Predicting Auditor Opinion and Stock Price Using Machine Learning Techniques: Evidence from Egypt
| المصدر: | المجلة العلمیة للدراسات والبحوث المالیة والإداریة |
|---|---|
| الناشر: | جامعة مدينة السادات - كلية التجارة |
| المؤلف الرئيسي: | El Guoshy, Omayma Rizk (Author) |
| مؤلفين آخرين: | Elbrashy, Ahmed Mahmoud Ahmed (Co-Author) , El-Sharawy, Bassant Badr El-Din (Co-Author) |
| المجلد/العدد: | مج16, ع1 |
| محكمة: | نعم |
| الدولة: |
مصر |
| التاريخ الميلادي: |
2024
|
| الشهر: | مارس |
| الصفحات: | 480 - 519 |
| ISSN: |
2682-2113 |
| رقم MD: | 1460662 |
| نوع المحتوى: | بحوث ومقالات |
| اللغة: | الإنجليزية |
| قواعد المعلومات: | EcoLink |
| مواضيع: | |
| كلمات المؤلف المفتاحية: |
Auditor Opinion | Stock Price | Machine Learning | Decision Tree "DT" | Neural Network "NN" | Bayesian Network "BN" | Support Vector Machine "SVM" | K-Nearest Neighbors "K-NN" | Rough Sets "RS" | Random Forest | Probit Regression
|
| رابط المحتوى: |
عدد مرات التحميل
3
| المستخلص: |
The research aims to predicting auditor opinion and stock price using Machine Learning. Techniques the Decision Tree (DT), Neural Network (NN), Bayesian Network (BN), Support Vector Machine (SVM), K-Nearest Neighbors (K-NN), Rough Sets (RS), and Random Forest (RF) are the most widely used machine learning approaches that deal with financial variables. Additionally, this study use Probit Regression. The data of this study consists of 758 firm-years of Egyptian companies listed on Egyptian Stock Market from 2012 to 2022. The results revealed that positive relationship between auditor opinion and stock prices, audit opinion significantly different between the actual value and the predicted using machine learning techniques and stock price significantly different between the actual value and the predicted using machine learning techniques. The research recommends measuring the impact machine learning algorithms and continuous auditing, audit quality, and internal auditing in the Egyptian environment. |
|---|---|
| ISSN: |
2682-2113 |
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