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Prediction machines, insurance, and protection: An alternative perspective on AI’s role in production 预测机器、保险和保护:从另一个角度看人工智能在生产中的作用
IF 2.9 3区 经济学 Q1 ECONOMICS Pub Date : 2024-02-10 DOI: 10.1016/j.jjie.2024.101307
Ajay Agrawal, Joshua S. Gans, Avi Goldfarb

Recent advances in AI represent improvements in prediction. We examine how decision-making and risk management strategies change when prediction improves. The adoption of AI may cause substitution away from risk management activities used when rules are applied (rules require always taking the same action), instead allowing for decision-making (choosing actions based on the predicted state). We provide a formal model evaluating the impact of AI and how risk management, stakes, and interrelated tasks affect AI adoption. The broad conclusion is that AI adoption can be stymied by existing processes designed to address uncertainty. In particular, many processes are designed to enable coordinated decision-making among different organizational actors. AI can make coordination even more challenging. However, when the cost of changing such processes falls, then the returns from AI adoption increase.

人工智能的最新进展代表着预测能力的提高。我们将研究当预测能力提高时,决策和风险管理策略会发生怎样的变化。采用人工智能可能会导致风险管理活动从应用规则(规则要求始终采取相同的行动)时的风险管理活动中分离出来,转而允许决策(根据预测的状态选择行动)。我们提供了一个正式模型,评估人工智能的影响以及风险管理、利害关系和相互关联的任务如何影响人工智能的采用。得出的广泛结论是,人工智能的采用可能会受到旨在解决不确定性的现有流程的阻碍。特别是,许多流程的设计都是为了让不同的组织行为者能够协调决策。人工智能会让协调变得更具挑战性。然而,当改变这些流程的成本降低时,采用人工智能的回报就会增加。
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引用次数: 0
Obsolete housing equipment, weak renovation, and rapid depreciation of Japanese condominiums 日本公寓住房设备陈旧、翻新不力、折旧过快
IF 2.9 3区 经济学 Q1 ECONOMICS Pub Date : 2024-01-28 DOI: 10.1016/j.jjie.2024.101306
Masatomo Suzuki , Chihiro Shimizu

Employing a novel dataset on Tokyo condominium resales with details regarding their equipment and renovation status, this study provides a background for the rapid depreciation of Japanese condominiums, particularly due to obsolete housing equipment and weak renovation. Condominiums over the age of 20 years tend to lack contemporary equipment and exhibit severe economic obsolescence. This is measured as a greater rate of price decline caused by the lack of contemporary equipment for old condominiums than new condominiums. While intensive renovation can slow down depreciation by adding contemporary equipment to old condominiums, only around half of such condominiums undergo intensive renovation. These trends are consistent across the Tokyo metropolitan area. The results imply the potential to shift to a society where properties can attain longer economic lives through appropriate renovations and contemporary housing equipment is provided through frequent new constructions, as often seen in Asian countries.

本研究采用了东京公寓转售的新数据集,其中包含有关公寓设备和翻新状况的详细信息,为日本公寓的快速贬值,特别是由于房屋设备陈旧和翻新不力造成的快速贬值提供了背景资料。房龄超过 20 年的公寓往往缺乏现代设备,表现出严重的经济陈旧性。与新公寓相比,老公寓因缺乏现代化设备而导致的价格下降幅度更大。虽然强化翻新可以通过为旧公寓增加现代设备来减缓折旧,但只有大约一半的旧公寓进行了强化翻新。这些趋势在东京都内是一致的。这些结果表明,我们有可能转向这样一个社会:通过适当的翻新,房产可以获得更长的经济寿命;通过频繁的新建工程,提供现代化的住房设备,正如亚洲国家经常看到的那样。
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引用次数: 0
Effects of bank branch/ATM consolidations on cash demand: Evidence from bank account transaction data in Japan 银行分行/自动柜员机合并对现金需求的影响:来自日本银行账户交易数据的证据
IF 2.9 3区 经济学 Q1 ECONOMICS Pub Date : 2024-01-10 DOI: 10.1016/j.jjie.2024.101305
Kozo Ueda

This study considers the retrogression event of convenience for bank users as a natural experiment and analyzes the effect of this event on cash demand. Using bank account transaction data, we find that branch/ATM consolidations reduce the amount of cash withdrawals by past users considerably. Particularly, older or less wealthy users were severely affected by the discontinuation of branches. However, we find that branch/ATM consolidations reduce the total expenditure and inflows that include non-cash transactions almost by the same amount, which implies that the retrogression in convenience possibly caused users to shift to other banks for their daily payments. We also document facts about cash withdrawals from ATMs using bank account transaction data.

本研究将银行用户便利性倒退事件视为自然实验,分析了该事件对现金需求的影响。利用银行账户交易数据,我们发现分行/自动柜员机的合并大大减少了过去用户的现金提取量。尤其是年龄较大或不太富裕的用户受到分行撤销的严重影响。然而,我们发现分行/自动柜员机合并后,包括非现金交易在内的总支出和总流入几乎减少了相同的金额,这意味着便利性的倒退可能导致用户转向其他银行进行日常支付。我们还利用银行账户交易数据记录了从自动取款机提取现金的事实。
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引用次数: 0
Inequalities in student learning and screen time due to COVID-19: Evidence from Japan COVID-19 导致的学生学习和屏幕时间的不平等:来自日本的证据
IF 2.9 3区 经济学 Q1 ECONOMICS Pub Date : 2023-12-30 DOI: 10.1016/j.jjie.2023.101304
Masaya Nishihata , Yohei Kobayashi

We examine the impact of COVID-19-related school closures on student learning and screen time. We find that between January 2020 (pre-COVID-19) and May 2020, as the length of a COVID-19-related school closure increased, there was a decrease in learning time and an increase in screen time. These adverse effects tend to be more pronounced for students in low-income households, low academic achievers, and elementary school students living in single-parent households. Moreover, these adverse effects might have persisted until January 2021 for elementary school students in single-parent households. On average, while live online classes might mitigate the effects of decreased learning time for junior high school students, that effect is not found for low academic achievers.

我们研究了与 COVID-19 相关的学校关闭对学生学习和屏幕时间的影响。我们发现,在 2020 年 1 月(COVID-19 前)至 2020 年 5 月期间,随着 COVID-19 相关学校关闭时间的增加,学习时间减少,屏幕时间增加。对于低收入家庭的学生、学习成绩差的学生和单亲家庭的小学生来说,这些不利影响往往更为明显。此外,对于单亲家庭的小学生来说,这些不利影响可能会持续到 2021 年 1 月。平均而言,在线直播课程可能会减轻学习时间减少对初中学生的影响,但对学习成绩差的学生则没有这种影响。
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引用次数: 0
The effects of large-scale equity purchases during the coronavirus pandemic 冠状病毒大流行期间大规模股权购买的影响
IF 2.9 3区 经济学 Q1 ECONOMICS Pub Date : 2023-12-21 DOI: 10.1016/j.jjie.2023.101303
Shin-ichi Fukuda , Mariko Tanaka

This study examines the effects of the Bank of Japan's (BOJ) large-scale equity purchases on the Nikkei 225 during the coronavirus (COVID-19) pandemic. Although the BOJ started equity purchases in 2010, the purchased amount reached unprecedented levels when the pandemic broke out. The large-scale purchases provide a natural experiment to examine how effective the central bank's equity purchases were in the crisis. Unlike previous studies, we use intra-day data and investigate the purchase effects allowing for endogeneity. We first derive the BOJ's intra-day reaction function by estimating probit models. From this reaction function, we then calculate the BOJ's unexpected and expected purchases and examine their effects on the Nikkei 225 returns in the Tokyo Stock Exchange's afternoon session. We find that the BOJ's unexpected large-scale purchases had large positive instantaneous impacts on intra-day returns during the pandemic. However, the large positive impacts arose because most of the purchases came as big surprises to the markets. We argue that the policy would be effective only if the BOJ continues to surprise the market. We also argue that the BOJ's purchases increased the volatility of the Nikkei 225.

本研究探讨了日本央行(BOJ)在冠状病毒(COVID-19)大流行期间大规模购买股票对日经 225 指数的影响。虽然日本央行在 2010 年就开始购买股票,但当大流行病爆发时,购买量达到了前所未有的水平。大规模购买为研究央行在危机中购买股票的效果提供了一个自然实验。与以往的研究不同,我们使用了日内数据,并在考虑内生性的情况下研究了购买效应。我们首先通过估计概率模型得出日本央行的日内反应函数。根据该反应函数,我们计算出日本央行的意外和预期购买量,并研究其对东京证券交易所下午交易时段日经 225 指数收益率的影响。我们发现,日本央行的意外大规模购买行为在大流行病期间对日内收益率产生了巨大的即时正向影响。然而,之所以会产生巨大的积极影响,是因为大多数购买行为都出乎市场意料。我们认为,只有日本央行继续给市场带来惊喜,该政策才会有效。我们还认为,日本央行的购买增加了日经 225 指数的波动性。
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引用次数: 0
Stock market response to public investment under the zero lower bound: Cross-industry evidence from Japan 零下限下的股票市场对公共投资的反应:日本的跨行业证据
IF 2.9 3区 经济学 Q1 ECONOMICS Pub Date : 2023-12-19 DOI: 10.1016/j.jjie.2023.101302
Tomomi Miyazaki , Kazuki Hiraga , Masafumi Kozuka

This study examines the effects of public investment on the stock market between the zero lower bound (ZLB) and the non-ZLB periods using Japanese sectoral panel data. The empirical results first show that while public investment shocks have stimulating effects on stock returns during the ZLB period, this is not the case outside of the ZLB. Furthermore, the impulse responses for the manufacturing industry are estimated to be positive and significant regardless of model specification. Our results suggest that the government is recommended to increase public investment under the ZLB to prop up the stock market but cut back once the economy is no longer in a liquidity trap.

本研究利用日本的部门面板数据研究了零下限(ZLB)和非 ZLB 期间公共投资对股票市场的影响。实证结果首先表明,在零下限期间,公共投资冲击对股票收益率有刺激作用,但在零下限期之外,情况并非如此。此外,无论采用哪种模型规格,制造业的脉冲响应均为正且显著。我们的研究结果表明,建议政府在 ZLB 期间增加公共投资以支撑股市,但一旦经济不再处于流动性陷阱,则应减少公共投资。
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引用次数: 0
Worker flows by gender and industry in Japan 日本按性别和行业分列的工人流动情况
IF 2.9 3区 经济学 Q1 ECONOMICS Pub Date : 2023-12-18 DOI: 10.1016/j.jjie.2023.101301
Tetsuaki Takano

After the late 2000s, there were substantial fluctuations in unemployment during the Global Financial Crisis (GFC), Abenomics, and COVID-19 crisis, and their impact was uneven by gender and industry. This study examines the property of worker flows in Japan by focusing on gender and industry perspectives using monthly data from the Labour Force Survey. During the COVID-19 crisis, the transition probability from employment to inactivity rose sharply compared to the period of the GFC, mainly driven by women in the service sectors. The contribution of inflows to the dynamics of unemployment was on the rise for both men and women until around 2018, and the decreased unemployment rate during Abenomics can be accounted for by the decline in separation rates.

2000 年代后期以后,在全球金融危机(GFC)、安倍经济学和 COVID-19 危机期间,失业率出现了大幅波动,而且不同性别和行业受到的影响也不尽相同。本研究利用劳动力调查的月度数据,从性别和行业角度研究了日本工人流动的属性。在 COVID-19 危机期间,与全球金融危机时期相比,从就业向非就业过渡的概率急剧上升,这主要是由服务行业的女性推动的。直到 2018 年左右,男性和女性失业率动态中的流入贡献率都在上升,安倍经济学期间失业率的下降可以用离职率下降来解释。
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引用次数: 0
Assessing monetary policy surprises in Japan by high frequency identification 通过高频识别评估日本货币政策意外
IF 2.9 3区 经济学 Q1 ECONOMICS Pub Date : 2023-12-06 DOI: 10.1016/j.jjie.2023.101300
Fumitaka Nakamura , Nao Sudo , Yu Sugisaki

The use of changes in short-term interest rates (STIRs) within 30 min before and after monetary policy announcements, or so-called high-frequency identification (HFI), has been attracting attention as a method of extracting monetary policy surprises. In this paper, we use the Japanese data during the 2000s and 2010s, which includes periods when interest rates hovered around the ELB, to construct an indicator of monetary policy surprises using HFI and document its properties. We find that the STIR futures variations within 30 min around monetary policy announcements are more closely correlated with key financial variables than those outside that window. We also find that the impulse responses of macroeconomic variables to the identified shocks are overall in line with what conventional theory predicts.

利用货币政策宣布前后30分钟内的短期利率(stir)变化,或所谓的高频识别(HFI),作为提取货币政策意外的一种方法,一直备受关注。在本文中,我们使用日本2000年代和2010年代的数据,其中包括利率在ELB附近徘徊的时期,使用HFI构建货币政策意外度指标并记录其属性。我们发现,货币政策公告前后30分钟内的STIR期货变化与关键金融变量的关系比该窗口外的变化更为密切。我们还发现,宏观经济变量对确定的冲击的脉冲响应总体上符合传统理论的预测。
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引用次数: 0
Tackling the risks in crypto: Choosing among bans, containment and regulation 应对加密货币的风险:在禁令、遏制和监管之间做出选择
IF 2.9 3区 经济学 Q1 ECONOMICS Pub Date : 2023-11-20 DOI: 10.1016/j.jjie.2023.101286
Matteo Aquilina , Jon Frost , Andreas Schrimpf

The high-profile failures of a number of crypto firms have re-ignited the debate on the appropriate policy response to address the risks in crypto. The “shadow financial” functions enabled by crypto markets share many of the vulnerabilities of traditional finance and risks are often exacerbated by specific features of crypto. Authorities may consider different, and not mutually exclusive, lines of action to tackle the risks in crypto. These include (i) bans, which could tackle specific aspects of the crypto ecosystem, (ii) containment so that the real economy is insulated from crypto risks, and (iii) the regulation of the crypto sector. The paper highlights the pros and cons of the different approaches and proposes a framework to choose when bans, containment and regulation are most appropriate. It also describes the approach taken in Japan, which has been a pioneer in tacking such risks. With each approach, central banks and public authorities can also work to make traditional financial more attractive, thereby allowing responsible innovation to thrive.

一些加密公司的高调失败重新点燃了关于应对加密风险的适当政策反应的辩论。加密市场支持的“影子金融”功能具有传统金融的许多脆弱性,而加密的特定特征往往会加剧风险。当局可能会考虑不同的,而不是相互排斥的行动路线来应对加密货币的风险。这些措施包括:(i)禁令,可以解决加密生态系统的特定方面,(ii)遏制,使实体经济免受加密风险的影响,以及(iii)对加密部门的监管。该报告强调了不同方法的利弊,并提出了一个框架,以选择何时禁止、遏制和监管是最合适的。它还描述了日本采取的方法,日本一直是应对此类风险的先驱。通过每种方法,中央银行和公共当局还可以努力使传统金融更具吸引力,从而允许负责任的创新蓬勃发展。
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引用次数: 0
State ownership, political connection, and innovation subsidies in China 中国的国有制、政治关系与创新补贴
IF 2.9 3区 经济学 Q1 ECONOMICS Pub Date : 2023-11-20 DOI: 10.1016/j.jjie.2023.101287
Hong Cheng , Hanbing Fan , Takeo Hoshi , Dezhuang Hu

We examine how a firm's political connection measured by the membership of its CEO in the People's Congress (PC) or Chinese People's Political Consultative Conference (CPPCC) influences its likelihood of receiving the innovation subsidies given by the state. We find that politically connected firms are more likely to receive innovation subsidies. The political connection measured in this way is found much more important than state ownership in explaining the allocation of innovation subsidies. We also investigate if the firms that receive innovation subsidies are more innovative, productive, or profitable. Our results show that the firms that receive innovation subsidies file and receive more patents, but that their patents are not necessarily of high quality. They do not have higher productivity or profitability, either. The results collectively suggest politically induced inefficiency in the allocation of innovation subsidies in China.

我们考察了企业的政治关系如何影响其获得国家创新补贴的可能性,这种关系是通过企业CEO在人大(PC)或中国人民政治协商会议(CPPCC)中的席位来衡量的。我们发现,有政治关系的企业更有可能获得创新补贴。在解释创新补贴的分配时,以这种方式衡量的政治联系被发现比国家所有权重要得多。我们还调查了获得创新补贴的企业是否更具创新性、生产率或盈利能力。研究结果表明,获得创新补贴的企业申请和获得的专利数量更多,但其专利质量并不一定高。它们也没有更高的生产率或盈利能力。研究结果表明,中国的创新补贴分配存在政治因素导致的低效率。
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引用次数: 0
期刊
Journal of the Japanese and International Economies
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