediction

SOFO Stock  USD 0.0001  0.00  0.00%   
The Naive Prediction forecasted value of Sonic Foundry on the next trading day is expected to be 0.0001 with a mean absolute deviation of 0 and the sum of the absolute errors of 0. Sonic Pink Sheet Forecast is based on your current time horizon.
  
A naive forecasting model for Sonic Foundry is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of Sonic Foundry value for a given trading day is simply the observed value for the previous period. Due to the simplistic nature of the naive forecasting model, it can only be used to forecast up to one period.

Sonic Foundry Naive Prediction Price Forecast For the 29th of December

Given 90 days horizon, the Naive Prediction forecasted value of Sonic Foundry on the next trading day is expected to be 0.0001 with a mean absolute deviation of 0, mean absolute percentage error of 0, and the sum of the absolute errors of 0.
Please note that although there have been many attempts to predict Sonic 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 Sonic Foundry's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Sonic Foundry Pink Sheet Forecast Pattern

Backtest Sonic FoundrySonic Foundry Price PredictionBuy or Sell Advice 

Sonic Foundry Forecasted Value

In the context of forecasting Sonic Foundry's Pink Sheet 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. Sonic Foundry's downside and upside margins for the forecasting period are 0.0001 and 0.0001, respectively. We have considered Sonic Foundry'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
0.0001
0.0001
Downside
0.0001
Expected Value
0.0001
Upside

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 Sonic Foundry pink sheet data series using in forecasting. Note that when a statistical model is used to represent Sonic Foundry 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.
AICAkaike Information Criteria30.385
BiasArithmetic mean of the errors None
MADMean absolute deviation0.0
MAPEMean absolute percentage error0.0
SAESum of the absolute errors0.0
This model is not at all useful as a medium-long range forecasting tool of Sonic Foundry. This model is simplistic and is included partly for completeness and partly because of its simplicity. It is unlikely that you'll want to use this model directly to predict Sonic Foundry. Instead, consider using either the moving average model or the more general weighted moving average model with a higher (i.e., greater than 1) number of periods, and possibly a different set of weights.

Predictive Modules for Sonic Foundry

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Sonic Foundry. 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.
Hype
Prediction
LowEstimatedHigh
0.000.00010.00
Details
Intrinsic
Valuation
LowRealHigh
0.000.0000840.00
Details
Bollinger
Band Projection (param)
LowMiddleHigh
0.00010.00010.0001
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Sonic Foundry. Your research has to be compared to or analyzed against Sonic Foundry's peers to derive any actionable benefits. When done correctly, Sonic Foundry's competitive analysis will give you plenty of quantitative and qualitative data to validate your investment decisions or develop an entirely new strategy toward taking a position in Sonic Foundry.

Other Forecasting Options for Sonic Foundry

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

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

Sonic Foundry Technical and Predictive Analytics

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

Sonic Foundry Market Strength Events

Market strength indicators help investors to evaluate how Sonic Foundry 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 Sonic Foundry shares will generate the highest return on investment. By undertsting and applying Sonic Foundry pink sheet market strength indicators, traders can identify Sonic Foundry entry and exit signals to maximize returns.

Pair Trading with Sonic Foundry

One of the main advantages of trading using pair correlations is that every trade hedges away some risk. Because there are two separate transactions required, even if Sonic Foundry position performs unexpectedly, the other equity can make up some of the losses. Pair trading also minimizes risk from directional movements in the market. For example, if an entire industry or sector drops because of unexpected headlines, the short position in Sonic Foundry will appreciate offsetting losses from the drop in the long position's value.

Moving together with Sonic Pink Sheet

  1.0ARDDF Ardiden LimitedPairCorr
  1.0NSMCF Northern Sphere MiningPairCorr
The ability to find closely correlated positions to Sonic Foundry could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Sonic Foundry when you sell it. If you don't do this, your portfolio allocation will be skewed against your target asset allocation. So, investors can't just sell and buy back Sonic Foundry - that would be a violation of the tax code under the "wash sale" rule, and this is why you need to find a similar enough asset and use the proceeds from selling Sonic Foundry to buy it.
The correlation of Sonic Foundry is a statistical measure of how it moves in relation to other instruments. This measure is expressed in what is known as the correlation coefficient, which ranges between -1 and +1. A perfect positive correlation (i.e., a correlation coefficient of +1) implies that as Sonic Foundry moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Sonic Foundry moves in either direction, the perfectly negatively correlated security will move in the opposite direction. If the correlation is 0, the equities are not correlated; they are entirely random. A correlation greater than 0.8 is generally described as strong, whereas a correlation less than 0.5 is generally considered weak.
Correlation analysis and pair trading evaluation for Sonic Foundry can also be used as hedging techniques within a particular sector or industry or even over random equities to generate a better risk-adjusted return on your portfolios.
Pair CorrelationCorrelation Matching

Other Information on Investing in Sonic Pink Sheet

Sonic Foundry financial ratios help investors to determine whether Sonic Pink Sheet is cheap or expensive when compared to a particular measure, such as profits or enterprise value. In other words, they help investors to determine the cost of investment in Sonic with respect to the benefits of owning Sonic Foundry security.