## Abstract

**We evaluate Ashland Global prediction models with Deductive Inference (ML) and Wilcoxon Sign-Rank Test ^{1,2,3,4} and conclude that the ASH stock is predictable in the short/long term. **

**According to price forecasts for (n+3 month) period: The dominant strategy among neural network is to Hold ASH stock.**

**ASH, Ashland Global, stock forecast, machine learning based prediction, risk rating, buy-sell behaviour, stock analysis, target price analysis, options and futures.**

*Keywords:*## Key Points

- What is the best way to predict stock prices?
- What is neural prediction?
- Game Theory

## ASH Target Price Prediction Modeling Methodology

We consider Ashland Global Stock Decision Process with Wilcoxon Sign-Rank Test where A is the set of discrete actions of ASH 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(Wilcoxon Sign-Rank Test)

^{5,6,7}= $\begin{array}{cccc}{p}_{\mathrm{a}1}& {p}_{\mathrm{a}2}& \dots & {p}_{1n}\\ & \vdots \\ {p}_{j1}& {p}_{j2}& \dots & {p}_{jn}\\ & \vdots \\ {p}_{k1}& {p}_{k2}& \dots & {p}_{kn}\\ & \vdots \\ {p}_{n1}& {p}_{n2}& \dots & {p}_{nn}\end{array}$ X R(Deductive Inference (ML)) X S(n):→ (n+3 month) $\sum _{i=1}^{n}\left({r}_{i}\right)$

n:Time series to forecast

p:Price signals of ASH 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?

## ASH Stock Forecast (Buy or Sell) for (n+3 month)

**Sample Set:**Neural Network

**Stock/Index:**ASH Ashland Global

**Time series to forecast n: 03 Sep 2022**for (n+3 month)

**According to price forecasts for (n+3 month) period: The dominant strategy among neural network is to Hold ASH 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

Ashland Global assigned short-term Ba3 & long-term Ba2 forecasted stock rating.** We evaluate the prediction models Deductive Inference (ML) with Wilcoxon Sign-Rank Test ^{1,2,3,4} and conclude that the ASH stock is predictable in the short/long term.**

**According to price forecasts for (n+3 month) period: The dominant strategy among neural network is to Hold ASH stock.**

### Financial State Forecast for ASH Stock Options & Futures

Rating | Short-Term | Long-Term Senior |
---|---|---|

Outlook* | Ba3 | Ba2 |

Operational Risk | 43 | 43 |

Market Risk | 61 | 58 |

Technical Analysis | 40 | 83 |

Fundamental Analysis | 89 | 87 |

Risk Unsystematic | 87 | 63 |

### Prediction Confidence Score

## References

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## Frequently Asked Questions

Q: What is the prediction methodology for ASH stock?A: ASH stock prediction methodology: We evaluate the prediction models Deductive Inference (ML) and Wilcoxon Sign-Rank Test

Q: Is ASH stock a buy or sell?

A: The dominant strategy among neural network is to Hold ASH Stock.

Q: Is Ashland Global stock a good investment?

A: The consensus rating for Ashland Global is Hold and assigned short-term Ba3 & long-term Ba2 forecasted stock rating.

Q: What is the consensus rating of ASH stock?

A: The consensus rating for ASH is Hold.

Q: What is the prediction period for ASH stock?

A: The prediction period for ASH is (n+3 month)