基于手机GPS数据的汽车生产活动临近预测及基于活动临近预测的股权投资策略

Yoshiyuki Suimon, Mikoto Yanai
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引用次数: 0

摘要

在本研究中,我们使用手机的位置数据(GPS数据)来测量主要制造商汽车工厂的人数变化,并根据收集到的数据试图监测日本的汽车产量。因此,我们提出了大致的估计,除了保持高水平的及时性外,还与主要汽车制造商的产量和汽车工业生产指数数据大致一致。此外,我们提出了基于各车企预估产量数据的股票投资策略,并确认了该策略的稳定收益。结果表明,基于GPS数据的产量估算是股票投资决策的有效信息。
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Using Mobile Phone GPS Data to Nowcast Auto Production Activity and Equity Investment Strategy Based on the Activity Nowcasting
In this research, we used the location data (GPS data) of mobile phones to measure changes in the number of people in major manufacturers' autos plants, and based on the data gleaned attempt to monitor the auto production volumes in Japan. As a result, we have come up with approximate estimates that, as well as maintaining a high level of timeliness, were broadly consistent with major automakers' production volumes and Indices of Industrial Production data for motor vehicles. In addition, we proposed a stock investment strategy based on data for the estimated production volumes for each car company and confirmed stable return of the strategy. This result showed that the estimated production volume based on the GPS data is effective information for the stock investment decisions.
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