Abstract: Role models’ success levels may shape their effectiveness: Are more successful role models always more motivating, or can those with moderate success also be valuable? Using a randomized controlled trial with 1,920 students across five Chinese middle schools, this study varies the portrayed success level of the same role models and examines their impacts on academic performance and mental health. Two months after the intervention, students exposed to higher-achieving role models improved test scores by 0.07-0.18 standard deviations yet, on average, experienced no improvements in mental health. Conversely, those exposed to moderately achieving role models did not receive any test score gains but were 12.0 and 9.3 percentage points (=28.8% and 26.6%) less likely to report feeling depressed and stressed, respectively, suggesting that there is no single "best" role model type. Given that role-model success is relative, I also examine whether treatment effects differ across students’ baseline achievement levels. Higher-achieving role models improve low-performing girls’ academic outcomes but increase their mental health issues, as these girls increased effort but found their improved performance still falling short of their elevated aspirations. This paper highlights a design trade-off: role models’ success levels should be chosen to match program goals, and evaluations should cover both performance and well-being of the audience.
Pdf; Pre-analysis plan; SSRN Conference presentations (scheduled=*): WEAI 99th Annual Conference; 2024 Northwest Development Workshop (NWDW); 7th Annual Pacific Northwest Labor Day Workshop; Southern Economic Association (SEA) 94th Annual Conference; 2025 ASSA Annual Meeting.Abstract: Role models challenge stereotypes and shape behaviors. Are these impacts simply driven by knowing role models’ real-life experiences? Can these effects be further enhanced by explicitly sharing anti-stereotyping views and practical strategies? I test this using a randomized controlled trial with 2719 middle school students in China. Treated classrooms were randomly assigned to see role models who discuss learning strategies, those who share anti-stereotyping perspectives, or those who combine both. I find that combining strategies and perspectives improves first-year students’ math scores by 0.07-0.10 s.d. Only anti-stereotyping messages improve first-year girls’ academic outcomes but take longer to exert significant effects. Sharing only strategies does not raise academic outcomes and even increases mental health burdens. Second-year students did not derive any academic or psychological improvements from these treatments, suggesting the need to consider timing – introducing role models after students’ workloads and stress intensify can minimize or even reverse potential benefits.
Pdf; Pre-analysis plan; SSRN Conference presentations (scheduled=*): 2024 CES North America Conference; Southern Economic Association (SEA) 94th Annual Conference --- 2024 SEA Graduate Student Award.Abstract: Do peer parents' beliefs influence how students perceive their own parents? Middle school students in China are randomly assigned to classrooms and remain in these classes thereafter, allowing me to determine the impacts of peer parents' gender-math stereotyping beliefs on academic performance and perceptions. Peer parents' stereotyping beliefs negatively affect female students' math scores relative to males. These negative effects are significantly larger when stereotypes are held by parents of same-gender peers, causing female students to perceive math as more difficult and feel less confident about their future. However, these parent stereotypes of female peers do not change the students' own parents' stereotyping beliefs; instead, parents increase both time and monetary investments in their daughters. This paper highlights the importance of considering students' perceptions of others when addressing gender-ability stereotypes in educational settings.
Pdf available upon request.Post-Secondary Choice and Perceived Returns to Migration: Evidence from An Information Experiment
This study uses a randomized controlled trial (RCT) with around 1,000 Grade 12 students at one Chinese senior high school. Piloting is scheduled in 2025.
Social Science Registry (PAP, abstract)An LLM-Powered Summarization Tool for Economics and Business Research
with Luyang Zhu
The primary objective is to address the hallucination issues of LLMs and deliver comprehensive summaries of scholarly articles, offering a powerful tool for
economics research.
Funded by the OpenAI Researcher Access Program (#ID: 0000008067)Mobile money and subjective well-being: Cross-country evidence