Northwest Biotherapeutics OTC Stock Forecast - Naive Prediction

NWBO Stock  USD 0.27  0.01  3.85%   
The Naive Prediction forecasted value of Northwest Biotherapeutics on the next trading day is expected to be 0.26 with a mean absolute deviation of 0.01 and the sum of the absolute errors of 0.57. Northwest OTC Stock Forecast is based on your current time horizon.
  
A naive forecasting model for Northwest Biotherapeutics is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of Northwest Biotherapeutics 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.

Northwest Biotherapeutics Naive Prediction Price Forecast For the 28th of December

Given 90 days horizon, the Naive Prediction forecasted value of Northwest Biotherapeutics on the next trading day is expected to be 0.26 with a mean absolute deviation of 0.01, mean absolute percentage error of 0.0002, and the sum of the absolute errors of 0.57.
Please note that although there have been many attempts to predict Northwest OTC 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 Northwest Biotherapeutics' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Northwest Biotherapeutics OTC Stock Forecast Pattern

Backtest Northwest BiotherapeuticsNorthwest Biotherapeutics Price PredictionBuy or Sell Advice 

Northwest Biotherapeutics Forecasted Value

In the context of forecasting Northwest Biotherapeutics' OTC Stock 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. Northwest Biotherapeutics' downside and upside margins for the forecasting period are 0 and 4.44, respectively. We have considered Northwest Biotherapeutics' 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
0.27
0.26
Expected Value
4.44
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 Northwest Biotherapeutics otc stock data series using in forecasting. Note that when a statistical model is used to represent Northwest Biotherapeutics otc 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 Criteria111.233
BiasArithmetic mean of the errors None
MADMean absolute deviation0.0091
MAPEMean absolute percentage error0.0324
SAESum of the absolute errors0.5658
This model is not at all useful as a medium-long range forecasting tool of Northwest Biotherapeutics. 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 Northwest Biotherapeutics. 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 Northwest Biotherapeutics

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Northwest Biotherapeutics. Regardless of method or technology, however, to accurately forecast the otc stock market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the otc 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.
Hype
Prediction
LowEstimatedHigh
0.010.274.40
Details
Intrinsic
Valuation
LowRealHigh
0.010.234.36
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Northwest Biotherapeutics. Your research has to be compared to or analyzed against Northwest Biotherapeutics' peers to derive any actionable benefits. When done correctly, Northwest Biotherapeutics' 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 Northwest Biotherapeutics.

Other Forecasting Options for Northwest Biotherapeutics

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

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

Northwest Biotherapeutics Technical and Predictive Analytics

The otc stock market is financially volatile. Despite the volatility, there exist limitless possibilities of gaining profits and building passive income portfolios. With the complexity of Northwest Biotherapeutics' 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 Northwest Biotherapeutics' current price.

Northwest Biotherapeutics Market Strength Events

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

Northwest Biotherapeutics Risk Indicators

The analysis of Northwest Biotherapeutics' 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 Northwest Biotherapeutics' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting northwest otc 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.

Pair Trading with Northwest Biotherapeutics

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 Northwest Biotherapeutics 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 Northwest Biotherapeutics will appreciate offsetting losses from the drop in the long position's value.

Moving against Northwest OTC Stock

  0.48EPRX Eupraxia PharmaceuticalsPairCorr
  0.36FRTX Fresh Tracks TherapeuticsPairCorr
  0.36GRCE Grace Therapeutics, Symbol ChangePairCorr
  0.34FBIOP Fortress Biotech PrefPairCorr
  0.31EVLO Evelo BiosciencesPairCorr
The ability to find closely correlated positions to Northwest Biotherapeutics could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Northwest Biotherapeutics 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 Northwest Biotherapeutics - 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 Northwest Biotherapeutics to buy it.
The correlation of Northwest Biotherapeutics 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 Northwest Biotherapeutics moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Northwest Biotherapeutics 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 Northwest Biotherapeutics 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 Northwest OTC Stock

Northwest Biotherapeutics financial ratios help investors to determine whether Northwest OTC Stock 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 Northwest with respect to the benefits of owning Northwest Biotherapeutics security.