APDN Old Stock Forecast - Naive Prediction

APDNDelisted Stock  USD 5.62  0.92  19.57%   
The Naive Prediction forecasted value of APDN Old on the next trading day is expected to be 5.99 with a mean absolute deviation of 0.19 and the sum of the absolute errors of 11.34. APDN Stock Forecast is based on your current time horizon.
As of today the value of rsi of APDN Old's share price is below 20 . This suggests that the stock is significantly oversold. The fundamental principle of the Relative Strength Index (RSI) is to quantify the velocity at which market participants are driving the price of a financial instrument upwards or downwards.

Momentum 0

 Sell Peaked

 
Oversold
 
Overbought
The successful prediction of APDN Old's future price could yield a significant profit. We analyze noise-free headlines and recent hype associated with APDN Old, which may create opportunities for some arbitrage if properly timed.
Using APDN Old hype-based prediction, you can estimate the value of APDN Old from the perspective of APDN Old response to recently generated media hype and the effects of current headlines on its competitors.
The Naive Prediction forecasted value of APDN Old on the next trading day is expected to be 5.99 with a mean absolute deviation of 0.19 and the sum of the absolute errors of 11.34.

APDN Old after-hype prediction price

    
  $ 5.62  
There is no one specific way to measure market sentiment using hype analysis or a similar predictive technique. This prediction method should be used in combination with more fundamental and traditional techniques such as delisted stock price forecasting, technical analysis, analysts consensus, earnings estimates, and various momentum models.
  
Check out Trending Equities 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 american community survey.

APDN Old Additional Predictive Modules

Most predictive techniques to examine APDN price help traders to determine how to time the market. We provide a combination of tools to recognize potential entry and exit points for APDN using various technical indicators. When you analyze APDN charts, please remember that the event formation may indicate an entry point for a short seller, and look at other indicators across different periods to confirm that a breakdown or reversion is likely to occur.
A naive forecasting model for APDN Old is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of APDN Old 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.

APDN Old Naive Prediction Price Forecast For the 14th of January 2026

Given 90 days horizon, the Naive Prediction forecasted value of APDN Old on the next trading day is expected to be 5.99 with a mean absolute deviation of 0.19, mean absolute percentage error of 0.08, and the sum of the absolute errors of 11.34.
Please note that although there have been many attempts to predict APDN 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 APDN Old's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

APDN Old Stock Forecast Pattern

Backtest APDN OldAPDN Old Price PredictionBuy or Sell Advice 

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 APDN Old stock data series using in forecasting. Note that when a statistical model is used to represent APDN Old 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 Criteria115.5757
BiasArithmetic mean of the errors None
MADMean absolute deviation0.1859
MAPEMean absolute percentage error0.0502
SAESum of the absolute errors11.3399
This model is not at all useful as a medium-long range forecasting tool of APDN Old. 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 APDN Old. 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 APDN Old

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as APDN Old. 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 APDN Old'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
5.625.625.62
Details
Intrinsic
Valuation
LowRealHigh
4.084.086.18
Details

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

APDN Old Market Strength Events

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

APDN Old Risk Indicators

The analysis of APDN Old'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 APDN Old's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting apdn 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 APDN Old

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 APDN Old 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 APDN Old will appreciate offsetting losses from the drop in the long position's value.

Moving against APDN Stock

  0.84CSCO Cisco SystemsPairCorr
  0.72TRV The Travelers Companies Earnings Call This WeekPairCorr
  0.69PFE Pfizer IncPairCorr
  0.68MCD McDonaldsPairCorr
  0.66DD Dupont De NemoursPairCorr
The ability to find closely correlated positions to APDN Old could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace APDN Old 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 APDN Old - 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 APDN Old to buy it.
The correlation of APDN Old 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 APDN Old moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if APDN Old 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 APDN Old 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
Check out Trending Equities 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 american community survey.
You can also try the Equity Valuation module to check real value of public entities based on technical and fundamental data.

Other Consideration for investing in APDN Stock

If you are still planning to invest in APDN Old 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 APDN Old's history and understand the potential risks before investing.
Efficient Frontier
Plot and analyze your portfolio and positions against risk-return landscape of the market.
Idea Optimizer
Use advanced portfolio builder with pre-computed micro ideas to build optimal portfolio
ETFs
Find actively traded Exchange Traded Funds (ETF) from around the world
Piotroski F Score
Get Piotroski F Score based on the binary analysis strategy of nine different fundamentals
Portfolio Manager
State of the art Portfolio Manager to monitor and improve performance of your invested capital
Stock Tickers
Use high-impact, comprehensive, and customizable stock tickers that can be easily integrated to any websites
Financial Widgets
Easily integrated Macroaxis content with over 30 different plug-and-play financial widgets
Balance Of Power
Check stock momentum by analyzing Balance Of Power indicator and other technical ratios