scholarly journals Predicting judging-perceiving of Myers-Briggs Type Indicator (MBTI) in online social forum

PeerJ ◽  
2021 ◽  
Vol 9 ◽  
pp. e11382
Author(s):  
En Jun Choong ◽  
Kasturi Dewi Varathan
Keyword(s):  
Machine Learning Algorithms ◽  
Personality Test ◽  
Self Awareness ◽  
Myers Briggs Type Indicator ◽  
Type Indicator ◽  
Textual Data ◽  
Myers Briggs ◽  
Personality Computing ◽  
The Individual ◽  
Do So

The Myers-Briggs Type Indicator (MBTI) is a well-known personality test that assigns a personality type to a user by using four traits dichotomies. For many years, people have used MBTI as an instrument to develop self-awareness and to guide their personal decisions. Previous researches have good successes in predicting Extraversion-Introversion (E/I), Sensing-Intuition (S/N) and Thinking-Feeling (T/F) dichotomies from textual data but struggled to do so with Judging-Perceiving (J/P) dichotomy. J/P dichotomy in MBTI is a non-separable part of MBTI that have significant inference on human behavior, perception and decision towards their surroundings. It is an assessment on how someone interacts with the world when making decision. This research was set out to evaluate the performance of the individual features and classifiers for J/P dichotomy in personality computing. At the end, data leakage was found in dataset originating from the Personality Forum Café, which was used in recent researches. The results obtained from the previous research on this dataset were suggested to be overly optimistic. Using the same settings, this research managed to outperform previous researches. Five machine learning algorithms were compared, and LightGBM model was recommended for the task of predicting J/P dichotomy in MBTI personality computing.

Personality Based Lipstick Color Recommender System using K-Nearest Neighbors Algorithm

2019 ◽  
Vol 6 (1) ◽  
pp. 55-59
Author(s):  
Ryan Adiputra ◽  
Ni Made Satvika Iswari ◽  
Wella Wella
Keyword(s):  
Recommender System ◽  
Euclidean Distance ◽  
Nearest Neighbors ◽  
Training Data ◽  
Personality Test ◽  
Myers Briggs Type Indicator ◽  
K Nearest Neighbors ◽  
Type Indicator ◽  
Myers Briggs ◽  
The Right

Lipstick is a lip color which available in many colors. A research said instant valuation of woman personality can be figured by their lipstick color choice. Therefore there is a necessity to use the right lipstick color to obtain a harmony between personality and appearance. This experiment was conducted to give lipstick color recommendation by using K-Nearest Neighbors algorithm, and Myers-Briggs Type Indicator (MBTI) personality test instrument. The system was built on Android application. Euclidean distance value is affected by 5 factors which are age, introvert, sensing, thinking, and judging. Lipstick color recommendation is obtained by fetching 7 training data with nearest Euclidean distance when compared to personality test result. The colors used in this experiment are nude, pink, red, orange, and purple. After evaluation, it is obtained the application’s accuracy of 87.38% which considered as good classification, both precision and recall with 75.68% which considered as fair classification. The score for software quality is 79.13% which considered as good quality. Keywords—K-Nearest Neighbors, Data Mining, Myers-Briggs Type Indicator,Recommender System, Lipstick.  

Assessing the dream-lag effect among participants with different intuition score measured by the Myers–Briggs Type Indicator.

Dreaming ◽  
2020 ◽  
Vol 30 (3) ◽  
pp. 267-277
Author(s):  
Jiaxi Wang ◽  
Xiaoling Feng ◽  
Ting Bin ◽  
Huiying Ma ◽  
Heyong Shen
Keyword(s):  
Myers Briggs Type Indicator ◽  
Type Indicator ◽  
Lag Effect ◽  
Myers Briggs

Validity of a Measure of Critical Thinking Skills

1987 ◽  
Vol 60 (3_part_2) ◽  
pp. 1223-1230
Author(s):  
Bruce Thompson ◽  
Janet G. Melancon
Keyword(s):  
Critical Thinking ◽  
Construct Validity ◽  
Item Difficulty ◽  
Thinking Skills ◽  
Critical Thinking Skills ◽  
Myers Briggs Type Indicator ◽  
Embedded Figures Test ◽  
Type Indicator ◽  
Embedded Figures ◽  
Myers Briggs

Based on data from 343 subjects, results suggest that Thompson's Test of Critical Thinking Skills has reasonable item difficulty and discrimination coefficients and appears to be valid. Construct validity was investigated by administering the Myers-Briggs Type Indicator and the Group Embedded Figures Test. Although conclusions must be considered tentative pending additional study, the results warrant continued inquiry regarding the measure's value.

Typology as a Moderating Variable in Success in Science

1970 ◽  
Vol 26 (3) ◽  
pp. 711-716 ◽  
Author(s):  
Richard J. Reynolds ◽  
Amy G. Hope
Keyword(s):  
High School ◽  
High School Students ◽  
Science Achievement ◽  
Myers Briggs Type Indicator ◽  
School Students ◽  
Homogeneous Groups ◽  
Heterogeneous Groups ◽  
Type Indicator ◽  
Myers Briggs

Myers-Briggs Type Indicator (MBTI) was examined for its utility as a predictor of intellective behaviors. For beginning, intermediate and advanced high school students measures of GPA, IQ, science achievement, and science aptitude were obtained. MBTI subscales were dichotomized and criteria were analyzed relative to the resultant eight groups. MBTI subscales provided evidence that typology may well be a moderating factor in intellective performance. The intuition (S-N) scale provided consistent indication of typological differences moderating performance. MBTI appeared to be more appropriate for heterogeneous groups and lost its discriminatory utility with homogeneous groups.

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