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Title: :  PERSONALITY PREDICTION USING ML
PaperId: :  27621
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 6 2025
DUI:    16.0415/IJARIIE-27621
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Tanvi Dashrath BhagatSanghavi College of Engineering
Sandeep R. JadhavSanghavi College of Engineering

Abstract

Computer Engineering
Personality Prediction, Machine Learning, K-Means Clustering, Gaussian Mixture Model, OCEAN Model
Personality prediction plays a vital role in understanding human behavior, decision-making, and social dynamics. The OCEAN model comprising Openness, Conscientiousness, Extraversion, Agreeableness, and Neuroticism is a widely recognized framework for assessing personality traits. Integrating this model with machine learning (ML) represents a promising interdisciplinary approach, blending psychology, computer science, and data analysis. The Ocean Model theory conceptualizes personality traits as dynamic, wave-like patterns that shift over time, similar to ocean tides. By analyzing these behavioral fluctuations through ML algorithms, it becomes possible to predict individual personality traits with high precision. This study introduces a machine learning-based method to predict personality using participant responses from a personality questionnaire. Algorithms such as K-Means Clustering and Gaussian Mixture Model (GMM) were employed to classify and forecast personality scores.The results demonstrate strong predictive accuracy, with one model outperforming the rest. The study highlights the effectiveness of ML in personality assessment and its potential applications in domains like human resources, marketing, and mental health. It also outlines key challenges and future directions for refining this innovative approach.

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IJARIIE Tanvi Dashrath Bhagat, and Sandeep R. Jadhav. "PERSONALITY PREDICTION USING ML" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 6 2025 Page 108-113
MLA Tanvi Dashrath Bhagat, and Sandeep R. Jadhav. "PERSONALITY PREDICTION USING ML." International Journal Of Advance Research And Innovative Ideas In Education 11.6(2025) : 108-113.
APA Tanvi Dashrath Bhagat, & Sandeep R. Jadhav. (2025). PERSONALITY PREDICTION USING ML. International Journal Of Advance Research And Innovative Ideas In Education, 11(6), 108-113.
Chicago Tanvi Dashrath Bhagat, and Sandeep R. Jadhav. "PERSONALITY PREDICTION USING ML." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 6 (2025) : 108-113.
Oxford Tanvi Dashrath Bhagat, and Sandeep R. Jadhav. 'PERSONALITY PREDICTION USING ML', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 6, 2025, p. 108-113. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/PERSONALITY_PREDICTION_USING_ML_ijariie27621.pdf (Accessed : 11 November 2025).
Harvard Tanvi Dashrath Bhagat, and Sandeep R. Jadhav. (2025) 'PERSONALITY PREDICTION USING ML', International Journal Of Advance Research And Innovative Ideas In Education, 11(6), pp. 108-113IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/PERSONALITY_PREDICTION_USING_ML_ijariie27621.pdf (Accessed : 11 November 2025)
IEEE Tanvi Dashrath Bhagat, and Sandeep R. Jadhav, "PERSONALITY PREDICTION USING ML," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 6, pp. 108-113, Nov-Dec 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/PERSONALITY_PREDICTION_USING_ML_ijariie27621.pdf [Accessed : 11 November 2025].
Turabian Tanvi Dashrath Bhagat, and Sandeep R. Jadhav. "PERSONALITY PREDICTION USING ML." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 6 (11 November 2025).
Vancouver Tanvi Dashrath Bhagat, and Sandeep R. Jadhav. PERSONALITY PREDICTION USING ML. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : 11 November 2025]; 11(6) : 108-113. Available from: https://ijariie.com/AdminUploadPdf/PERSONALITY_PREDICTION_USING_ML_ijariie27621.pdf
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