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Questions and Answers
What is the purpose of using bookmakers' scores as an instrument in the regression analysis?
What is the purpose of using bookmakers' scores as an instrument in the regression analysis?
What does the negative coefficient for 'Winning probability' in the TSLS results suggest?
What does the negative coefficient for 'Winning probability' in the TSLS results suggest?
Why is it mentioned that bookmakers' scores should be exogenous in the context presented?
Why is it mentioned that bookmakers' scores should be exogenous in the context presented?
What does the OLS estimator biasing towards zero suggest about the measurement errors?
What does the OLS estimator biasing towards zero suggest about the measurement errors?
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What do 95% confidence intervals for 𝛽 including the value of 1 imply?
What do 95% confidence intervals for 𝛽 including the value of 1 imply?
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What does the test for exogeneity of public scores suggest with p values of 0.000 and 0.003 for the two instruments?
What does the test for exogeneity of public scores suggest with p values of 0.000 and 0.003 for the two instruments?
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What does the scatter plot in Figure 5.1 suggest about the correlation between score given by the professional jury and the public?
What does the scatter plot in Figure 5.1 suggest about the correlation between score given by the professional jury and the public?
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What does it mean if the regression line for the data in the scatter plot has a slope equal to 1?
What does it mean if the regression line for the data in the scatter plot has a slope equal to 1?
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What is the estimated value of β in the OLS model 𝑐𝑜𝑟𝑒 𝑗𝑢𝑟𝑦𝑖 = 𝛼 +𝛽 𝑆𝑐𝑜𝑟𝑒 𝑝𝑢𝑏𝑙𝑖𝑐𝑖 +𝜀𝑖?
What is the estimated value of β in the OLS model 𝑐𝑜𝑟𝑒 𝑗𝑢𝑟𝑦𝑖 = 𝛼 +𝛽 𝑆𝑐𝑜𝑟𝑒 𝑝𝑢𝑏𝑙𝑖𝑐𝑖 +𝜀𝑖?
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What does it mean if the value 1 is not included in the 95% confidence interval for β?
What does it mean if the value 1 is not included in the 95% confidence interval for β?
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What could be a reason for the public's scores possibly suffering from measurement error according to Table 5.1?
What could be a reason for the public's scores possibly suffering from measurement error according to Table 5.1?
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Based on the OLS model results, what can be inferred about the relationship between score jury and score public?
Based on the OLS model results, what can be inferred about the relationship between score jury and score public?
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Study Notes
Eurovision Song Contest Statistics
- The table provides statistics on the Eurovision Song Contest 2021, including the rank, moment of performance, score, jury score, and public score.
- The scatter plot of the score jury versus score public suggests a strong correlation, with a correlation coefficient of 0.618.
Regression Analysis
- The OLS regression model is:
score_jury = α + β score_public + ε
- The regression result is:
α = 41.254
andβ = 0.526
withR² = 0.382
- The 95% confidence interval for
β
ranges from 0.254 to 0.798, excluding the value 1.
Order Effects
- The public scores may suffer from measurement error due to order effects, where the public remembers more from recent performances than from earlier ones.
- The moment of performance is not related to the score of the jury.
- However, the moment of performance has a positive effect on the scores given by the public.
Instrumental Variable Approach
- The scores given by bookmakers are used as an instrument for the scores of the public.
- The bookmakers' winning probabilities and rank are presented in Table 5.2.
- The instrumental variable approach using the bookmakers' winning probabilities yields:
α = -48.477
andβ = 1.557
- The instrumental variable approach using the bookmakers' rank yields:
α = -5.018
andβ = 1.058
- The 95% confidence intervals for
β
include the value of 1, confirming that the measurement errors bias the OLS estimator forβ
towards zero.
Test for Exogeneity
- The test for the null hypothesis of exogeneity of the scores of the public yields: 18.466 (p value 0.000) and 8.708 (p value 0.003) respectively, confirming that the scores of the public are not exogenous.
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Description
Explore the statistics of the Eurovision Song Contest 2021 and analyze the rankings, moments of performance, jury scores, and public scores of the contestants. Determine if there is a correlation between the professional jury's scores and the public's ratings.