Personality Prediction Using Machine Learning on MBTI Model for Team Role Optimization

Personality assessment positions as a vital aspect of psychological research because researchers developed many frameworks to explore individual characteristics. The MyersBriggs Type Indicator (MBTI) emerges as one of the most chosen psychological models because it enables professionals to assess personalities through its organized four preference categories. The research employs an innovative approach to develop an MBTI personality type prediction system through Natural Language Processing collaboration with various Machine Learning Algorithms to process social media text for personality assessment. The research developed its effective and powerful ML model through big social media datasets to detect MBTI types. The research project implements solutions for professional team role optimization next to personality prediction capabilities. Every corporate entity along with their workforce sees that balanced teams through diversity yield productive groups that reduce interpersonal conflicts.

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Publication Details

Published
2025-05-29
DOI
https://doi.org/10.1109/netcrypt65877.2025.11102767
Primary Topic
Big Data and Business Intelligence
Type
article
Field-Weighted Citation Impact
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article

Personality Prediction Using Machine Learning on MBTI Model for Team Role Optimization

K. Lini Dev, Deepak Kumar
Big Data and Business Intelligence
article

Personality Prediction Using Machine Learning on MBTI Model for Team Role Optimization

K. Lini Dev, Deepak Kumar
article en

Abstract

Personality assessment positions as a vital aspect of psychological research because researchers developed many frameworks to explore individual characteristics. The MyersBriggs Type Indicator (MBTI) emerges as one of the most chosen psychological models because it enables professionals to assess personalities through its organized four preference categories. The research employs an innovative approach to develop an MBTI personality type prediction system through Natural Language Processing collaboration with various Machine Learning Algorithms to process social media text for personality assessment. The research developed its effective and powerful ML model through big social media datasets to detect MBTI types. The research project implements solutions for professional team role optimization next to personality prediction capabilities. Every corporate entity along with their workforce sees that balanced teams through diversity yield productive groups that reduce interpersonal conflicts.

Amity University (IN)
Openalex Percentile: Top 66%
Big Data and Business Intelligence
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