Jeff Girard Measurement & evaluation me@jmgirard.com

I work at the seam between psychological measurement and machine learning — building datasets, benchmarks and evaluations for systems that make claims about human behavior.

me@jmgirard.com

Consulting through Girard Consulting LLC

Jeff Girard at a workstation, looking at a monitor showing a data plot.
Affective Communication & Computing Lab · KU
Published record 10 lab-led 58 collaborations
2011 · Criteria and Metrics for Thresholded AU Detection 2013 · Continuous AU Intensity Estimation Using Localized, Sparse Facial Feature Space 2013 · Social Risk and Depression: Evidence from Manual and Automatic Facial Expression Analysis 2014 · BP4D-spontaneous: A High-Resolution Spontaneous 3D Dynamic Facial Expression Database 2014 · CARMA: Software for Continuous Affect Rating and Media Annotation 2014 · Nonverbal Social Withdrawal in Depression: Evidence from Manual and Automatic Analyses 2014 · Perceptions of Interpersonal Behavior Are Influenced by Gender, Facial Expression Intensity, and Head Pose 2015 · Automated Audiovisual Depression Analysis 2015 · Estimating Smile Intensity: A Better Way 2015 · FERA 2015 - Second Facial Expression Recognition and Analysis Challenge 2015 · How Much Training Data for Facial Action Unit Detection? 2015 · Real-Time Dense 3D Face Alignment from 2D Video with Automatic Facial Action Unit Coding 2015 · Speech Volume Indexes Sex Differences in the Social-Emotional Effects of Alcohol 2015 · Spontaneous Facial Expression in Unscripted Social Interactions Can Be Measured Automatically 2016 · A Primer on Observational Measurement 2016 · Multimodal Spontaneous Emotion Corpus for Human Behavior Analysis 2017 · Comparison of Comprehensive and Abstinence-Only Sexuality Education in Young African American Adolescents 2017 · FERA 2017 - Addressing Head Pose in the Third Facial Expression Recognition and Analysis Challenge 2017 · Historical Heterogeneity Predicts Smiling: Evidence from Large-Scale Observational Analyses 2017 · Interpersonal Problems across Levels of the Psychopathology Hierarchy 2017 · Large-Scale Observational Evidence of Cross-Cultural Differences in Facial Behavior 2017 · Momentary Patterns of Covariation between Specific Affects and Interpersonal Behavior: Linking Relationship Science and Personality Assessment 2017 · Open-Source Software for Continuous Measurement and Media Annotation 2017 · Sayette Group Formation Task (GFT) Spontaneous Facial Expression Database 2018 · Affective Facial Computing: Generalizability across Domains 2018 · DARMA: Software for Dual Axis Rating and Media Annotation 2018 · The Association between Daily Posttraumatic Stress Symptoms and Pain over the First 14 Days after Injury: An Experience Sampling Study 2019 · Alexithymia – Not Autism – Is Associated with Frequency of Social Interactions in Adults 2019 · Democratizing Psychological Insights from Analysis of Nonverbal Behavior 2019 · Narcissistic Admiration and Rivalry: An Interpersonal Approach to Construct Validation 2019 · Reconsidering the Duchenne Smile: Indicator of Positive Emotion or Artifact of Smile Intensity? 2020 · Context-Dependent Models for Predicting and Characterizing Facial Expressiveness 2020 · Depression Severity Assessment for Adolescents at High Risk of Mental Disorders 2020 · Properties of the Continuous Assessment of Interpersonal Dynamics across Sex, Level of Familiarity, and Interpersonal Conflict 2020 · Toward Multimodal Modeling of Emotional Expressiveness 2021 · Reconsidering the Duchenne Smile: Formalizing and Testing Hypotheses about Eye Constriction and Positive Emotion 2021 · A Bayesian Multilevel Analysis of the Longitudinal Associations between Relationship Quality and Suicidal Ideation and Attempts among Youth with Bipolar Disorder 2021 · Goals, Tasks, and Bonds: Toward the Computational Assessment of Therapist versus Client Perception of Working Alliance 2021 · In the Eye of the Beholder: A Comprehensive Analysis of Stimulus Type, Perceiver, and Target in Physical Attractiveness Perceptions 2021 · To Rate or Not to Rate: Investigating Evaluation Methods for Generated Co-Speech Gestures 2022 · Computational Analysis of Spoken Language in Acute Psychosis and Mania 2022 · Toward Causal Understanding of Therapist-Client Relationships: A Study of Language Modality and Social Entrainment 2022 · Weighting Schemes and Incomplete Data: A Generalized Bayesian Framework for Chance-Corrected Interrater Agreement 2023 · DynAMoS: The Dynamic Affective Movie Clip Database for Subjectivity Analysis 2023 · Human and Machine Recognition of Dynamic and Static Facial Expressions: Prototypicality, Ambiguity, and Complexity 2023 · Randomized Trial of Brief Interpersonal Psychotherapy and Cognitive Behavioral Therapy for Depression Delivered Both In-Person and by Telehealth 2023 · Representation Learning for Interpersonal and Multimodal Behavior Dynamics: A Multiview Extension of Latent Change Score Models 2024 · Associations between Transdiagnostic Traits of Psychopathology and Hybrid Posttraumatic Stress Disorder Factors in a Trauma-Exposed Community Sample 2024 · Are Within- and between-Session Changes in Distress Associated with Treatment Outcomes? Findings from Two Clinical Trials of Exposure for Eating Disorders 2024 · GeSTICS: A Multimodal Corpus for Studying Gesture Synthesis in Two-Party Interactions with Contextualized Speech 2024 · It's the Sentiment That Counts: Comparing Sentiment Analysis Tools for Estimating Affective Valence in Dream Reports 2024 · Sources of Environmental Reinforcement and Engagement in Health Risk Behaviors among a General Population Sample of US Adults 2025 · Dynamic and Dyadic Relationships between Facial Behavior, Working Alliance, and Treatment Outcomes during Depression Therapy 2025 · From Intuition to Innovation: Empirical Illustrations of Multimodal Measurement in Psychotherapy Research 2025 · Transdiagnostic Modeling of Clinician-Rated Symptoms in Affective and Nonaffective Psychotic Disorders 2025 · Alcohol and Emotion: Analyzing Convergence between Facially Expressed and Self-Reported Indices of Emotion under Alcohol Intoxication 2025 · Depressive Symptoms among Hispanic Americans: Investigating the Interplay of Acculturation and Demographics 2025 · Individualized Machine-Learning-Based Clinical Assessment Recommendation System 2025 · Seamless Interaction: Dyadic Audiovisual Motion Modeling and Large-Scale Dataset 2025 · The Effects of Alcohol in Groups of Heavy-Drinking Young Adults: A Multimodal Investigation of Alcohol Responses in a Laboratory Social Setting 2025 · The Role of Hyper-Palatable Foods in Energy Intake Measured Using Mobile Food Photography Methodology 2025 · Worth the Weight: An Examination of Unstructured and Structured Data in Graduate Admissions 2026 · Computational Analysis of Expressive Behavior in Clinical Assessment 2026 · Sentiment Analysis of Naturalistic Speech Using Open-Weight Large Language Models 2026 · Examining the Role of Insomnia in Maintaining Binge Eating and Restricting in United States Veterans 2026 · EXPRESS: How Influencers Grow: An Empirical Study and Future Research Agenda 2026 · Narcissism from Every Angle: An Interpersonal Analysis of Narcissism in Young Adults In press · Building Open Science into Graduate Training in Clinical Psychology

68publications, 2011–2026 10lab-led 30open preprints 23with data or code 19open-source tools 6datasets and benchmarks


About

I’m an Associate Professor of Psychology and Data Science at the University of Kansas, where I direct the Affective Communication and Computing Lab. I trained as a clinical psychologist — PhD, University of Pittsburgh, 2018 — and my research is about measuring things that resist measurement: emotion, clinical state, the texture of a conversation.

That work has appeared in Annual Review of Clinical Psychology, Journal of Consulting and Clinical Psychology and Affective Science, and it has produced open-source tools that other researchers use.

Through Girard Consulting I bring the same standards to applied work — dataset and benchmark design, model evaluation and generative psychometrics for teams building systems that reason about people. I’m also a co-founder of SMaRT Workshops and Principal Scientist at Fluid Concepts Research.

What I am hired for, in three ranges.

AI evaluation

For teams shipping systems that make claims about people.

  • Dataset and benchmark design and collection
  • Model evaluation
  • Generative psychometrics

Measurement and statistics

For work that has to survive review.

  • Instrument development and validation
  • Inter-rater reliability and psychometrics
  • Study design and statistical analysis

Tooling and training

For teams who want the capability in-house.

  • R package and pipeline development
  • Workshops and methods training

Software I build, labeled with its real state.

All 19 tools

Every tool carries its calibration: 9 in calibration, 8 under calibration, 2 withdrawn. I would rather you know which is which.

The datasets and benchmarks behind the claim.

All 6 sets
  1. 2026 FriendBench Benchmark 96 dyads GATED
  2. 2025 Seamless Interaction Dataset 4,000+ hours · 4,000+ participants OPEN
  3. 2023 DynAMoS Dataset 22 clips · 83 raters ON REQUEST
  4. 2017 GFT Dataset 96 participants ON REQUEST
  5. 2016 MMSE / BP4D+ Dataset 140 participants ON REQUEST
  6. 2014 BP4D Dataset 41 participants ON REQUEST

Work I drove.

Full record — all 68
  1. 2026

    Sentiment Analysis of Naturalistic Speech Using Open-Weight Large Language Models

    Affective Science, 7, 166–180

    DOI Preprint Materials

  2. 2026

    Computational Analysis of Expressive Behavior in Clinical Assessment

    Annual Review of Clinical Psychology, 22, 49–75

    DOI Preprint Materials

  3. 2025

    Dynamic and Dyadic Relationships between Facial Behavior, Working Alliance, and Treatment Outcomes during Depression Therapy

    Journal of Consulting and Clinical Psychology, 93, 749–760

    DOI Preprint Materials

  4. 2023

    DynAMoS: The Dynamic Affective Movie Clip Database for Subjectivity Analysis

    Proceedings of the 11th International Conference on Affective Computing and Intelligent Interaction (ACII), 1–8

    DOI Preprint Materials

  5. 2021

    Reconsidering the Duchenne Smile: Formalizing and Testing Hypotheses about Eye Constriction and Positive Emotion

    Affective Science, 2, 32–47

    DOI Preprint Materials