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Psychometric and Validity Issues in Machine Learning Approaches to Personality Assessment: A Focus on Social Media Text Mining
16 references·6 citing·51 second hop
Psychometric and Validity Issues in Machine Learning Approaches to Personality Assessment: A Focus on Social Media Text Mining (2020)Psychometric and Validity Issues in Machi…The standards for educational and psychological testing. (2013)The standards for educational…Private traits and attributes are predictable from digital records of human behavior (2013)Private traits and attributes…Personality, Gender, and Age in the Language of Social Media: The Open-Vocabulary Approach (2013)Personality, Gender, and Age …A Review of Facebook Research in the Social Sciences (2012)A Review of Facebook Research…Why people use social networking sites: An empirical study integrating network externalities and motivation theory (2011)Why people use social network…The weirdest people in the world? (2010)The weirdest people in the wo…Patterns of mean-level change in personality traits across the life course: A meta-analysis of longitudinal studies. (2006)Patterns of mean-level change…The Concept of Validity. (2004)The Concept of Validity.Psychological Aspects of Natural Language Use: Our Words, Our Selves (2002)Psychological Aspects of Natu…Situation Trait Relevance, Trait Expression, and Cross-Situational Consistency: Testing a Principle of Trait Activation (2000)Situation Trait Relevance, Tr…Personality, Modernity, and the Storied Self: A Contemporary Framework for Studying Persons (1996)Personality, Modernity, and t…On the accuracy of personality judgment: A realistic approach. (1995)On the accuracy of personalit…A cognitive-affective system theory of personality: Reconceptualizing situations, dispositions, dynamics, and invariance in personality structure. (1995)A cognitive-affective system …THE BIG FIVE PERSONALITY DIMENSIONS AND JOB PERFORMANCE: A META‐ANALYSIS (1991)THE BIG FIVE PERSONALITY DIME…Statistical Theories of Mental Test Scores (1969)Statistical Theories of Menta…Perception and the Representative Design of Psychological Experiments (1956)Perception and the Representa…The high-dimensional psychological profile of ChatGPT (2025)The high-dimensional psycholo…Research on the Chinese capital culture perception based on Weibo big data (2025)Research on the Chinese capit…Can Large Language Models Assess Personality From Asynchronous Video Interviews? A Comprehensive Evaluation of Validity, Reliability, Fairness, and Rating Patterns (2024)Can Large Language Models Ass…Machine Learning and Prediction in Psychological Assessment (2022)Machine Learning and Predicti…LinkedIn‐based assessments of applicant personality, cognitive ability, and likelihood of organizational citizenship behaviors: Comparing self‐, other‐, and language‐based automated ratings (2022)LinkedIn‐based assessments of…Smarter people analytics with organizational text data: Demonstrations using classic and advanced NLP models (2021)Smarter people analytics with…Handbook of Industrial and Organizational Psychology. (1977)Validation of the five-factor model of personality across instruments and observers. (1987)Personality Structure: Emergence of the Five-Factor Model (1990)An Introduction to the Five‐Factor Model and Its Applications (1992)The Big Five Trait taxonomy: History, measurement, and theoretical perspectives. 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References

  • 2010The weirdest people in the world?12,599 cited
  • 1991THE BIG FIVE PERSONALITY DIMENSIONS AND JOB PERFORMANCE: A META‐ANALYSIS8,686 cited
  • 1969Statistical Theories of Mental Test Scores8,023 cited
  • 2013The standards for educational and psychological testing.6,992 cited
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  • 2006Patterns of mean-level change in personality traits across the life course: A meta-analysis of longitudinal studies.3,316 cited
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  • 2013Private traits and attributes are predictable from digital records of human behavior2,827 cited
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  • 2013Personality, Gender, and Age in the Language of Social Media: The Open-Vocabulary Approach1,700 cited
  • 2011Why people use social networking sites: An empirical study integrating network externalities and motivation theory1,609 cited
  • 1995On the accuracy of personality judgment: A realistic approach.1,341 cited
  • 2012A Review of Facebook Research in the Social Sciences1,226 cited

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  • 1996Personality, Modernity, and the Storied Self: A Contemporary Framework for Studying Persons1,208 cited
  • 2000Situation Trait Relevance, Trait Expression, and Cross-Situational Consistency: Testing a Principle of Trait Activation1,174 cited
  • Cited by

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    • 2022Machine Learning and Prediction in Psychological Assessment45 cited
    • 2024Can Large Language Models Assess Personality From Asynchronous Video Interviews? A Comprehensive Evaluation of Validity, Reliability, Fairness, and Rating Patterns41 cited
    • 2022LinkedIn‐based assessments of applicant personality, cognitive ability, and likelihood of organizational citizenship behaviors: Comparing self‐, other‐, and language‐based automated ratings33 cited
    • 2025The high-dimensional psychological profile of ChatGPT23 cited
    • 2025Research on the Chinese capital culture perception based on Weibo big data9 cited