Related Experiment Video
Updated: Feb 9, 2026

Project-Based Learning Guidelines for Health Sciences Students: An Analysis with Data Mining and Qualitative Techniques
Published on: December 9, 2022
Predicting Caller Type From a Mental Health and Well-Being Helpline: Analysis of Call Log Data
Alexander Grigorash1, Siobhan O'Neill2, Raymond Bond1
1School of Computing, Ulster University, Newtownabbey, United Kingdom.
Background:
This paper presents an analysis of call data records pertaining to a telephone helpline in Ireland among individuals seeking mental health and well-being support and among those who are in a suicidal crisis.
Objective:
The objective of our study was to examine whether rule sets generated from decision tree classification, trained using features derived from callers' several initial calls, could be used to predict what caller type they would become.
Methods:
Machine learning techniques were applied to the call log data, and five distinct patterns of caller behaviors were revealed, each impacting the helpline capacity in different ways.
Results:
The primary findings of this study indicate that a significant model (P<.001) for predicting caller type from call log data obtained from the first 8 calls is possible. This indicates an association between callers' behavior exhibited during initial calls and their behavior over the lifetime of using the service.
Conclusions:
These data-driven findings contribute to advanced workload forecasting for operational management of the telephone-based helpline and inform the literature on helpline caller behavior in general.
More Related Videos
07:31Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack
Published on: May 15, 2020
06:55Inverse Probability of Treatment Weighting Propensity Score using the Military Health System Data Repository and National Death Index
Published on: January 8, 2020
Related Concept Videos
Stress and Mental Health
Individuals with depression often experience challenges in both their personal and professional...
Data: Types and Distribution
Distributions in...
The Mantel-Cox Log-Rank Test
Analysis of Population Pharmacokinetic Data
Predicting Molecular Geometry
Data Reporting and Recording