Does Peoples’ Keyboard Typing Reflect Their Stress Level?

Paul Freihaut, A. Göritz
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引用次数: 3

Abstract

Abstract. Keyboard-typing tracking offers a convenient behavioral data collection method in web-based study settings. This paper investigated the feasibility of utilizing keyboard-typing for stress measurement. We present data from two experiments: a laboratory study with N = 53 participants and an online study with N = 924 participants. In both studies, participants typed standardized text sequences during a high-stress or low-stress condition. The manipulation checks revealed consistent differences in participant’s stress levels according to experimental conditions. The analysis of 11 typing features with frequentist and machine learning methods revealed a few isolated links between stress and keyboard typing, but the results were inconsistent across both studies and the analysis methods. To foster replication, critical discussion, and new developments, we follow the open science principles of open data, source, and methodology.
人们的键盘输入是否反映了他们的压力水平?
摘要键盘输入跟踪在基于网络的研究设置中提供了一种方便的行为数据收集方法。本文探讨了利用键盘输入进行应力测量的可行性。我们提供了两个实验的数据:一个有53名参与者的实验室研究和一个有924名参与者的在线研究。在这两项研究中,参与者在高压力或低压力条件下键入标准化的文本序列。操作检查显示,根据实验条件,参与者的压力水平存在一致的差异。使用频率学和机器学习方法对11个打字特征进行分析,发现压力和键盘打字之间存在一些孤立的联系,但两项研究和分析方法的结果都不一致。为了促进复制、批判性讨论和新的发展,我们遵循开放数据、来源和方法的开放科学原则。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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