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Psychometric and Validity Issues in Machine Learning Approaches to Personality Assessment: A Focus on Social Media Text Mining
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What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
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Personality Expression and Impression Formation in Online Social Networks: An Integrative Approach to Understanding the Processes of Accuracy, Impression Management and Meta–Accuracy
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Situation Trait Relevance, Trait Expression, and Cross-Situational Consistency: Testing a Principle of Trait Activation
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Multi-Objective Machine Learning
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Why People Use Social Networking Sites
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Why people use social networking sites: An empirical study integrating network externalities and motivation theory
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The influence of personality on Facebook usage, wall postings, and regret
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A tale of two sites: Twitter vs. Facebook and the personality predictors of social media usage
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Twitter versus Facebook: Exploring the role of narcissism in the motives and usage of different social media platforms
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A motives framework of social media website use: A survey of young Americans
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Instagram: Motives for its use and relationship to narcissism and contextual age
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Testing the measurement equivalence of personality adjective items across cultures
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You are what you tweet: Personality expression and perception on Twitter
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Perceptions of personality in text-based media and OSN: A meta-analysis
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Rating e-mail personality at zero acquaintance
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Self-presentation and belonging on Facebook: How personality influences social media use and motivations
inferredcites →https://doi.org/10.1016/j.paid.2013.10.001openalex-snapshot
The dark side of Facebook: Semantic representations of status updates predict the Dark Triad of personality
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Extraversion, neuroticism, attachment style and fear of missing out as predictors of social media use and addiction
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Fostering socio-informational behaviors online: The interactive effect of openness to experience and extraversion
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Predicting the Big 5 personality traits from digital footprints on social media: A meta-analysis
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The weirdest people in the world?
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Personality differences predict health-risk behaviors in young adulthood: Evidence from a longitudinal study.
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A cognitive-affective system theory of personality: Reconceptualizing situations, dispositions, dynamics, and invariance in personality structure.
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On the accuracy of personality judgment: A realistic approach.
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Big data in psychological research.
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Big data science: A philosophy of science perspective.
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Big data for enhancing measurement quality.
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Text mining: A field of opportunities.
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Reporting standards for research in psychology: Why do we need them? What might they be?
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e-Perceptions: Personality Impressions Based on Personal Websites.
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Personality in cyberspace: Personal web sites as media for personality expressions and impressions.
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Patterns of mean-level change in personality traits across the life course: A meta-analysis of longitudinal studies.
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The Concept of Validity.
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Mechanisms by which childhood personality traits influence adult health status: Educational attainment and healthy behaviors.
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The standards for educational and psychological testing.
inferredcites →https://doi.org/10.1037/a0027329openalex-snapshot
Personality impressions from identity claims on Facebook.
inferredcites →https://doi.org/10.1037/a0039244openalex-snapshot
Social media: A contextual framework to guide research and practice.
inferredcites →https://doi.org/10.1037/apl0000405openalex-snapshot
Using machine learning to translate applicant work history into predictors of performance and turnover.
inferredcites →https://doi.org/10.1037/met0000091openalex-snapshot
Gaining insights from social media language: Methodologies and challenges.
inferredcites →https://doi.org/10.1037/pspi0000061openalex-snapshot
Knowledge of identity and reputation: Do people have knowledge of others’ perceptions?
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Automatic personality assessment through social media language.
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Reassessing the good judge of personality.
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A multi-rater framework for studying personality: The trait-reputation-identity model.
inferredcites →https://doi.org/10.1073/pnas.1218772110openalex-snapshot
Private traits and attributes are predictable from digital records of human behavior
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Personality and technology acceptance: the influence of personality factors on the core constructs of the Technology Acceptance Model
inferredcites →https://doi.org/10.1080/08838150902908270openalex-snapshot
Social Interaction and Co-Viewing With YouTube: Blending Mass Communication Reception and Social Connection
inferredcites →https://doi.org/10.1089/cyber.2010.0087openalex-snapshot
Manifestations of Personality in Online Social Networks: Self-Reported Facebook-Related Behaviors and Observable Profile Information
inferredcites →https://doi.org/10.1108/02683940910974134openalex-snapshot
Future employment selection methods: evaluating social networking web sites
inferredcites →https://doi.org/10.1108/jmp-07-2016-0220openalex-snapshot
Personality perception based on LinkedIn profiles
inferredcites →https://doi.org/10.1111/aphw.12123openalex-snapshot
Internet Searches for Affect‐Related Terms: An Indicator of Subjective Well‐Being and Predictor of Health Outcomes across US States and Metro Areas
inferredcites →https://doi.org/10.1111/j.1467-6494.2007.00458.xopenalex-snapshot
Situation‐Based Contingencies Underlying Trait‐Content Manifestation in Behavior
inferredcites →https://doi.org/10.1111/j.1468-2389.2007.00371.xopenalex-snapshot
The Convergent Validity between Self and Observer Ratings of Personality: A meta‐analytic review
inferredcites →https://doi.org/10.1111/j.1530-0277.1988.tb00232.xopenalex-snapshot
Childhood Personality Predicts Alcohol Abuse in Young Adults
inferredcites →https://doi.org/10.1111/j.1559-1816.2011.00881.xopenalex-snapshot
Social Networking Websites, Personality Ratings, and the Organizational Context: More Than Meets the Eye?1
inferredcites →https://doi.org/10.1111/j.1744-6570.1991.tb00688.xopenalex-snapshot
THE BIG FIVE PERSONALITY DIMENSIONS AND JOB PERFORMANCE: A META‐ANALYSIS
inferredcites →https://doi.org/10.1111/peps.12296openalex-snapshot
LinkedIn as a new selection method: Psychometric properties and assessment approach
inferredcites →https://doi.org/10.1136/pgmj.34.393.398-aopenalex-snapshot
Personality and Motivation Structure and Measurement
inferredcites →https://doi.org/10.1146/annurev.psych.54.101601.145041openalex-snapshot
Psychological Aspects of Natural Language Use: Our Words, Our Selves
inferredcites →https://doi.org/10.1177/0146621618795933openalex-snapshot
psychmeta : An R Package for Psychometric Meta-Analysis
inferredcites →https://doi.org/10.1177/0149206313515524openalex-snapshot
Social Media for Selection? Validity and Adverse Impact Potential of a Facebook-Based Assessment
inferredcites →https://doi.org/10.1177/0956797609360756openalex-snapshot
Facebook Profiles Reflect Actual Personality, Not Self-Idealization
inferredcites →https://doi.org/10.1177/0963721412445309openalex-snapshot
Accurate Personality Judgment
inferredcites →https://doi.org/10.1177/0963721419827849openalex-snapshot
Human and Computer Personality Prediction From Digital Footprints
inferredcites →https://doi.org/10.1177/1088868310361240openalex-snapshot
How Should the Internal Structure of Personality Inventories Be Evaluated?
inferredcites →https://doi.org/10.1177/1088868310366253openalex-snapshot
Internal Consistency, Retest Reliability, and Their Implications for Personality Scale Validity
inferredcites →https://doi.org/10.1177/1088868318772990openalex-snapshot
Using Machine Learning to Advance Personality Assessment and Theory
inferredcites →https://doi.org/10.1177/1461444813495166openalex-snapshot
Impression management and formation on Facebook: A lens model approach
inferredcites →https://doi.org/10.1177/1745691612442904openalex-snapshot
A Review of Facebook Research in the Social Sciences
inferredcites →https://doi.org/10.1177/2515245917747646openalex-snapshot
Many Analysts, One Data Set: Making Transparent How Variations in Analytic Choices Affect Results
inferredcites →https://doi.org/10.1177/2515245918810511openalex-snapshot
Corrigendum: Many Analysts, One Data Set: Making Transparent How Variations in Analytic Choices Affect Results
inferredcites →https://doi.org/10.1207/s15327965pli0704_1openalex-snapshot
Personality, Modernity, and the Storied Self: A Contemporary Framework for Studying Persons
inferredcites →https://doi.org/10.1371/journal.pone.0073791openalex-snapshot
Personality, Gender, and Age in the Language of Social Media: The Open-Vocabulary Approach
inferredcites →https://doi.org/10.1525/9780520350519openalex-snapshot
Perception and the Representative Design of Psychological Experiments
inferredcites →https://doi.org/10.1609/icwsm.v7i2.14467openalex-snapshot
Workshop on Computational Personality Recognition: Shared Task
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Predicting Personality from Social Media Text
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Social Media Use and Access to Digital Technology in US Young Adults in 2016
inferredcites →https://doi.org/10.2307/1162101openalex-snapshot
Statistical Theories of Mental Test Scores
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Text speaks louder: Insights into Personality from Natural Language Processing
inferred← citeshttps://doi.org/10.31234/osf.io/4xzpmopenalex-snapshot
A meta-analytic investigation of the psychometric evidence of language-based machine learning personality assessment
inferred← citeshttps://doi.org/10.31234/osf.io/ahtr9openalex-snapshot
Development and validation of an artificial intelligence chatbot to assess personality
inferred← citeshttps://doi.org/10.31234/osf.io/bqnmkopenalex-snapshot
Can an algorithm tell how spiritual you are? Measuring spirituality from text using Generative Pre-trained Transformers
inferred← citeshttps://doi.org/10.31234/osf.io/ck2bjopenalex-snapshot
Computational Personality Assessment - An Overview and Perspective
inferred← citeshttps://doi.org/10.31234/osf.io/hvk5popenalex-snapshot
Descriptive, predictive and explanatory personality research: Different goals, different approaches, but a shared need to move beyond the Big Few traits
inferred← citeshttps://doi.org/10.31234/osf.io/mjph3openalex-snapshot
A Conceptual Framework for Investigating and Mitigating Machine Learning Measurement Bias (MLMB) in Psychological Assessment
inferred← citeshttps://doi.org/10.31235/osf.io/cerzsopenalex-snapshot
A Systematic Evaluation of Text Mining Methods for Short Texts: Mapping Individuals’ Internal States from Online Posts
inferred← citeshttps://doi.org/10.3390/rel13090778openalex-snapshot
Using Social Media to Assess Expressions of Gratitude to God: Issues for Consideration
inferred← citeshttps://doi.org/10.3724/sp.j.1042.2022.00157openalex-snapshot
A new type of mental health assessment using artificial intelligence technique
inferred← citeshttps://doi.org/10.3758/s13428-024-02381-9openalex-snapshot
A systematic evaluation of text mining methods for short texts: Mapping individuals’ internal states from online posts
inferred← citeshttps://doi.org/10.4018/979-8-3693-0683-3.ch020openalex-snapshot
Personality Prediction Based on Myers-Briggs Type Indicator Using Machine Learning
inferred← citeshttps://doi.org/10.48550/arxiv.2103.09632openalex-snapshot
Inferred vs traditional personality assessment: are we predicting the same thing?
inferred← citeshttps://doi.org/10.53841/bpsadm.2025.17.2.14openalex-snapshot
Social media and applied psychological assessment: Key issues and future directions for test users and practitioners
inferred← citeshttps://doi.org/10.62270/jirms.vi.35openalex-snapshot
Investigating the Relationship between the Big Five Personality Traits model and Selfie Posting behavior with the moderating role of Culture and Marital status among University Students
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