Humanized algorithms matter! From enabling social exchange factors to building affective trust mechanism for facilitating gig workers’ task performance

任务(项目管理) 机制(生物学) 社会交换理论 知识管理 计算机科学 业务 过程管理 心理学 人工智能 社会心理学 经济 管理 哲学 认识论
作者
Jianyu Chen,Min Chen
出处
期刊:Personnel Review [Emerald Publishing Limited]
标识
DOI:10.1108/pr-07-2024-0688
摘要

Purpose Digital platform work monitored by algorithms is increasingly supplementing or substituting standard employment. Though gig workers are faced with the vulnerable, fragile and precarious digital platform work environment, the reason why gig workers remain highly willing to show good task performance has been so far unexamined. Building upon the reciprocity of the social exchange theory, this study aims to explore the antecedents and boundary condition of facilitating gig workers’ task performance. Design/methodology/approach First, to minimize common method variance, decline spurious mood effects and ensure data robustness, we conducted a two-wave time-lagged survey and collected 269 survey responses from gig workers on different gig platforms in China (e.g. Meituan, Eleme, Didi, Credamo, Zaihang) at two time nodes. Second, abiding by two stage procedures of the PLS-SEM (partial least square structural equation model) approach, we analyzed a moderated mediation model in the digital platform work context. Findings Results present that both platform work remuneration and flexibility help gig platforms develop an affective trust relationship with gig workers, thus encouraging them to repay the platform by performing platform tasks well. Algorithmic monitoring shows a “double-edged sword” moderating role since it weakens the indirectly positive relationship between platform work remuneration and task performance via affective trust but enhances the indirectly positive relationship between platform work flexibility and task performance via affective trust. Practical implications Understanding the importance of remuneration and flexibility in developing affective trust can help platforms design effective human resource management (HRM) strategies that enhance worker motivation of maintaining high engagement and performance under precarious working conditions. Additionally, optimizing the “double-edged sword” moderating role of algorithmic monitoring makes it more humanized, enhancing the efficiency with these HRM strategies and making both workers and platforms beneficial. Originality/value These findings offer an affective trust-based explanation for the mechanism of maintaining high work performance motivation in the nonstandard and precarious employment from the social exchange perspective, while understanding the (de)humanized aspect of algorithmic monitoring by revealing its “double-edged sword” moderating role.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
Dr司发布了新的文献求助10
2秒前
麦克完成签到,获得积分20
3秒前
韶冷梅发布了新的文献求助10
3秒前
jialin完成签到,获得积分10
4秒前
赖道之发布了新的文献求助10
4秒前
梁非凡发布了新的文献求助10
4秒前
4秒前
carol7298发布了新的文献求助10
4秒前
Rage_Wang给现代千青的求助进行了留言
4秒前
5秒前
小莫发布了新的文献求助10
5秒前
5秒前
烟花应助缓慢含烟采纳,获得10
5秒前
5秒前
HouYv发布了新的文献求助10
6秒前
6秒前
pigzhu完成签到,获得积分10
7秒前
7秒前
7秒前
脑洞疼应助语上采纳,获得10
8秒前
Pendragon发布了新的文献求助10
8秒前
guoguo完成签到,获得积分10
9秒前
yalin发布了新的文献求助30
9秒前
xgx984完成签到,获得积分10
10秒前
10秒前
Owen应助柳景凇采纳,获得10
10秒前
123完成签到,获得积分10
10秒前
沈小葵发布了新的文献求助10
10秒前
starryxm发布了新的文献求助10
11秒前
11秒前
11秒前
tttt发布了新的文献求助10
12秒前
可爱的安萱完成签到,获得积分10
12秒前
maopf完成签到,获得积分10
12秒前
12秒前
12秒前
12秒前
swiftie完成签到,获得积分20
12秒前
华华发布了新的文献求助10
12秒前
竹筏过海应助火鸟采纳,获得30
12秒前
高分求助中
Les Mantodea de Guyane Insecta, Polyneoptera 2500
Introduction to Strong Mixing Conditions Volumes 1-3 500
Technologies supporting mass customization of apparel: A pilot project 450
China—Art—Modernity: A Critical Introduction to Chinese Visual Expression from the Beginning of the Twentieth Century to the Present Day 430
Tip60 complex regulates eggshell formation and oviposition in the white-backed planthopper, providing effective targets for pest control 400
A Field Guide to the Amphibians and Reptiles of Madagascar - Frank Glaw and Miguel Vences - 3rd Edition 400
China Gadabouts: New Frontiers of Humanitarian Nursing, 1941–51 400
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 物理 生物化学 纳米技术 计算机科学 化学工程 内科学 复合材料 物理化学 电极 遗传学 量子力学 基因 冶金 催化作用
热门帖子
关注 科研通微信公众号,转发送积分 3793890
求助须知:如何正确求助?哪些是违规求助? 3338779
关于积分的说明 10291508
捐赠科研通 3055175
什么是DOI,文献DOI怎么找? 1676376
邀请新用户注册赠送积分活动 804436
科研通“疑难数据库(出版商)”最低求助积分说明 761869