Methodology shift
Cost & Return
Variables Controlled
First gen Limitations
The Refinement
100

This is the specific type of data that earlier studies primarily relied on, which measured data at a single point in time.


What is cross-sectional data?

100

like uniforms and supplies, are known as this type of cost.


What are private costs?


100

This is the research term for factors that were left out of older studies, like skill or quality.


What are omitted variables?


100

Early studies often used wage data that was considered limited and potentially unreliable, especially from this economic sector.


What is the public sector?


100

When ability and quality are included, the return specifically attributed to years of schooling does this.


What is declines (or decreases)?


200

Researchers began using these real-world events or policy changes to better prove the cause-and-effect of schooling.



What are natural experiments?


200

Failing to fully account for costs causes the estimated private rate of return to do this.


What is inflate?


200

A key factor now being controlled for that relates to a student's intrinsic intelligence or aptitude.


What are innate cognitive skills?


200

Early studies were criticized for having limitations related to this, which refers to the people the study was based on.


What are sample limitations?


200

Second-generation estimates are often described as being more this than earlier findings due to their improved methods.


What is refined (or rigorous)?


300

This country's 1973 school construction program is a key example of a natural experiment.



What is Indonesia?


300

This is the term for the wages a young person loses by staying in school instead of entering the workforce.


What are foregone earnings?


300

When researchers include controls for this, the estimated return to years of schooling often declines.


What is school quality?


300

This is the primary conclusion that both first- and second-generation estimates agree upon regarding education.


What is that education is a worthwhile investment?


300

The second generation confirmed that education is a worthwhile this (a six-letter word).


What is an investment?


400

The goal of using "natural experiments" is to better isolate this specific relationship between schooling and earnings.


What is the causal effect?


400

The estimated return is often broken down by this, showing different returns for primary versus tertiary levels.


What is the education level


400

This variable is included to account for the effectiveness of the school environment, teachers, and curriculum.


What is school quality?


400

Older estimates often suffered from this type of error because they failed to control for important student characteristics.


What is omitted variable bias?


400

The refined estimates often resulted in figures that were this compared to the inflated figures of earlier studies.


What is smaller?


500

This is the methodological weakness of using older data to try and understand how long-term earnings change.


What is approximating long-term trends


500

Second-generation estimates typically conclude that the overall rate of return to education is still this.


What is worthwhile?


500

Along with cognitive skills, this early-life factor is now sometimes controlled for in second-generation studies.


What is early-life nutrition?


500

The older data was limited because it was often drawn only from the formal or this type of sector.


What is public?


500

The overall process of using new methods to create better, more precise estimates of the rate of return is called this.


What is refinement (or estimation)?