Related Experiment Video
Updated: Nov 8, 2025

Assessment of Social Interaction Behaviors
Published on: February 25, 2011
Continuous measurement of attachment behavior: A multimodal view of the strange situation procedure
Emily B Prince1, Arridhana Ciptadi2, Yudong Tao1
1University of Miami, United States.
Insights
Objective sensors can now quantify infant attachment behaviors during the Strange Situation Procedure (SSP). This technology offers a continuous, objective record, complementing expert assessments for better understanding infant-parent interaction.
Area of Science:
- Developmental Psychology
- Infant Behavior and Development
- Social-Emotional Functioning
Background:
- Infant attachment is crucial for social-emotional development, typically assessed via the time-intensive Strange Situation Procedure (SSP).
- Current SSP methods lack objective, continuous behavioral data, relying on expert interpretation.
- There is a need for objective, quantifiable measures of infant attachment behaviors.
Purpose of the Study:
- To develop and validate objective, multimodal sensor-based measures for quantifying infant attachment behaviors during the SSP.
- To assess the predictive validity of these objective measures against expert-derived attachment classifications.
- To explore the potential of inexpensive sensors for continuous infant behavior monitoring.
Main Methods:
- Forty-nine 1-year-olds and their mothers participated in the SSP.
- Multimodal data including 3D movement (Kinect sensors) and audio (LENA recordings for crying duration) were collected.
- Theoretically-informed measures (e.g., dyadic contact, infant approach velocity, crying) were derived to predict attachment outcomes.
Main Results:
- Objective multimodal measures significantly predicted 8 out of 9 expert ratings of infant attachment behaviors during SSP reunions.
- These measures explained approximately 50% of the variance in key attachment dimensions like approach/avoidance and resistance/disorganization.
- Including all objective measures predicted individual ratings with an average accuracy of one Likert scale point.
Conclusions:
- Inexpensive sensors (Kinect, LENA) can effectively quantify infant attachment behaviors within the SSP framework.
- Objective measurement holds significant promise for enhancing the understanding of infant-parent interactions and attachment.
- This approach offers a more efficient and objective alternative to traditional expert-based SSP classifications.
Abstract:
Infant attachment is a critical indicator of healthy infant social-emotional functioning, which is typically measured using the gold-standard Strange Situation Procedure (SSP). However, expert-based attachment classifications from the SSP are time-intensive (with respect both to expert training and rating), and do not provide an objective, continuous record of infant behavior. To continuously quantify predictors of key attachment behaviors and dimensions, multimodal movement and audio data were collected during the SSP. Forty-nine 1-year-olds and their mothers participated in the SSP and were tracked in three-dimensional space using five synchronized Kinect sensors; LENA recordings were used to quantify crying duration. Theoretically-informed multimodal measures of attachment-related behavior (e.g., dyadic contact duration, infant velocity of approach toward the mother, and infant crying) were used to predict expert rating scales and dimensional summaries of attachment outcomes. Stepwise regressions identified sets of multimodal objective measures that were significant predictors of eight of nine of the expert ratings of infant attachment behaviors in the SSP's two reunions. These multimodal measures predicted approximately half of the variance in the summary approach/avoidance and resistance/disorganization attachment dimensions. Incorporating all objective measures as predictors regardless of significance levels, predicted individual ratings within an average of one point on the original Likert scales. The results indicate that relatively inexpensive Kinect and LENA sensors can be harnessed to quantify attachment behavior in a key assessment protocol, suggesting the promise of objective measurement to understanding infant-parent interaction.
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