Spero Therapeutics Stock Forecast - Naive Prediction

SPRO Stock  USD 1.30  0.03  2.26%   
The Naive Prediction forecasted value of Spero Therapeutics on the next trading day is expected to be 1.25 with a mean absolute deviation of 0.04 and the sum of the absolute errors of 2.21. Spero Stock Forecast is based on your current time horizon. Although Spero Therapeutics' naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Spero Therapeutics' systematic risk associated with finding meaningful patterns of Spero Therapeutics fundamentals over time.
  
At this time, Spero Therapeutics' Fixed Asset Turnover is very stable compared to the past year. As of the 23rd of September 2024, Asset Turnover is likely to grow to 0.56, while Inventory Turnover is likely to drop (0.33). . As of the 23rd of September 2024, Common Stock Shares Outstanding is likely to grow to about 55.6 M, while Net Loss is likely to drop (43.9 M).

Open Interest Against 2024-10-18 Spero Option Contracts

Although open interest is a measure utilized in the options markets, it could be used to forecast Spero Therapeutics' 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 Spero Therapeutics' options reflects these daily shifts, investors could use the patterns of these changes to develop long and short-term trading strategies for Spero Therapeutics 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 Spero Therapeutics' open interest, investors have to compare it to Spero Therapeutics' 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 Spero Therapeutics 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 Spero. 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.
Most investors in Spero Therapeutics cannot accurately predict what will happen the next trading day because, historically, stock markets tend to be unpredictable and even illogical. Modeling turbulent structures requires applying different statistical methods, techniques, and algorithms to find hidden data structures or patterns within the Spero Therapeutics' time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Spero Therapeutics' price structures and extracts relationships that further increase the accuracy of the generated results.
 
Cash  
First Reported
2015-12-31
Previous Quarter
82.3 M
Current Value
63.5 M
Quarterly Volatility
30.7 M
 
Yuan Drop
 
Covid
A naive forecasting model for Spero Therapeutics is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of Spero Therapeutics 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.

Spero Therapeutics Naive Prediction Price Forecast For the 24th of September

Given 90 days horizon, the Naive Prediction forecasted value of Spero Therapeutics on the next trading day is expected to be 1.25 with a mean absolute deviation of 0.04, mean absolute percentage error of 0, and the sum of the absolute errors of 2.21.
Please note that although there have been many attempts to predict Spero 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 Spero Therapeutics' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Spero Therapeutics Stock Forecast Pattern

Backtest Spero TherapeuticsSpero Therapeutics Price PredictionBuy or Sell Advice 

Spero Therapeutics Forecasted Value

In the context of forecasting Spero Therapeutics' 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. Spero Therapeutics' downside and upside margins for the forecasting period are 0.01 and 3.96, respectively. We have considered Spero Therapeutics' 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
1.30
1.25
Expected Value
3.96
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 Spero Therapeutics stock data series using in forecasting. Note that when a statistical model is used to represent Spero Therapeutics 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 Criteria111.889
BiasArithmetic mean of the errors None
MADMean absolute deviation0.0362
MAPEMean absolute percentage error0.0272
SAESum of the absolute errors2.2099
This model is not at all useful as a medium-long range forecasting tool of Spero Therapeutics. 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 Spero Therapeutics. 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 Spero Therapeutics

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Spero Therapeutics. 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 Spero Therapeutics' 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
0.071.304.01
Details
Intrinsic
Valuation
LowRealHigh
0.132.655.36
Details
4 Analysts
Consensus
LowTargetHigh
6.076.677.40
Details

Other Forecasting Options for Spero Therapeutics

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

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

Spero Therapeutics Technical and Predictive Analytics

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

Spero Therapeutics Market Strength Events

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

Spero Therapeutics Risk Indicators

The analysis of Spero Therapeutics' 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 Spero Therapeutics' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting spero 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 Spero Therapeutics

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 Spero Therapeutics 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 Spero Therapeutics will appreciate offsetting losses from the drop in the long position's value.

Moving against Spero Stock

  0.32XGN Exagen IncPairCorr
The ability to find closely correlated positions to Spero Therapeutics could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Spero Therapeutics 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 Spero Therapeutics - 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 Spero Therapeutics to buy it.
The correlation of Spero Therapeutics 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 Spero Therapeutics moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Spero Therapeutics 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 Spero Therapeutics 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

Additional Information and Resources on Investing in Spero Stock

When determining whether Spero Therapeutics offers a strong return on investment in its stock, a comprehensive analysis is essential. The process typically begins with a thorough review of Spero Therapeutics' 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 Spero Therapeutics Stock. Outlined below are crucial reports that will aid in making a well-informed decision on Spero Therapeutics Stock:
Check out Historical Fundamental Analysis of Spero Therapeutics to cross-verify your projections.
To learn how to invest in Spero Stock, please use our How to Invest in Spero Therapeutics guide.
You can also try the ETFs module to find actively traded Exchange Traded Funds (ETF) from around the world.
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 Spero Therapeutics. If investors know Spero 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 Spero Therapeutics listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
Quarterly Earnings Growth
0.753
Earnings Share
0.34
Revenue Per Share
2.223
Quarterly Revenue Growth
2.754
Return On Assets
0.1048
The market value of Spero Therapeutics is measured differently than its book value, which is the value of Spero that is recorded on the company's balance sheet. Investors also form their own opinion of Spero Therapeutics' value that differs from its market value or its book value, called intrinsic value, which is Spero Therapeutics' 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 Spero Therapeutics' market value can be influenced by many factors that don't directly affect Spero Therapeutics' 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 Spero Therapeutics' value and its price as these two are different measures arrived at by different means. Investors typically determine if Spero Therapeutics is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Spero Therapeutics' 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.