Tompkins Financial Stock Forecast - Polynomial Regression

TMP Stock  USD 68.77  4.87  6.61%   
The Polynomial Regression forecasted value of Tompkins Financial on the next trading day is expected to be 70.24 with a mean absolute deviation of 1.68 and the sum of the absolute errors of 104.18. Tompkins Stock Forecast is based on your current time horizon. Although Tompkins Financial's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Tompkins Financial's systematic risk associated with finding meaningful patterns of Tompkins Financial fundamentals over time.
  
At this time, Tompkins Financial's Receivables Turnover is relatively stable compared to the past year. As of 12/19/2024, Fixed Asset Turnover is likely to grow to 4.04, though Inventory Turnover is likely to grow to (0.60). . As of 12/19/2024, Common Stock Shares Outstanding is likely to drop to about 12 M. In addition to that, Net Income Applicable To Common Shares is likely to drop to about 49.9 M.
Tompkins Financial polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Tompkins Financial as well as the accuracy indicators are determined from the period prices.

Tompkins Financial Polynomial Regression Price Forecast For the 20th of December

Given 90 days horizon, the Polynomial Regression forecasted value of Tompkins Financial on the next trading day is expected to be 70.24 with a mean absolute deviation of 1.68, mean absolute percentage error of 4.85, and the sum of the absolute errors of 104.18.
Please note that although there have been many attempts to predict Tompkins 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 Tompkins Financial's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Tompkins Financial Stock Forecast Pattern

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Tompkins Financial Forecasted Value

In the context of forecasting Tompkins Financial's 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. Tompkins Financial's downside and upside margins for the forecasting period are 66.82 and 73.65, respectively. We have considered Tompkins Financial's 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
68.77
70.24
Expected Value
73.65
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 Tompkins Financial stock data series using in forecasting. Note that when a statistical model is used to represent Tompkins Financial 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 Criteria121.527
BiasArithmetic mean of the errors None
MADMean absolute deviation1.6804
MAPEMean absolute percentage error0.0252
SAESum of the absolute errors104.1833
A single variable polynomial regression model attempts to put a curve through the Tompkins Financial 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 Tompkins Financial

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Tompkins Financial. 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
69.8473.1876.52
Details
Intrinsic
Valuation
LowRealHigh
60.6964.0381.08
Details
1 Analysts
Consensus
LowTargetHigh
46.4151.0056.61
Details
Earnings
Estimates (0)
LowProjected EPSHigh
1.171.101.17
Details

Other Forecasting Options for Tompkins Financial

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

View Tompkins Financial Related Equities

 Risk & Return  Correlation

Tompkins Financial 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 Tompkins Financial's 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 Tompkins Financial's current price.

Tompkins Financial Market Strength Events

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

Tompkins Financial Risk Indicators

The analysis of Tompkins Financial'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 Tompkins Financial's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting tompkins 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 Tompkins Financial

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 Tompkins Financial 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 Tompkins Financial will appreciate offsetting losses from the drop in the long position's value.

Moving together with Tompkins Stock

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Moving against Tompkins Stock

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

When running Tompkins Financial's price analysis, check to measure Tompkins Financial's market volatility, profitability, liquidity, solvency, efficiency, growth potential, financial leverage, and other vital indicators. We have many different tools that can be utilized to determine how healthy Tompkins Financial is operating at the current time. Most of Tompkins Financial's value examination focuses on studying past and present price action to predict the probability of Tompkins Financial's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Tompkins Financial's price. Additionally, you may evaluate how the addition of Tompkins Financial to your portfolios can decrease your overall portfolio volatility.