From Micro Data to Public Policy
Paper Session
Sunday, Jan. 9, 2022 12:15 PM - 2:15 PM (EST)
- Chair: Yoosoon Chang, Indiana University
Entrepreneurial Reluctance: Talent and Firm Creation in China
Abstract
The theoretical literature has long noted that talent can be used in both the entrepreneurial and non-entrepreneurial sectors, and its allocation depends on the reward structure. We test these hypotheses by linking administrative college admissions data for 1.8 million individuals with the universe of firm registration records in China. Within a college, we find that individuals with higher college entrance exam scores – the most important measure of talent in this context – are less likely to create firms, but, when they do, their firms are more successful than those of their lower-score counterparts. Additional survey data suggest that higher-score individuals enjoy higher wages and are more likely to join the state sector. Moreover, the score-to-firm creation relationship varies greatly across industry, according to the size of the state sector. These findings suggest that the score is positively associated with both entrepreneurial ability and wage-job ability but higher-score individuals are attracted away by wage jobs, particularly those of the state sector.The Heterogeneous Effects of Social Assistance and Unemployment Insurance: Evidence from a Life-Cycle Model of Family Labor Supply and Savings
Abstract
We empirically analyze the optimal mix and optimal generosity of unemployment insurance and social assistance programs. To do so, we specify a structural life-cycle model of the labor supply, savings, and social assistance claiming decisions of singles and married couples. Partial insurance against wage and employment shocks is provided by social programs, savings, and the labor supplies of all adult household members. We show that the optimal policy mix is dominated by moderately generous social assistance, which guarantees a permanent universal minimum household income, with only a minor role for temporary earnings-related unemployment insurance. The optimal amount of social assistance is heavily influenced by income pooling in married households. This pooling provides partial insurance against negative economic shocks, reducing the optimal generosity of social assistance.Macroeconomics and On-Line Prices
Abstract
Big Data sources can play a very useful role in research. The data tends to be large, collected almost in real time, usually at the individual level, and with many characteristics of the individual being recorded. It is easy to be mesmerized by the size and detail of the micro data – which some even call nano-data. This paper describes how pricing data from the web provides new insights into pricing behavior. And as in the case of prices from the web, Big Data sources provide opportunities to find new stylized facts and possibilities of testing our theories more carefully. However, there are significant challenges. One is the fact that we do not know exactly how to estimate confidence bands when the data collection is nonrandom – which is the case of almost every source of Big Data. This implies that many of the findings – with astronomical t-stats – might not be as significant as people have computed.Discussant(s)
Serena Rhee
,
ChungAng University
Yujung Hwang
,
Johns Hopkins University
Siha Lee
,
McMaster University
Gee Hee Hong
,
International Monetary Fund
JEL Classifications
- I3 - Welfare, Well-Being, and Poverty
- J2 - Demand and Supply of Labor