Angion Biomedica Stock Forecast - Naive Prediction

ANGNDelisted Stock  USD 10.00  8.94  843.40%   
The Naive Prediction forecasted value of Angion Biomedica Corp on the next trading day is expected to be 11.10 with a mean absolute deviation of 0.35 and the sum of the absolute errors of 21.28. Angion Stock Forecast is based on your current time horizon.
  
A naive forecasting model for Angion Biomedica is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of Angion Biomedica Corp 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.

Angion Biomedica Naive Prediction Price Forecast For the 4th of December

Given 90 days horizon, the Naive Prediction forecasted value of Angion Biomedica Corp on the next trading day is expected to be 11.10 with a mean absolute deviation of 0.35, mean absolute percentage error of 0.24, and the sum of the absolute errors of 21.28.
Please note that although there have been many attempts to predict Angion 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 Angion Biomedica's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Angion Biomedica Stock Forecast Pattern

Backtest Angion BiomedicaAngion Biomedica 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 Angion Biomedica stock data series using in forecasting. Note that when a statistical model is used to represent Angion Biomedica 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 Criteria116.6893
BiasArithmetic mean of the errors None
MADMean absolute deviation0.3489
MAPEMean absolute percentage error0.0521
SAESum of the absolute errors21.2834
This model is not at all useful as a medium-long range forecasting tool of Angion Biomedica Corp. 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 Angion Biomedica. 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 Angion Biomedica

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Angion Biomedica Corp. 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.
Hype
Prediction
LowEstimatedHigh
10.0010.0010.00
Details
Intrinsic
Valuation
LowRealHigh
7.407.3911.00
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Angion Biomedica. Your research has to be compared to or analyzed against Angion Biomedica's peers to derive any actionable benefits. When done correctly, Angion Biomedica'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 Angion Biomedica Corp.

View Angion Biomedica Related Equities

 Risk & Return  Correlation

Angion Biomedica Market Strength Events

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

Angion Biomedica Risk Indicators

The analysis of Angion Biomedica'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 Angion Biomedica's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting angion 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 Angion Biomedica

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 Angion Biomedica 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 Angion Biomedica will appreciate offsetting losses from the drop in the long position's value.

Moving against Angion Stock

  0.8REGN Regeneron PharmaceuticalsPairCorr
  0.73CSLLY CSLPairCorr
  0.71NVO Novo Nordisk ASPairCorr
  0.69NONOF Novo Nordisk ASPairCorr
  0.68CMXHF CSL LimitedPairCorr
The ability to find closely correlated positions to Angion Biomedica could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Angion Biomedica 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 Angion Biomedica - 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 Angion Biomedica Corp to buy it.
The correlation of Angion Biomedica 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 Angion Biomedica moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Angion Biomedica Corp 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 Angion Biomedica 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 price.
You can also try the Competition Analyzer module to analyze and compare many basic indicators for a group of related or unrelated entities.

Other Consideration for investing in Angion Stock

If you are still planning to invest in Angion Biomedica Corp 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 Angion Biomedica's history and understand the potential risks before investing.
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