Podcast
Questions and Answers
What is the primary source of data for the study?
What is the primary source of data for the study?
- Ward's Automotive (correct)
- Individual consumer choices
- Consumer survey responses
- Automobile market data
How are prices adjusted in the study?
How are prices adjusted in the study?
- Deflated to 2015 US$ using the GDP deflator
- Adjusted based on inflation rates in each year
- Not adjusted, prices are used in their original values
- Deflated to 2015 US$ using the consumer price index (correct)
What is the time period covered by the data set?
What is the time period covered by the data set?
- 1980 to 2015
- 1988 to 2018
- 1980 to 2018 (correct)
- 1988 to 2015
What is the basis for defining market size in the study?
What is the basis for defining market size in the study?
What does the “second choice” data refer to?
What does the “second choice” data refer to?
How do the authors account for price endogeneity in their analysis?
How do the authors account for price endogeneity in their analysis?
Which of the following is NOT a feature of the data set used in the study?
Which of the following is NOT a feature of the data set used in the study?
What is the main methodological approach used to estimate the demand model?
What is the main methodological approach used to estimate the demand model?
What is the purpose of analyzing a longer time period in the study?
What is the purpose of analyzing a longer time period in the study?
What is the primary source of variation in real exchange rates within a make?
What is the primary source of variation in real exchange rates within a make?
What is the expected sign of the coefficient on the instrumental variable (RXR) in the first-stage regression?
What is the expected sign of the coefficient on the instrumental variable (RXR) in the first-stage regression?
What does the first-stage F-statistic of 14.09 indicate?
What does the first-stage F-statistic of 14.09 indicate?
What is the estimated pass-through of real exchange rates (RXR) to prices?
What is the estimated pass-through of real exchange rates (RXR) to prices?
Why is the OLS estimate of the price coefficient expected to be biased?
Why is the OLS estimate of the price coefficient expected to be biased?
What is the expected direction of change in the price coefficient when using the IV compared to OLS?
What is the expected direction of change in the price coefficient when using the IV compared to OLS?
What is the main purpose of including make fixed effects and year fixed effects in the model?
What is the main purpose of including make fixed effects and year fixed effects in the model?
What is the maximum horsepower recorded for cars?
What is the maximum horsepower recorded for cars?
Which vehicle type has a higher average curb weight?
Which vehicle type has a higher average curb weight?
Which value represents the minimum MPG for SUVs?
Which value represents the minimum MPG for SUVs?
What is the range of prices for cars as indicated by the minimum and maximum values?
What is the range of prices for cars as indicated by the minimum and maximum values?
What is the average height of cars based on the given data?
What is the average height of cars based on the given data?
Which vehicle characteristic shows the largest random coefficient, indicating strong consumer substitution?
Which vehicle characteristic shows the largest random coefficient, indicating strong consumer substitution?
What does the doubling of the random coefficient associated with trucks suggest?
What does the doubling of the random coefficient associated with trucks suggest?
How have consumer demographics affected price sensitivity over the observed years?
How have consumer demographics affected price sensitivity over the observed years?
What was the average share-weighted own-price elasticity across the sample?
What was the average share-weighted own-price elasticity across the sample?
What method was used to display consumers' price sensitivity over different years?
What method was used to display consumers' price sensitivity over different years?
What was the main assumption about model parameters in the baseline specification?
What was the main assumption about model parameters in the baseline specification?
What was a primary focus of the robustness checks performed on the main results?
What was a primary focus of the robustness checks performed on the main results?
Which of the following statements is true regarding the distribution of consumers' price sensitivity from the years 1985, 2000, and 2015?
Which of the following statements is true regarding the distribution of consumers' price sensitivity from the years 1985, 2000, and 2015?
What was the mean markup for the 1980 baseline?
What was the mean markup for the 1980 baseline?
Which hypothetical cartel membership has the highest mean markup in 2018?
Which hypothetical cartel membership has the highest mean markup in 2018?
What HHI corresponds to the Top 3 + Fiat cartel membership in 2018?
What HHI corresponds to the Top 3 + Fiat cartel membership in 2018?
Which of the following is a reason why a price-fixing cartel in 2018 would be unlikely to persist?
Which of the following is a reason why a price-fixing cartel in 2018 would be unlikely to persist?
Which statement about markups is true regarding the comparison between 1980 and 2018?
Which statement about markups is true regarding the comparison between 1980 and 2018?
Which exogenous force can change markups in the model?
Which exogenous force can change markups in the model?
What would be the result of forming a cartel with the six largest parent companies?
What would be the result of forming a cartel with the six largest parent companies?
In the context provided, what is Fiat's relationship with Chrysler in 2018?
In the context provided, what is Fiat's relationship with Chrysler in 2018?
What assumption is made in the model regarding the setting of prices?
What assumption is made in the model regarding the setting of prices?
What is the HHI for the 1980 baseline?
What is the HHI for the 1980 baseline?
What is the Lerner index used to measure in the context of the model?
What is the Lerner index used to measure in the context of the model?
What methodology is suggested to improve estimates of price sensitivity?
What methodology is suggested to improve estimates of price sensitivity?
What do the average prices in the model represent?
What do the average prices in the model represent?
Under what condition can the case of single-product firms be a good approximation?
Under what condition can the case of single-product firms be a good approximation?
Which of the following is NOT mentioned as a factor for changing markups?
Which of the following is NOT mentioned as a factor for changing markups?
What aspect does the decomposition of price elasticities emphasize in the context of markups?
What aspect does the decomposition of price elasticities emphasize in the context of markups?
Flashcards
Average Sales of Cars
Average Sales of Cars
The average sales value of cars in the dataset.
Average Curb Weight of SUVs
Average Curb Weight of SUVs
The average curb weight of SUVs in the dataset.
Maximum Height of a Car
Maximum Height of a Car
The maximum height of a car in the dataset.
Average Horsepower of Cars
Average Horsepower of Cars
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What are Sales and MPG?
What are Sales and MPG?
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Logit Model
Logit Model
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Two-Stage Least Squares (2SLS)
Two-Stage Least Squares (2SLS)
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Instrumental Variable (IV)
Instrumental Variable (IV)
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Fixed Effect
Fixed Effect
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Real Exchange Rate (RXR)
Real Exchange Rate (RXR)
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Own-Price Elasticity
Own-Price Elasticity
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Pass-Through
Pass-Through
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Endogeneity Bias
Endogeneity Bias
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Estimating Demand
Estimating Demand
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Second-Choice Data
Second-Choice Data
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Instrumental Variable
Instrumental Variable
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Price Endogeneity
Price Endogeneity
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Outside Option Value
Outside Option Value
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Demand Decomposition
Demand Decomposition
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Automobile Market Data
Automobile Market Data
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Dataset for Auto Market Analysis
Dataset for Auto Market Analysis
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Vehicle Style Substitution
Vehicle Style Substitution
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Unobservable Taste Heterogeneity
Unobservable Taste Heterogeneity
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Price Sensitivity (αi)
Price Sensitivity (αi)
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Distribution of Price Sensitivity Over Time
Distribution of Price Sensitivity Over Time
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BLP Model
BLP Model
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Average Own-Price Elasticity
Average Own-Price Elasticity
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Market Power
Market Power
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Markups
Markups
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Exogenous Forces
Exogenous Forces
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Lerner Index
Lerner Index
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Price Elasticity of Demand
Price Elasticity of Demand
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Marginal Cost
Marginal Cost
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Single-Product Firm Assumption
Single-Product Firm Assumption
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Markup Estimation
Markup Estimation
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Average Derivative of Share with Respect to Price
Average Derivative of Share with Respect to Price
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Exclusion Restriction
Exclusion Restriction
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Market Concentration
Market Concentration
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Cartel
Cartel
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Herfindahl-Hirschman Index (HHI)
Herfindahl-Hirschman Index (HHI)
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Nash-Bertrand Competition
Nash-Bertrand Competition
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Hypothetical Cartel Membership
Hypothetical Cartel Membership
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1980 Baseline
1980 Baseline
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2018 Baseline
2018 Baseline
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Study Notes
Evolution of Market Power in the US Automobile Industry
- The study examines the US automobile industry from 1980 to 2018, focusing on technological and regulatory changes and their impact on market performance.
- Researchers constructed measures of industry performance and welfare, including a demand model, product-level data on market shares, and consumer-level data on demographics.
- Marginal costs were estimated based on Nash-Bertrand pricing. A connection between trends in consumer welfare and markups were observed in relation to market structure trends.
- Real prices rose, but markups fell substantially. The share of total surplus accruing to consumers increased due to quality and production advancements.
- Consumer welfare rose due to improvement in product quality and manufacturing technology.
- The study contrasts its findings with recent macroeconomic literature observations, showing decreasing markups.
Data and Methodology
- The study used data from Ward's Automotive to track new car and light truck sales in the US from 1980-2018.
- Data includes sales, manufacturer suggested retail prices(MSRP), and vehicle characteristics.
- Data was collected, digitized, and cross-checked from Ward's Automotive Yearbooks (before 1988 data collection).
- Additional data from Ward's Automotive was supplemented for further data analysis to include: vehicle origins, company ownership, additional vehicle features (electronics, safety).
- Data was aggregated to make-model level for analysis.
- Household-level data on consumer choices and demographics from the Consumer Expenditure Survey (CEX) and MRI’s Survey of the American Consumer was collected.
- Data on consumer's second choices was gathered from MaritzCX.
Key Findings
- Average automobile prices rose during the study period.
- There was a decrease in industry concentration observed in the period.
- The increase in consumer surplus was primarily a result of improvement in product quality and manufacturing technology.
- The increase in size and horsepower of vehicles was coupled with improvements in fuel efficiency,
- The number of available vehicle styles increased, in particular the growth of the SUV segment.
- The study's findings show that the decline in markups is robust to alternate specifications of the model.
- Estimated markups are consistent, regardless of the methodology used.
- The share of consumer surplus in total welfare rose between 1980 and 2018, increasing from 0.62 to 0.82.
- Technological advancement in production has decreased marginal costs, which significantly contributes to consumer surplus.
- Increased variety/product choice contributes to consumer surplus.
Comparison and Limitations
- The study's findings contrasted with previous macroeconomic literature observations which showed rising markups.
- Assumes static Nash-Bertrand pricing (lack of collusion).
- Does not fully account for dealer, parts, or financing markets in the estimations; This may influence pricing and market efficiency in those sectors.
- Consumer taste and technology changes are important, but difficult to estimate from available data.
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Description
This quiz delves into the methodology and data sources used in a study on demand estimation. It covers topics such as data adjustment, market size definition, and the role of instrumental variables in the analysis. Test your understanding of price endogeneity and the analytical techniques employed in this economic study.