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Is online job training for all? Experimental evidence on the effects of a Coursera program in Costa Rica 在线就业培训适合所有人吗?哥斯达黎加 coursera 项目效果的实验证据
IF 5 1区 经济学 Q1 ECONOMICS Pub Date : 2024-03-22 DOI: 10.1016/j.jdeveco.2024.103285
Rafael Novella , David Rosas-Shady , Richard Freund

Massive open online courses (MOOCs) are frequently viewed as a tool for democratizing education and job training. However, their effectiveness is largely untested. We report on the first randomized evaluation of a job training program offering cost-free access to curated, short Coursera MOOCs and certificates. We find low course completion rates (10%), with males and wealthier individuals more likely to complete a course. Personalized reminders did not increase treatment take-up over a simple, standardized email reminder. Treatment has no significant effect on labour market outcomes roughly two years after the program. However, we find marginally significant evidence that treatment increases post-secondary education enrolment by 11%. Evidence on mechanisms suggests that this may be operating partially through the program motivating individuals who lacked sufficient skills to pursue further specialization.

大规模开放式在线课程(MOOCs)经常被视为实现教育和就业培训民主化的工具。然而,它们的有效性在很大程度上尚未得到验证。我们报告了对一个就业培训项目的首次随机评估,该项目提供免费的、经过精心策划的、短期的 Coursera MOOC 课程和证书。我们发现课程完成率较低(10%),男性和较富裕的人更有可能完成一门课程。与简单的标准化电子邮件提醒相比,个性化提醒并没有提高治疗的接受率。在计划实施约两年后,治疗对劳动力市场的结果没有明显影响。不过,我们发现有微弱的证据表明,治疗使中学后教育的入学率提高了 11%。有关机制的证据表明,这可能部分是通过该计划激励那些缺乏足够技能的个人进一步专业化。
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引用次数: 0
Impacts of vocational training for persons with disabilities: Experimental evidence from Cambodia 残疾人职业培训的影响:柬埔寨的实验证据
IF 5 1区 经济学 Q1 ECONOMICS Pub Date : 2024-03-16 DOI: 10.1016/j.jdeveco.2024.103277
Yoshito Takasaki

This paper examines the impacts of vocational training for persons with disabilities (PWDs). In heavily mined areas of rural Cambodia, adults with limb amputation or paralysis were randomly assigned to either a treatment group (invited to participate in an intensive training program in mechanics and services) or a control group (not invited to participate). Over 30% of PWDs in the treatment group participated in the program and none in the control group did so. Although being assigned to the treatment group greatly increased PWDs’ employment and earnings, experiences of discrimination reported by them and their disability stigma (self-stigmatization) also increased. The paper shows suggestive evidence for skill acquisition and networking for employment and negative self-stereotyping leading to stigma.

本文探讨了职业培训对残疾人(PWDs)的影响。在柬埔寨农村的重矿区,截肢或瘫痪的成年人被随机分配到治疗组(受邀参加机械和服务方面的强化培训项目)或对照组(未受邀参加)。治疗组中有超过 30% 的残疾人参加了该计划,而对照组中则无一人参加。虽然被分配到治疗组后,残疾人的就业和收入大大增加,但他们报告的歧视经历和残疾耻辱感(自我鄙视)也随之增加。本文显示了有关技能学习和就业网络以及消极的自我定型导致污名化的提示性证据。
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引用次数: 0
Does the gig economy discriminate against women? Evidence from physicians in China 打工经济是否歧视女性?来自中国医生的证据
IF 5 1区 经济学 Q1 ECONOMICS Pub Date : 2024-03-15 DOI: 10.1016/j.jdeveco.2024.103275
Yutong Chen

This paper investigates gender gaps in the gig economy of a developing country. Using novel data from a major Chinese online healthcare platform, I show that female physicians charge 2.3% lower prices and provide 11.0% fewer consultations than males. Patients appear to discriminate against female physicians despite them having identical observable productive characteristics to those of male physicians. The differential responses of patients to quality signals from female physicians suggest that a portion of this discrimination is statistical in nature. I further find that the platform’s design, particularly its ranking algorithm, plays an important role in enlarging gender gaps. The ranking algorithm amplifies and perpetuates the gaps by using past patient behavior (and thus pre-existing discrimination) as a key predictor of future patient behavior, thereby placing fewer females at the top of search results. Additionally, I cast doubt on several other alternative explanations and conducted a series of robustness checks.

本文研究了发展中国家 "打工经济 "中的性别差距。通过使用中国一家大型在线医疗平台的新数据,我发现女医生的收费比男医生低 2.3%,提供的咨询比男医生少 11.0%。尽管女医生与男医生具有相同的可观察到的生产特征,但患者似乎对女医生存在歧视。患者对女医生质量信号的不同反应表明,这种歧视有一部分是统计性质的。我还发现,该平台的设计,尤其是其排名算法,在扩大性别差距方面发挥了重要作用。排名算法将过去的患者行为(因此也是预先存在的歧视)作为未来患者行为的关键预测因素,从而将较少的女性排在搜索结果的前列,从而扩大并延续了性别差距。此外,我还对其他几种解释提出了质疑,并进行了一系列稳健性检验。
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引用次数: 0
North Korean refugees’ implicit bias against South Korea predicts market earnings 朝鲜难民对韩国的隐性偏见可预测市场收益
IF 5 1区 经济学 Q1 ECONOMICS Pub Date : 2024-03-12 DOI: 10.1016/j.jdeveco.2024.103276
Syngjoo Choi , Kyu Sup Hahn , Byung-Yeon Kim , Eungik Lee , Jungmin Lee , Sokbae Lee

This paper investigates whether experiences of living in a communist regime relate to low market earnings. We recruit North Korean refugees and measure their implicit bias against South Korea by using the Implicit Association Test. Conducting double auction and bilateral bargaining market experiments, we find that North Korean refugees with a larger bias against South Korea have lower expectations about their earning potential, exhibit trading behavior with lower target profits, and earn less profits. These associations are robust to conditioning on correlates of preferences, human capital, and assimilation experiences.

本文研究了生活在共产主义制度下的经历是否与低市场收入有关。我们招募了朝鲜难民,并通过内隐关联测试测量了他们对韩国的内隐偏见。在进行双重拍卖和双边讨价还价的市场实验时,我们发现对韩国有较大偏见的朝鲜难民对其收入潜力的预期较低,表现出目标利润较低的交易行为,并且赚取的利润较少。这些关联在与偏好、人力资本和同化经历相关的条件下是稳健的。
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引用次数: 0
Can information about jobs improve the effectiveness of vocational training? Experimental evidence from India 就业信息能否提高职业培训的效果?印度的实验证据
IF 5 1区 经济学 Q1 ECONOMICS Pub Date : 2024-03-07 DOI: 10.1016/j.jdeveco.2024.103273
Bhaskar Chakravorty , Wiji Arulampalam , Apurav Yash Bhatiya , Clément Imbert , Roland Rathelot

We use a randomized experiment to evaluate the impact of providing richer information about prospective jobs to vocational trainees on their employment outcomes. The setting of the study is the vocational training program DDU-GKY in India. We find that including in the training two information sessions about placement opportunities make trainees 18% more likely to stay in the jobs in which they are placed. We provide suggestive evidence that the effect is driven by improved selection into training: as a result of the intervention, trainees that are over-optimistic about placement jobs are more likely to drop out before placement.

我们通过随机实验来评估为职业培训学员提供更丰富的未来工作信息对其就业结果的影响。研究的背景是印度的 DDU-GKY 职业培训项目。我们发现,在培训中加入两节有关工作机会的信息课,可使受训者留在所安排工作岗位的可能性提高 18%。我们提供的提示性证据表明,这种效果是由改进培训选择所驱动的:由于干预措施,对安置工作过于乐观的受训人员更有可能在安置前辍学。
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引用次数: 0
Import competition, labor market regulations, and firm outsourcing 进口竞争、劳动力市场法规和企业外包
IF 5 1区 经济学 Q1 ECONOMICS Pub Date : 2024-02-29 DOI: 10.1016/j.jdeveco.2024.103272
Pavel Chakraborty , Devashish Mitra , Asha Sundaram

Using unique information on firm level domestic outsourcing of manufacturing jobs by Indian firms, we propose two channels and their interaction as determinants of the fragmentation of production: import competition and labor market regulation. We find that greater import competition from China is associated with a significant increase in domestic outsourcing of manufacturing jobs — a 10-percentage point increase in the import penetration ratio leads to a 11%–14% increase in the ratio of outsourcing expenses to the wage bill of a firm. This effect is driven by multi-product firms operating in states with pro-worker labor laws. We find a corresponding increase in the likelihood of sub-contracting among informal sector firms. Our results are consistent with a model where forward-looking firms outsource more in response to an increase in import competition, when there are future firing costs that can be avoided through such outsourcing. We thus are the first to highlight that labor market regulation and its interaction with international trade can determine the organization of production. Our findings have significant development implications that take the form of movement of manufacturing production towards the informal sector (and possible subsequent impoverishment of workers) as a consequence of a major trade shock.

利用印度企业在国内外包制造业工作岗位的独特信息,我们提出了两个渠道及其相互作用作为生产分散的决定因素:进口竞争和劳动力市场监管。我们发现,来自中国的进口竞争加剧与国内制造业工作外包的显著增加有关--进口渗透率每增加 10 个百分点,企业的外包支出占工资总额的比例就会增加 11%-14%。这种效应是由在支持工人劳动法的州经营的多产品企业所驱动的。我们发现,非正规部门企业分包的可能性也相应增加。我们的研究结果符合这样一个模型,即具有前瞻性的企业在进口竞争加剧的情况下,如果通过外包可以避免未来的解雇成本,就会更多地进行外包。因此,我们首次强调了劳动力市场监管及其与国际贸易的互动可以决定生产组织。我们的研究结果对发展有重大影响,其形式是制造业生产向非正规部门转移(以及随后可能出现的工人贫困化),这是重大贸易冲击的结果。
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引用次数: 0
Market timing, farmer expectations, and liquidity constraints 市场时机、农民预期和流动性限制
IF 5 1区 经济学 Q1 ECONOMICS Pub Date : 2024-02-28 DOI: 10.1016/j.jdeveco.2024.103268
Rui Albuquerque , Bruno de Araujo , Luis Brandao-Marques , Gerivasia Mosse , Pippy de Vletter , Helder Zavale

We use data on price expectations from a survey of randomly sampled smallholder farmers in Mozambique. Across all crops, farmers report selling on average within three weeks of harvest, at lower prices than expected later in the season. Liquidity constrained farmers sell their harvest 50% faster than unconstrained farmers, but they increase their storage time in response to higher expected future prices. We address causality using an instrumental variables approach exploiting abnormal rainfall from cyclones Idai and Kenneth. We develop a model on market timing and its relation to price expectations and liquidity constraints.

我们使用的价格预期数据来自对莫桑比克小农的随机抽样调查。在所有作物中,农民平均在收获后三周内出售,价格低于收获季节后期的预期价格。流动性受限的农民出售收成的速度比无流动性限制的农民快 50%,但他们会因预期未来价格上涨而延长储存时间。我们采用工具变量法,利用伊代气旋和肯尼斯气旋造成的异常降雨来解决因果关系问题。我们建立了一个关于市场时机及其与价格预期和流动性限制关系的模型。
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引用次数: 0
English language requirement and educational inequality: Evidence from 16 million college applicants in China 英语语言要求与教育不平等:来自中国 1600 万大学申请者的证据
IF 5 1区 经济学 Q1 ECONOMICS Pub Date : 2024-02-21 DOI: 10.1016/j.jdeveco.2024.103271
Hongbin Li , Lingsheng Meng , Kai Mu , Shaoda Wang

This paper studies the unintended effect of English language requirement on educational inequality by investigating how the staggered rollout of English listening tests in China’s high-stakes National College Entrance Exam (NCEE) affected the rural–urban gap in college access. Leveraging administrative data covering the universe of NCEE participants between 1999 and 2003, we find that the introduction of English listening tests significantly lowered rural students’ exam score percentile ranks relative to their urban counterparts, resulting in a 30% increase in the rural–urban gap in college access. Our back-of-the-envelope calculations suggest that, as a result of this policy change, more than 54,000 rural students lost college seats to their urban peers between 1999 and 2003, and another 11,000 rural students who elite colleges could have admitted ended up in non-elite colleges, causing them significant future income losses.

本文研究了英语语言要求对教育不平等的意外影响,调查了在中国高考(NCEE)中交错推出英语听力测试对城乡大学入学差距的影响。利用 1999 年至 2003 年期间全国高考考生的行政数据,我们发现英语听力测试的引入大大降低了农村学生相对于城市学生的考试成绩百分位数,导致城乡之间的大学入学差距扩大了 30%。我们的反向计算表明,由于这一政策变化,1999 年至 2003 年间,超过 54,000 名农村学生失去了城市学生的大学录取名额,另有 11,000 名本可被名牌大学录取的农村学生最终进入了非名牌大学,给他们造成了巨大的未来收入损失。
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引用次数: 0
Improving smallholder agriculture via video-based group extension 通过视频小组推广改进小农农业
IF 5 1区 经济学 Q1 ECONOMICS Pub Date : 2024-02-18 DOI: 10.1016/j.jdeveco.2024.103267
Tushi Baul , Dean Karlan , Kentaro Toyama , Kathryn Vasilaky

Providing agricultural advice at scale poses operational challenges. Technology may help if repeating content reinforces learning for recipients and thus improves adoption, but risks reducing efficacy given limited customization and human interaction. We tested videos shared with female farmers in India as a supplement to standard human-provided extension services promoting a climate-smart practice, System Rice Intensification. The average treatment effects are large but imprecise because of non-normally distributed outcomes, specifically fat right tails. Weighted quantile regressions show that the imprecision in estimating an average treatment effect comes from farmers with output or yields in the upper quantiles. Both quantile regressions of the 25% and 50% quantiles and a Bayesian hierarchical model (robust to several priors) reveal positive treatment effects, and two subtreatments, one that reinforces information on labor costs from adoption and a second that presents role models to motivate adoption, lead to even higher estimated treatment effects on output.

大规模提供农业建议带来了操作上的挑战。如果重复的内容能加强接受者的学习,从而提高采用率,那么技术可能会有所帮助,但由于定制和人际互动有限,技术可能会降低效果。我们测试了与印度女性农民分享的视频,作为对标准人工推广服务的补充,促进了气候智能实践--系统水稻集约化。平均治疗效果很大,但由于结果非正态分布,特别是右侧肥尾,因此并不精确。加权量化回归表明,平均治疗效果估计值不精确的原因是农民的产出或产量处于较高的量化水平。对 25%和 50%定量组的量值回归以及贝叶斯分层模型(对多个先验值都是稳健的)都显示出积极的治疗效果,而两种子治疗方法(一种是通过采用强化劳动力成本信息,另一种是通过介绍角色模型来激励采用)导致对产出的估计治疗效果更高。
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引用次数: 0
The agricultural wage gap within rural villages 农村内部的农业工资差距
IF 5 1区 经济学 Q1 ECONOMICS Pub Date : 2024-02-17 DOI: 10.1016/j.jdeveco.2024.103270
Ceren Baysan , Manzoor H. Dar , Kyle Emerick , Zhimin Li , Elisabeth Sadoulet

We use unique data on daily labor-market outcomes for Indian casual workers to study labor reallocation between agricultural and non-agricultural activities within rural areas. Controlling for both individual time-invariant attributes and time-varying shocks, we find that workers who switch sectors across years or even within a week can obtain 23% higher wages by taking non-agricultural jobs. We then estimate a discrete choice model of daily labor allocation that decomposes preferences for jobs into two types of disamenities: (i) those associated with job characteristics and (ii) those associated with location. We find that the first type of disamenity is 23% of wages for men and 38% for women, and the second type is 36% of wages for men and 31% for women.

我们利用印度临时工每日劳动力市场结果的独特数据,研究了农村地区农业和非农业活动之间的劳动力再分配。在控制了个人的时变属性和时变冲击后,我们发现,跨年度甚至在一周内转换行业的工人通过从事非农业工作可以获得高出 23% 的工资。然后,我们估计了一个日常劳动力分配的离散选择模型,该模型将对工作的偏好分解为两类不友善因素:(i) 与工作特征相关的不友善因素;(ii) 与工作地点相关的不友善因素。我们发现,第一类不利因素占男性工资的 23%,占女性工资的 38%;第二类不利因素占男性工资的 36%,占女性工资的 31%。
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引用次数: 0
期刊
Journal of Development Economics
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