Spotify Insights on MBTI Personality Types
This visualization attempts to better understand the relationship between personality types and musical preferences through a dataset crowd sourced by Spotify users.
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Project Overview
The dataset includes 4,077 Spotify playlists, each labeled with an MBTI personality type and function pair. It features audio attributes like danceability, energy, and tempo, with mean and standard deviation values. The data combines relational aspects (playlists and personality types) and thematic aspects (audio features), with scores assigned to create quantitative measures.
Spotify MBTI Playlists | Kaggle
What is MBTI
isabel briggs
MYERS
katherine cook
BRIGGS
Myers Briggs Type Indicator
Katherine and Isabel Briggs Myers developed the MBTI from Carl Jung's Psychological Types, classifying people into 16 personalities based on Extraversion/Introversion, Sensing/Intuition, Thinking/Feeling, and Judging/Perceiving. The test uses 93 forced-choice questions to help individuals explore their preferences, traits, and relationships, rather than ranking personalities or diagnosing issues.
ABOUT THE DATASET
The Kaggle dataset includes 4,077 Spotify playlists labeled with MBTI personality types and function pairs. It features 6 audio quality attributes (with mean and standard deviation) and 8 key counts for major and minor modalities. The dataset merges relational data (playlists and personality types) with thematic audio features, using scores to generate quantitative metrics.
The Kaggle dataset is skewed due to the limited number of playlists associated with Sentinel (SJ) function pairs.
Function Pairs
Personality theory explores how shared traits influence behaviors and attitudes, forming 16 personality types. These are grouped into four Roles based on two traits:
Analysts (Intuitive and Thinking)
Diplomats (Intuitive and Feeling)
Sentinels (Observant and Judging)
Explorers (Observant and Prospecting)
Diplomat
Empathetic and ideological, with a preference for a humanistic perspective.
Analysts
Rational and knowledgeable, favoring strategic and imaginative solutions.
Explorers
Practical, grounded, quick-thinking, and spontaneous.
Sentinels
Prefer stability and predictability; practical, organized, and responsible.
16 Personalities Intro
Hover to read more about each personality type (on desktop)
Diplomats
Idealistic and empathetic, INFPs are driven by their values and a desire for authenticity. They seek meaningful connections and personal growth.
Visionary and insightful, INFJs are driven by their ideals and a deep sense of purpose. They are often seen as compassionate and inspiring leaders.
Enthusiastic and imagianative, ENFPs are passionate about their ideas and enjoy inspiring others. They are sociable and value creativity and freedom.
Charismatic and inspiring, ENFJs are natural leaders who are driven by a desire to make a positive impact. They are empathetic and excel at motivating others.
Analysts
Curious and inventive, INTPs are logical problem solvers who enjoy exploring complex theories and concepts. They are independent and intellectually driven.
Strategic and analytical, INTJs are independent thinkers who excel at long-term planning and problem-solving. They value knowledge and competence.
Quick-witted and resourceful, ENTPs love intellectual challenges and debates. They are innovative and enjoy exploring new possibilities.
Confident and strategic, ENTJs are decisive leaders who excel at setting goals and achieving them. They are focused on efficiency and effectiveness.
Sentinels
Warm and nurturing, ISFJs are dedicated caregivers who prioritize harmony and tend to the needs of others with empathy and patience.
Reliable and detail-oriented, ISTJs value tradition and prefer structured environments. They excel in planning and organization.
Sociable and caring, ESFJs are dedicated to helping others and fostering community. They are attentive to the needs of those around them and thrive in social settings.
Organized and dependable, ESTJs are natural leaders who value order and efficiency. They are decisive and excel at managing projects and people.
Explorers
Gentle and spontaneous, ISFPs are sensitive to beauty and aesthetics. They live in the moment and express themselves through creative endeavors.
Practical and resourceful, ISTPs are hands-on problem solvers who thrive in dynamic environments. They enjoy working with tools and technology.
Outgoing and fun-loving, ESFPs live for the moment and seek excitement. They are natural entertainers who enjoy socializing and engaging with others.
Energetic and action-oriented, ESTPs thrive in fast-paced environments and enjoy taking risks. They are adaptable and quick thinkers.
