Assembly Biosciences Stock Forecast - Naive Prediction

ASMB Stock  USD 28.01  0.39  1.41%   
Assembly Stock outlook is based on your current time horizon. Investors can use this forecasting interface to forecast Assembly Biosciences stock prices and determine the direction of Assembly Biosciences's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Assembly Biosciences' historical fundamentals, such as revenue growth or operating cash flow patterns.
At the present time, the RSI of Assembly Biosciences' share price is approaching 42. This suggests that the stock is in nutural position, most likellhy at or near its support level. The main point of RSI analysis is to track how fast people are buying or selling Assembly Biosciences, making its price go up or down.

Momentum 42

 Sell Extended

 
Oversold
 
Overbought
The successful prediction of Assembly Biosciences' future price could yield a significant profit. We analyze noise-free headlines and recent hype associated with Assembly Biosciences, which may create opportunities for some arbitrage if properly timed. Below are the key fundamental drivers impacting Assembly Biosciences' stock price prediction:
EPS Estimate Next Quarter
(0.60)
EPS Estimate Current Year
(3.71)
EPS Estimate Next Year
(3.50)
Wall Street Target Price
47.75
EPS Estimate Current Quarter
(0.65)
Using Assembly Biosciences hype-based prediction, you can estimate the value of Assembly Biosciences from the perspective of Assembly Biosciences response to recently generated media hype and the effects of current headlines on its competitors. We also analyze overall investor sentiment towards Assembly Biosciences using Assembly Biosciences' stock options and short interest. It helps to benchmark the overall future attitude of investors towards Assembly using crowd psychology based on the activity and movement of Assembly Biosciences' stock price.

Assembly Biosciences Short Interest

A significant increase or decrease in Assembly Biosciences' short interest from the previous month could be a good indicator of investor sentiment towards Assembly. Short interest can provide insight into the potential direction of Assembly Biosciences stock and how bullish or bearish investors feel about the market overall.
200 Day MA
23.4591
Short Percent
0.1143
Short Ratio
10.86
Shares Short Prior Month
1.4 M
50 Day MA
33.7458

Assembly Relative Strength Index

The Naive Prediction forecasted value of Assembly Biosciences on the next trading day is expected to be 25.60 with a mean absolute deviation of 1.01 and the sum of the absolute errors of 61.89.

Assembly Biosciences Hype to Price Pattern

Investor biases related to Assembly Biosciences' public news can be used to forecast risks associated with an investment in Assembly. The trend in average sentiment can be used to explain how an investor holding Assembly can time the market purely based on public headlines and social activities around Assembly Biosciences. Please note that most equities that are difficult to arbitrage are affected by market sentiment the most.
Some investors profit by finding stocks that are overvalued or undervalued based on market sentiment. The correlation of Assembly Biosciences' market sentiment to its price can help taders to make decisions based on the overall investors consensus about Assembly Biosciences.

Assembly Biosciences Implied Volatility

    
  1.51  
Assembly Biosciences' implied volatility exposes the market's sentiment of Assembly Biosciences stock's possible movements over time. However, it does not forecast the overall direction of its price. In a nutshell, if Assembly Biosciences' implied volatility is high, the market thinks the stock has potential for high price swings in either direction. On the other hand, the low implied volatility suggests that Assembly Biosciences stock will not fluctuate a lot when Assembly Biosciences' options are near their expiration.
The Naive Prediction forecasted value of Assembly Biosciences on the next trading day is expected to be 25.60 with a mean absolute deviation of 1.01 and the sum of the absolute errors of 61.89.

Assembly Biosciences after-hype prediction price

    
  USD 27.84  
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 stock price forecasting, technical analysis, analysts consensus, earnings estimates, and various momentum models.
Check out Historical Fundamental Analysis of Assembly Biosciences to cross-verify your projections.
For information on how to trade Assembly Stock refer to our How to Trade Assembly Stock guide.

Prediction based on Rule 16 of the current Assembly contract

Based on the Rule 16, the options market is currently suggesting that Assembly Biosciences will have an average daily up or down price movement of about 0.0944% per day over the life of the 2026-03-20 option contract. With Assembly Biosciences trading at USD 28.01, that is roughly USD 0.0264 . If you think that the market is fully incorporating Assembly Biosciences' daily price movement you should consider acquiring Assembly Biosciences options at the current volatility level of 1.51%. But if you have an opposite viewpoint you should avoid it and even consider selling them.

Open Interest Against 2026-03-20 Assembly Option Contracts

Although open interest is a measure utilized in the options markets, it could be used to forecast Assembly Biosciences' spot prices because the number of available contracts in the market changes daily, and new contracts can be created or liquidated at will. Since open interest in Assembly Biosciences' options reflects these daily shifts, investors could use the patterns of these changes to develop long and short-term trading strategies for Assembly Biosciences stock based on available contracts left at the end of a trading day.
Please note that to derive more accurate forecasting about market movement from the current Assembly Biosciences' open interest, investors have to compare it to Assembly Biosciences' spot prices. As Ford's stock price increases, high open interest indicates that money is entering the market, and the market is strongly bullish. Conversely, if the price of Assembly Biosciences is decreasing and there is high open interest, that is a sign that the bearish trend will continue, and investors may react by taking short positions in Assembly. So, decreasing or low open interest during a bull market indicates that investors are becoming uncertain of the depth of the bullish trend, and a reversal in sentiment will likely follow.

Assembly Biosciences Additional Predictive Modules

Most predictive techniques to examine Assembly price help traders to determine how to time the market. We provide a combination of tools to recognize potential entry and exit points for Assembly using various technical indicators. When you analyze Assembly 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.

Assembly Biosciences Cash Forecast

Forecasting cash, or other financial indicators, requires analysts to apply different statistical methods, techniques, and algorithms to find hidden patterns within the Assembly Biosciences' financial statements to predict how it will affect future prices.
 
Cash  
First Reported
2008-12-31
Previous Quarter
24 M
Current Value
22.5 M
Quarterly Volatility
24.1 M
 
Credit Downgrade
 
Yuan Drop
 
Covid
 
Interest Hikes
A naive forecasting model for Assembly Biosciences is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of Assembly Biosciences 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.

Assembly Biosciences Naive Prediction Price Forecast For the 27th of January

Given 90 days horizon, the Naive Prediction forecasted value of Assembly Biosciences on the next trading day is expected to be 25.60 with a mean absolute deviation of 1.01, mean absolute percentage error of 1.56, and the sum of the absolute errors of 61.89.
Please note that although there have been many attempts to predict Assembly 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 Assembly Biosciences' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Assembly Biosciences Stock Forecast Pattern

Backtest Assembly Biosciences  Assembly Biosciences Price Prediction  Buy or Sell Advice  

Assembly Biosciences Forecasted Value

In the context of forecasting Assembly Biosciences' 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. Assembly Biosciences' downside and upside margins for the forecasting period are 21.92 and 29.28, respectively. We have considered Assembly Biosciences' 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
28.01
25.60
Expected Value
29.28
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 Assembly Biosciences stock data series using in forecasting. Note that when a statistical model is used to represent Assembly Biosciences 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 Criteria118.555
BiasArithmetic mean of the errors None
MADMean absolute deviation1.0146
MAPEMean absolute percentage error0.0308
SAESum of the absolute errors61.8894
This model is not at all useful as a medium-long range forecasting tool of Assembly Biosciences. 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 Assembly Biosciences. 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 Assembly Biosciences

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Assembly Biosciences. 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
24.1627.8431.52
Details
Intrinsic
Valuation
LowRealHigh
25.2136.1039.78
Details
Bollinger
Band Projection (param)
LowMiddleHigh
26.0131.0836.16
Details
2 Analysts
Consensus
LowTargetHigh
43.4547.7553.00
Details

Assembly Biosciences After-Hype Price Density Analysis

As far as predicting the price of Assembly Biosciences at your current risk attitude, this probability distribution graph shows the chance that the prediction will fall between or within a specific range. We use this chart to confirm that your returns on investing in Assembly Biosciences or, for that matter, your successful expectations of its future price, cannot be replicated consistently. Please note, a large amount of money has been lost over the years by many investors who confused the symmetrical distributions of Stock prices, such as prices of Assembly Biosciences, with the unreliable approximations that try to describe financial returns.
   Next price density   
       Expected price to next headline  

Assembly Biosciences Estimiated After-Hype Price Volatility

In the context of predicting Assembly Biosciences' stock value on the day after the next significant headline, we show statistically significant boundaries of downside and upside scenarios based on Assembly Biosciences' historical news coverage. Assembly Biosciences' after-hype downside and upside margins for the prediction period are 24.16 and 31.52, respectively. We have considered Assembly Biosciences' daily market price in relation to the headlines to evaluate this method's predictive performance. Remember, however, there is no scientific proof or empirical evidence that news-based prediction models outperform traditional linear, nonlinear models or artificial intelligence models to provide accurate predictions consistently.
Current Value
28.01
27.84
After-hype Price
31.52
Upside
Assembly Biosciences is very steady at this time. Analysis and calculation of next after-hype price of Assembly Biosciences is based on 3 months time horizon.

Assembly Biosciences Stock Price Outlook Analysis

Have you ever been surprised when a price of a Company such as Assembly Biosciences is soaring high without any particular reason? This is usually happening because many institutional investors are aggressively trading Assembly Biosciences backward and forwards among themselves. Have you ever observed a lot of a particular company's price movement is driven by press releases or news about the company that has nothing to do with actual earnings? Usually, hype to individual companies acts as price momentum. If not enough favorable publicity is forthcoming, the Stock price eventually runs out of speed. So, the rule of thumb here is that as long as this news hype has nothing to do with immediate earnings, you should pay more attention to it. If you see this tendency with Assembly Biosciences, there might be something going there, and it might present an excellent short sale opportunity.
Expected ReturnPeriod VolatilityHype ElasticityRelated ElasticityNews DensityRelated DensityExpected Hype
  0.09 
3.68
  0.17 
  0.01 
7 Events / Month
6 Events / Month
In about 7 days
Latest traded priceExpected after-news pricePotential return on next major newsAverage after-hype volatility
28.01
27.84
0.61 
191.67  
Notes

Assembly Biosciences Hype Timeline

Assembly Biosciences is presently traded for 28.01. The entity has historical hype elasticity of -0.17, and average elasticity to hype of competition of 0.01. Assembly is expected to decline in value after the next headline, with the price expected to drop to 27.84. The average volatility of media hype impact on the company price is about 191.67%. The price decrease on the next news is expected to be -0.61%, whereas the daily expected return is presently at -0.09%. The volatility of related hype on Assembly Biosciences is about 4972.97%, with the expected price after the next announcement by competition of 28.02. About 32.0% of the company shares are held by company insiders. The book value of Assembly Biosciences was presently reported as 11.55. The company recorded a loss per share of 4.6. Assembly Biosciences had not issued any dividends in recent years. The entity had 1:12 split on the 12th of February 2024. Given the investment horizon of 90 days the next expected press release will be in about 7 days.
Check out Historical Fundamental Analysis of Assembly Biosciences to cross-verify your projections.
For information on how to trade Assembly Stock refer to our How to Trade Assembly Stock guide.

Assembly Biosciences Related Hype Analysis

Having access to credible news sources related to Assembly Biosciences' direct competition is more important than ever and may enhance your ability to predict Assembly Biosciences' future price movements. Getting to know how Assembly Biosciences' peers react to changing market sentiment, related social signals, and mainstream news is a great way to find investing opportunities and time the market. The summary table below summarizes the essential lagging indicators that can help you analyze how Assembly Biosciences may potentially react to the hype associated with one of its peers.
Hype
Elasticity
News
Density
Semi
Deviation
Information
Ratio
Potential
Upside
Value
At Risk
Maximum
Drawdown
ZURAZura Bio Limited(0.07)6 per month 4.04  0.18  9.82 (6.25) 28.57 
FHTXFoghorn Therapeutics 0.11 9 per month 4.29  0.11  9.16 (5.56) 31.12 
IMRXImmuneering Corp 1.51 11 per month 8.71  0.02  8.12 (7.44) 67.18 
SGMTSagimet Biosciences Series(0.78)7 per month 0.00 (0.06) 6.08 (7.51) 36.94 
ENTAEnanta Pharmaceuticals(0.60)10 per month 2.69  0.07  5.67 (4.04) 15.79 
AARDAardvark Therapeutics Common 0.18 6 per month 4.38  0.07  9.25 (8.28) 36.39 
NAUTNautilus Biotechnology 0.34 6 per month 5.59  0.14  16.32 (12.00) 53.15 
ARCTArcturus Therapeutics Holdings 0.09 9 per month 0.00 (0.17) 6.53 (7.02) 57.84 
PYXSPyxis Oncology 0.16 8 per month 0.00 (0.07) 17.05 (15.41) 70.66 
TNYATenaya Therapeutics(0.20)5 per month 0.00 (0.18) 9.02 (11.04) 51.79 

Other Forecasting Options for Assembly Biosciences

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

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

Assembly Biosciences Market Strength Events

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

Assembly Biosciences Risk Indicators

The analysis of Assembly Biosciences' 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 Assembly Biosciences' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting assembly 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.

Story Coverage note for Assembly Biosciences

The number of cover stories for Assembly Biosciences depends on current market conditions and Assembly Biosciences' risk-adjusted performance over time. The coverage that generates the most noise at a given time depends on the prevailing investment theme that Assembly Biosciences is classified under. However, while its typical story may have numerous social followers, the rapid visibility can also attract short-sellers, who usually are skeptical about Assembly Biosciences' long-term prospects. So, having above-average coverage will typically attract above-average short interest, leading to significant price volatility.

Assembly Biosciences Short Properties

Assembly Biosciences' future price predictability will typically decrease when Assembly Biosciences' long traders begin to feel the short-sellers pressure to drive the price lower. The predictive aspect of Assembly Biosciences often depends not only on the future outlook of the potential Assembly Biosciences' investors but also on the ongoing dynamics between investors with different trading styles. Because the market risk indicators may have small false signals, it is better to identify suitable times to hedge a portfolio using different long/short signals. Assembly Biosciences' indicators that are reflective of the short sentiment are summarized in the table below.
Common Stock Shares OutstandingM
Cash And Short Term Investments112.1 M
When determining whether Assembly Biosciences offers a strong return on investment in its stock, a comprehensive analysis is essential. The process typically begins with a thorough review of Assembly Biosciences' financial statements, including income statements, balance sheets, and cash flow statements, to assess its financial health. Key financial ratios are used to gauge profitability, efficiency, and growth potential of Assembly Biosciences Stock. Outlined below are crucial reports that will aid in making a well-informed decision on Assembly Biosciences Stock:
Check out Historical Fundamental Analysis of Assembly Biosciences to cross-verify your projections.
For information on how to trade Assembly Stock refer to our How to Trade Assembly Stock guide.
You can also try the Analyst Advice module to analyst recommendations and target price estimates broken down by several categories.
Is Biotechnology space expected to grow? Or is there an opportunity to expand the business' product line in the future? Factors like these will boost the valuation of Assembly Biosciences. If investors know Assembly will grow in the future, the company's valuation will be higher. The financial industry is built on trying to define current growth potential and future valuation accurately. All the valuation information about Assembly Biosciences listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
Earnings Share
(4.60)
Revenue Per Share
4.319
Quarterly Revenue Growth
0.576
Return On Assets
(0.16)
Return On Equity
(0.37)
The market value of Assembly Biosciences is measured differently than its book value, which is the value of Assembly that is recorded on the company's balance sheet. Investors also form their own opinion of Assembly Biosciences' value that differs from its market value or its book value, called intrinsic value, which is Assembly Biosciences' true underlying value. Investors use various methods to calculate intrinsic value and buy a stock when its market value falls below its intrinsic value. Because Assembly Biosciences' market value can be influenced by many factors that don't directly affect Assembly Biosciences' underlying business (such as a pandemic or basic market pessimism), market value can vary widely from intrinsic value.
Please note, there is a significant difference between Assembly Biosciences' value and its price as these two are different measures arrived at by different means. Investors typically determine if Assembly Biosciences is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Assembly Biosciences' price is the amount at which it trades on the open market and represents the number that a seller and buyer find agreeable to each party.