Affective memories and perceived value: motivators and inhibitors of the data search-access process

Qiao Li, Chunfeng Liu, Jingrui Hou, Ping Wang
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引用次数: 1

Abstract

PurposeAs an emerging tool for data discovery, data retrieval systems fail to effectively support users' cognitive processes during data search and access. To uncover the relationship between data search and access and the cognitive mechanisms underlying this relationship, this paper examines the associations between affective memories, perceived value, search effort and the intention to access data during users' interactions with data retrieval systems.Design/methodology/approachThis study conducted a user experiment for which 48 doctoral students from different disciplines were recruited. The authors collected search logs, screen recordings, questionnaires and eye movement data during the interactive data search. Multiple linear regression was used to test the hypotheses.FindingsThe results indicate that positive affective memories positively affect perceived value, while the effects of negative affective memories on perceived value are nonsignificant. Utility value positively affects search effort, while attainment value negatively affects search effort. Moreover, search effort partially positively affects the intention to access data, and it serves a full mediating role in the effects of utility value and attainment value on the intention to access data.Originality/valueThrough the comparison between the findings of this study and relevant findings in information search studies, this paper reveals the specificity of behaviour and cognitive processes during data search and access and the special characteristics of data discovery tasks. It sheds light on the inhibiting effect of attainment value and the motivating effect of utility value on data search and the intention to access data. Moreover, this paper provides new insights into the role of memory bias in the relationships between affective memories and data searchers' perceived value.
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情感记忆和感知价值:数据搜索访问过程的激励因素和抑制因素
作为一种新兴的数据发现工具,数据检索系统在数据搜索和访问过程中不能有效地支持用户的认知过程。为了揭示数据搜索和访问之间的关系以及这种关系背后的认知机制,本文研究了在用户与数据检索系统交互过程中,情感记忆、感知价值、搜索努力和访问数据意图之间的关联。设计/方法/方法本研究进行了一项用户实验,招募了48名不同学科的博士生。作者收集了交互式数据搜索过程中的搜索日志、屏幕记录、问卷调查和眼动数据。采用多元线性回归对假设进行检验。结果表明,积极情感记忆对感知价值有正向影响,而消极情感记忆对感知价值的影响不显著。效用价值正向影响搜索努力,而成就价值负向影响搜索努力。搜索努力对数据访问意愿有部分正向影响,在效用价值和成就价值对数据访问意愿的影响中起完全中介作用。原创性/价值通过本研究结果与信息搜索相关研究结果的比较,揭示了数据搜索和获取过程中行为和认知过程的特殊性,以及数据发现任务的特殊性。揭示了成就价值对数据搜索和数据访问意愿的抑制作用和效用价值对数据访问意愿的激励作用。此外,本文还对记忆偏差在情感记忆与数据检索者感知价值关系中的作用提供了新的见解。
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