Chapter 1 The Nature of Econometrics and Economic Data 17 Key Terms



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chapter 1 The Nature of Econometrics and Economic Data 
17
Key Terms
Causal Effect
Ceteris Paribus
Cross-Sectional Data Set
Data Frequency
Econometric Model
Economic Model
Empirical Analysis
Experimental Data
Nonexperimental Data
Observational Data
Panel Data
Pooled Cross Section
Random Sampling
Retrospective Data
Time Series Data
Problems
 
1
Suppose that you are asked to conduct a study to determine whether smaller class sizes 
lead to improved student performance of fourth graders.
(i) If you could conduct any experiment you want, what would you do? Be specific.
(ii) More realistically, suppose you can collect observational data on several thousand 
fourth graders in a given state. You can obtain the size of their fourth-grade class and 
a standardized test score taken at the end of fourth grade. Why might you expect a 
negative correlation between class size and test score?
(iii) Would a negative correlation necessarily show that smaller class sizes cause better 
performance? Explain.
 
2
A justification for job training programs is that they improve worker productivity. Suppose 
that you are asked to evaluate whethe r more job training makes workers more productive. 
However, rather than having data on individual workers, you have access to data on manu-
facturing firms in Ohio. In particular, for each firm, you have information on hours of job 
training per worker (training) and number of nondefective items produced per worker hour 
(output).
(i) Carefully state the ceteris paribus thought experiment underlying this policy question.
(ii) Does it seem likely that a firm’s decision to train its workers will be independent of 
worker characteristics? What are some of those measurable and unmeasurable worker 
characteristics?
(iii) Name a factor other than worker characteristics that can affect worker productivity.
(iv) If you find a positive correlation between output and training, would you have con-
vincingly established that job training makes workers more productive? Explain.

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