Neural oscillations predict flow experience.
Bingxin Lin, Baoshun Guo, Lingyun Zhuang, Dan Zhang, Fei Wang
Cognitive Neurodynamics December 1, 2025 DOI: 10.1007/s11571-024-10205-x (opens in new tab)
Study at a glance
AI-extracted from the abstract| Characteristics | Observational study Peer reviewed |
|---|---|
| Keywords | Flow experience Machine learning Oscillatory representation Quantitative prediction Video game |
| Key findings | Flow tasks, compared to non-flow tasks, exhibit higher theta power, moderate alpha power, and lower beta power, and subjective flow scores can be predicted from EEG data with a correlation of 0.571. |
Abstract
Flow experience, characterized by immersion in the activity at hand, provides a motivational boost and promotes positive behaviors. However, the oscillatory representations of flow experience are still poorly understood. In this study, the difficulty of the video game was adjusted to manipulate the individual's personalized flow or non-flow state, and EEG data was recorded throughout. Our results show that, compared to non-flow tasks, flow tasks exhibit higher theta power, moderate alpha power, and lower beta power, providing evidence for a focused yet effortless brain pattern during flow. Additionally, we employed Lasso regression to predict individual subjective flow scores based on neural data, achieving a correlation coefficient of 0.571 (p < 0.01) between the EEG-predicted scores and the actual self-reported scores. Our findings offer new insights into the oscillatory representation of flow and emphasize that flow, as a measure of individual experience quality, can be objectively and quantitatively predicted through neural oscillations.
Citations in the library
Cites 8
- Brain sources of EEG gamma frequency during volitionally meditation-induced, altered states of consciousness, and experience of the self Psychiatry Research Neuroimaging November 1, 2001
- The brain in flow: A systematic review on the neural basis of the flow state. Cortex September 1, 2022
- Exploring the Neural Correlates of Flow Experience with Multifaceted Tasks and a Single-Channel Prefrontal EEG Recording. Italian National Conference on Sensors March 15, 2024
- EEG Correlates of the Flow State: A Combination of Increased Frontal Theta and Moderate Frontocentral Alpha Rhythm in the Mental Arithmetic Task Frontiers in Psychology March 9, 2018
- Neural correlates of experimentally induced flow experiences. Neuroimage February 1, 2014
and 3 more in the library