Tandem Diabetes Stock Forecast - Polynomial Regression

TNDM Stock  USD 30.81  0.07  0.23%   
The Polynomial Regression forecasted value of Tandem Diabetes Care on the next trading day is expected to be 31.16 with a mean absolute deviation of 1.06 and the sum of the absolute errors of 64.68. Tandem Stock Forecast is based on your current time horizon. Although Tandem Diabetes' naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Tandem Diabetes' systematic risk associated with finding meaningful patterns of Tandem Diabetes fundamentals over time.
  
At this time, Tandem Diabetes' Inventory Turnover is very stable compared to the past year. As of the 25th of November 2024, Payables Turnover is likely to grow to 8.12, while Receivables Turnover is likely to drop 4.69. . As of the 25th of November 2024, Common Stock Shares Outstanding is likely to grow to about 68.2 M, while Net Loss is likely to drop (114.2 M).
Tandem Diabetes polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Tandem Diabetes Care as well as the accuracy indicators are determined from the period prices.

Tandem Diabetes Polynomial Regression Price Forecast For the 26th of November

Given 90 days horizon, the Polynomial Regression forecasted value of Tandem Diabetes Care on the next trading day is expected to be 31.16 with a mean absolute deviation of 1.06, mean absolute percentage error of 1.86, and the sum of the absolute errors of 64.68.
Please note that although there have been many attempts to predict Tandem 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 Tandem Diabetes' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Tandem Diabetes Stock Forecast Pattern

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Tandem Diabetes Forecasted Value

In the context of forecasting Tandem Diabetes' 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. Tandem Diabetes' downside and upside margins for the forecasting period are 28.05 and 34.27, respectively. We have considered Tandem Diabetes' 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
30.81
31.16
Expected Value
34.27
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Polynomial Regression forecasting method's relative quality and the estimations of the prediction error of Tandem Diabetes stock data series using in forecasting. Note that when a statistical model is used to represent Tandem Diabetes 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 Criteria118.7296
BiasArithmetic mean of the errors None
MADMean absolute deviation1.0603
MAPEMean absolute percentage error0.0296
SAESum of the absolute errors64.6757
A single variable polynomial regression model attempts to put a curve through the Tandem Diabetes historical price points. Mathematically, assuming the independent variable is X and the dependent variable is Y, this line can be indicated as: Y = a0 + a1*X + a2*X2 + a3*X3 + ... + am*Xm

Predictive Modules for Tandem Diabetes

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Tandem Diabetes Care. 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 Tandem Diabetes' 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
28.1031.2134.32
Details
Intrinsic
Valuation
LowRealHigh
27.7333.9937.10
Details
Bollinger
Band Projection (param)
LowMiddleHigh
27.2229.8232.41
Details
22 Analysts
Consensus
LowTargetHigh
35.7939.3343.66
Details

Other Forecasting Options for Tandem Diabetes

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

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

Tandem Diabetes Care 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 Tandem Diabetes' 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 Tandem Diabetes' current price.

Tandem Diabetes Market Strength Events

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

Tandem Diabetes Risk Indicators

The analysis of Tandem Diabetes' 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 Tandem Diabetes' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting tandem 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.

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When determining whether Tandem Diabetes Care is a strong investment it is important to analyze Tandem Diabetes' competitive position within its industry, examining market share, product or service uniqueness, and competitive advantages. Beyond financials and market position, potential investors should also consider broader economic conditions, industry trends, and any regulatory or geopolitical factors that may impact Tandem Diabetes' future performance. For an informed investment choice regarding Tandem Stock, refer to the following important reports:
Check out Historical Fundamental Analysis of Tandem Diabetes to cross-verify your projections.
You can also try the Portfolio Dashboard module to portfolio dashboard that provides centralized access to all your investments.
Is Health Care Equipment & Supplies 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 Tandem Diabetes. If investors know Tandem 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 Tandem Diabetes 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
(0.37)
Earnings Share
(1.94)
Revenue Per Share
13.082
Quarterly Revenue Growth
0.314
Return On Assets
(0.1)
The market value of Tandem Diabetes Care is measured differently than its book value, which is the value of Tandem that is recorded on the company's balance sheet. Investors also form their own opinion of Tandem Diabetes' value that differs from its market value or its book value, called intrinsic value, which is Tandem Diabetes' 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 Tandem Diabetes' market value can be influenced by many factors that don't directly affect Tandem Diabetes' 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 Tandem Diabetes' value and its price as these two are different measures arrived at by different means. Investors typically determine if Tandem Diabetes is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Tandem Diabetes' 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.