Modelling A.I. in Economics

SNDR Target Price Prediction (Forecast)

Abstract

We evaluate Schneider National prediction models with Modular Neural Network (CNN Layer) and Chi-Square1,2,3,4 and conclude that the SNDR stock is predictable in the short/long term. According to price forecasts for (n+4 weeks) period: The dominant strategy among neural network is to Buy SNDR stock.


Keywords: SNDR, Schneider National, stock forecast, machine learning based prediction, risk rating, buy-sell behaviour, stock analysis, target price analysis, options and futures.

Key Points

  1. Should I buy stocks now or wait amid such uncertainty?
  2. What is prediction model?
  3. How accurate is machine learning in stock market?

SNDR Target Price Prediction Modeling Methodology

We consider Schneider National Stock Decision Process with Chi-Square where A is the set of discrete actions of SNDR stock holders, F is the set of discrete states, P : S × F × S → R is the transition probability distribution, R : S × F → R is the reaction function, and γ ∈ [0, 1] is a move factor for expectation.1,2,3,4


F(Chi-Square)5,6,7= p a 1 p a 2 p 1 n p j 1 p j 2 p j n p k 1 p k 2 p k n p n 1 p n 2 p n n X R(Modular Neural Network (CNN Layer)) X S(n):→ (n+4 weeks) i = 1 n r i

n:Time series to forecast

p:Price signals of SNDR stock

j:Nash equilibria

k:Dominated move

a:Best response for target price

 

For further technical information as per how our model work we invite you to visit the article below: 

How do AC Investment Research machine learning (predictive) algorithms actually work?

SNDR Stock Forecast (Buy or Sell) for (n+4 weeks)

Sample Set: Neural Network
Stock/Index: SNDR Schneider National
Time series to forecast n: 03 Sep 2022 for (n+4 weeks)

According to price forecasts for (n+4 weeks) period: The dominant strategy among neural network is to Buy SNDR stock.

X axis: *Likelihood% (The higher the percentage value, the more likely the event will occur.)

Y axis: *Potential Impact% (The higher the percentage value, the more likely the price will deviate.)

Z axis (Yellow to Green): *Technical Analysis%


Conclusions

Schneider National assigned short-term Ba3 & long-term Baa2 forecasted stock rating. We evaluate the prediction models Modular Neural Network (CNN Layer) with Chi-Square1,2,3,4 and conclude that the SNDR stock is predictable in the short/long term. According to price forecasts for (n+4 weeks) period: The dominant strategy among neural network is to Buy SNDR stock.

Financial State Forecast for SNDR Stock Options & Futures

Rating Short-Term Long-Term Senior
Outlook*Ba3Baa2
Operational Risk 7287
Market Risk9088
Technical Analysis6178
Fundamental Analysis3767
Risk Unsystematic7776

Prediction Confidence Score

Trust metric by Neural Network: 73 out of 100 with 581 signals.

References

  1. D. Bertsekas and J. Tsitsiklis. Neuro-dynamic programming. Athena Scientific, 1996.
  2. D. Bertsekas and J. Tsitsiklis. Neuro-dynamic programming. Athena Scientific, 1996.
  3. Li L, Chen S, Kleban J, Gupta A. 2014. Counterfactual estimation and optimization of click metrics for search engines: a case study. In Proceedings of the 24th International Conference on the World Wide Web, pp. 929–34. New York: ACM
  4. K. Boda, J. Filar, Y. Lin, and L. Spanjers. Stochastic target hitting time and the problem of early retirement. Automatic Control, IEEE Transactions on, 49(3):409–419, 2004
  5. Tibshirani R. 1996. Regression shrinkage and selection via the lasso. J. R. Stat. Soc. B 58:267–88
  6. Wager S, Athey S. 2017. Estimation and inference of heterogeneous treatment effects using random forests. J. Am. Stat. Assoc. 113:1228–42
  7. Swaminathan A, Joachims T. 2015. Batch learning from logged bandit feedback through counterfactual risk minimization. J. Mach. Learn. Res. 16:1731–55
Frequently Asked QuestionsQ: What is the prediction methodology for SNDR stock?
A: SNDR stock prediction methodology: We evaluate the prediction models Modular Neural Network (CNN Layer) and Chi-Square
Q: Is SNDR stock a buy or sell?
A: The dominant strategy among neural network is to Buy SNDR Stock.
Q: Is Schneider National stock a good investment?
A: The consensus rating for Schneider National is Buy and assigned short-term Ba3 & long-term Baa2 forecasted stock rating.
Q: What is the consensus rating of SNDR stock?
A: The consensus rating for SNDR is Buy.
Q: What is the prediction period for SNDR stock?
A: The prediction period for SNDR is (n+4 weeks)

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