# Optimizing waiting experience: how passenger progress information and entertainment fillers jointly influence online ride-hailing drivers’ time perception and emotion

**Authors:** Yunguo Liu, Rang Meng, Xuelin Tang, Zizhen Liu

PMC · DOI: 10.1038/s41598-025-34811-9 · Scientific Reports · 2026-01-08

## TL;DR

This study explores how interface features like countdown indicators and entertainment affect ride-hailing drivers' emotions and time perception while waiting for passengers.

## Contribution

The study empirically demonstrates how interface design elements jointly influence drivers’ emotional and temporal experiences during waiting.

## Key findings

- Countdown indicators and entertainment fillers significantly affect drivers’ emotional experience and time perception.
- Humanoid icons with countdowns lead to faster time perception, while the reverse is true without countdowns.
- The findings suggest balancing functional indicators with cognitive load in interface design.

## Abstract

This study looked at how entertainment fillers and interface information display strategies affected drivers’ emotional experience and perceptions of time while waiting for passengers on online ride-hailing services. Three independent variables were used to complete the between-subjects experimental design: a countdown indicator (with or without), animated icons (pointer icon / humanoid icon) for passenger location, and entertainment fillers (with or without). The simulation experiment, which involved recruiting 50 skilled online ride-hailing drivers, assessed online ride-hailing drivers’ emotional experience and perceptions of time in great detail. The three-dimensional emotion model of pleasure-arousal-dominance and the theory of time perception were used to design the experiment. The results show that the countdown indicator and entertainment fillers significantly impact online ride-hailing drivers’ emotional experience and perceptions of time. According to the interaction impact between the countdown and the passenger animation symbols, the “humanoid icon” in the “with countdown” scenario results in a faster perception speed, but the “no countdown” situation has the reverse effect. The study’s results provide empirical evidence to enhance the waiting interface design for online ride-hailing rentals, especially when balancing functional indicators with cognitive loads.

## Full-text entities

- **Genes:** APP (amyloid beta precursor protein) [NCBI Gene 351] {aka AAA, ABETA, ABPP, AD1, APPI, CTFgamma}
- **Diseases:** burnout (MESH:D002055), PAD (MESH:D020921), anxiety (MESH:D001007)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12868781/full.md

## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12868781/full.md

## References

6 references — full list in the complete paper: https://tomesphere.com/paper/PMC12868781/full.md

---
Source: https://tomesphere.com/paper/PMC12868781