Enhancing Organizational Efficiency through AI-‎Driven Information Systems Management

Maryam Albadiri; Tahani  Ali Shnawa; Enas  Hakim Mohsin

Authors

Maryam Albadiri Ministry of Higher Education and Scientific
Tahani Ali Shnawa Ministry of Education, Dhi Qar Education Directorate
Enas Hakim Mohsin Ministry of Higher Education and Scientific Research Iraq, Al Furat Al-Aswat University

Keywords:

Interactive, interface, performance enhancement, future ‎visions

Abstract

هدف البحث: تحسين الأداء الإداري والتنظيمي للمؤسسات من خلال واجهة حوارية مصممة خصيصًا، حيث يُدخل المستخدم بياناته فتظهر النتائج، مع التركيز على العناصر الأكثر تأثيرًا في هذا الأداء، وتقديم رؤى مستقبلية.
أدوات البحث: تم استخدام أسلوب الغابة العشوائية ولغة البرمجة بايثون، ودُرست مجموعة من العوامل من مؤسسات ذات تخصصات مختلفة.
نتائج البحث: حقق أسلوب الغابة العشوائية دقة عالية بلغت 92%. كما كان لهذا النموذج المصمم أثرٌ كبير في رفع جودة العمل في المؤسسات من خلال تقديم رؤى مستقبلية وتحديد العوامل الأكثر تأثيرًا على جودة العمل، وأهمها الكفاءة الإنتاجية.

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