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计数是否会改变计数的意义? 量化固定偏差影响决策
Linda W Chang1, Erika L Kirgios2, Sendhil Mullainathan3,4
1Operations, Information, and Decisions Department, The Wharton School, University of Pennsylvania, Philadelphia, PA 19104.
人们表现出"量化固定",偏爱数字化呈现的权衡选择. 这种偏见影响了招聘和捐赠的决策,表明数字改变了我们的价值观.
科学领域:
- 决策科学 决策科学 决策科学
- 认知心理学 认知心理学
- 行为经济学是一种行为经济学.
背景情况:
- 人类经常使用数值指标来做决策.
- 处理量化信息可能具有挑战性,可能导致不足利用.
- 数字非常适合进行比较,影响判断.
研究的目的:
- 调查如何呈现选择维度的数量与质量对决策的影响.
- 确定"量化固定"现象及其在各种决策环境中的流行情况.
- 探索这种偏见的潜在机制和后果.
主要方法:
- 进行了21项预先注册的实验,参与者超过23000人.
- 参与者做出了涉及权衡的决定 (例如,员工选择,政策选择,消费者偏好).
- 随机化了权衡维度的呈现格式 (数值与定性).
主要成果:
- 显示了偏好在数值呈现的维度上占主导地位的选项方面的系统性转变.
- 在管理,政策和消费者决策中观察到"量化固定",包括与激励相容的任务.
- 确定了信息流性在比较判断中的关键机制驱动这种偏见.
结论:
- 量化固定系统地影响决策,有利于数字化呈现的信息.
- 这种偏见在现实世界的场景中,如招聘和慈善捐赠,会产生切实的财务后果.
- 信息以数字方式呈现的方式改变了决策属性的感知重要性和价值.
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