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Alcohol Consumption: Why do you do it? Anna Kheyfets Guillermo Morini Drew Vinson Econ 120:Statistics Professor Yoon 5 May 2009
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Introduction Research Question What variables affect alcohol consumption? What variables affect alcohol consumption? Relevance Alcohol might lead to substance abuse Alcohol might lead to substance abuse Risk to human health ≈ 4% disease worldwide Risk to human health ≈ 4% disease worldwide College students want to drink legally College students want to drink legally
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Alcohol Consumption Worldwide Burden of Disease from Alcohol
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Variables Tested ŷ = Alcohol consumption (L of pure alcohol/capita) among adults (15 years) X 1 = Minimum Legal Drinking Age X 2 = Government Education Expenditures (% of GDP) X 3 = GDP per capita ($1000) X 4 = Unemployment Rate (%) X 5 = Global Peace Index (Score) X 6 = Inflation rate (%) X 7 = Homicide Rate (per 100,000) n = 65 countries
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Predictions Positively correlated with alcohol consumption Unemployment Rate Unemployment Rate Inflation Rate Inflation Rate GDP per capita GDP per capita Homicide Rate Homicide Rate Negatively correlated with alcohol consumption Minimum Legal Drinking Age Minimum Legal Drinking Age Global Peace Index Global Peace Index Government Education Expenditures Government Education Expenditures
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X 1 = Minimum Legal Drinking Age 18 or 21 ?
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The mission of MADD is to stop drunk driving stop drunk driving support the victims of this violent crime support the victims of this violent crime prevent underage drinking prevent underage drinking MADD supports the 21 Legal Drinking Age Since the 21 Minimum Legal Drinking Age law was enacted in 1984, an estimated 25,000 lives have been saved.
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Amethyst Movement of US college presidents calling for the reconsideration of US drinking age laws Current signatory count: 135 Signed by President David Oxtoby, Pomona College Signed by President David Oxtoby, Pomona College “Alcohol education that mandates abstinence as the only legal option has not resulted in significant constructive behavioral change among our students”
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Pros of 21 Law The 21 Law Saves Lives Has saved 25,000+ since enacted Has saved 25,000+ since enacted Saves 1,000 lives a year Saves 1,000 lives a year Halved the rate of drunk driving deaths since 1980s Halved the rate of drunk driving deaths since 1980s Decreases overall underage drinking Decreases overall underage drinking
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Amethyst vs. MADD The studies of lives saved quoted by MADD, do not focus on people under 21 Lives saved between 18-20 are diluted by the fatalities in the 21-24 group Lives saved between 18-20 are diluted by the fatalities in the 21-24 group Alcohol-related traffic fatalities declined (1982 -1992) United Kingdom: 50% declineUnited Kingdom: 50% decline Germany: 37% declineGermany: 37% decline Australia:32% declineAustralia:32% decline The Netherlands:28% declineThe Netherlands:28% decline Canada: 28% declineCanada: 28% decline United States: 26% declineUnited States: 26% decline All countries except for US: min drinking age = 18 yrs. All countries except for US: min drinking age = 18 yrs. Factors other than drinking age are involved
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Validity of Model Regression Statistics Multiple R0.6646 R Square0.4417 Adjusted R Square0.3732 Standard Error3.0543 Observations65 ANOVA dfSSMSFSignificance F Regression7420.760.106.4421.334 E-05 Residual57531.79.328 Total64952.4 F- Stat H 0 : β 1 = β 2 = β 3 = β 4 = β 5 = β 6 = β 7 = 0 H 1 : at least one of β s ≠ 0 REJECT H 0
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Coefficients Standard Errort StatP-value Intercept8.8743.46542.56080.0131 Min Legal Drinking Age-0.01280.0780-0.16360.8707 Education Expenditures0.31390.29551.06220.2926 GDP per capita ($1000)0.09090.03282.76830.0076 Unemployment Rate (%)0.11990.15100.79430.4303 Global Peace Index-2.80451.3115-2.13840.0368 Inflation Rate (%)-0.06110.0720-0.84780.4001 Homicide Rate (per 100)0.02970.05060.58650.5599 Significant Variables
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Regression Model VarbStatisticUnit Value Effect on ŷ, per unit increase ŷ Alcohol consumption L per capita 8.8743Intercept x1x1 -0.0128Min Legal Drinking Age1 year - 4 L x2x2 0.3139Education Expenditures1% -1.3 L x3x3 0.0909GDP per capita$1,000 + 9 L x4x4 0.1199Unemployment Rate1% + 12 L x5x5 -2.8045Global Peace Index1 Unit - 280 L x6x6 -0.0611Inflation rate1% - 6 L x7x7 0.0297Homicide Rate per 100,000 people + 3 L ŷ = 8.8743 - 0.0128x 1 + 0.3139x 2 + 0.0909x 3 + 0.1199x 4 - 2.8045x 5 - 0.0611x 6 + 0.0297x 7
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Check for Normality
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Results Compared with Predictions Positively correlated with alcohol consumption Unemployment Rate : TRUE Unemployment Rate : TRUE Inflation Rate : FALSE Inflation Rate : FALSE GDP per capita : TRUE GDP per capita : TRUE Homicide Rate : TRUE Homicide Rate : TRUE Negatively correlated with alcohol consumption Minimum Legal Drinking Age : TRUE Minimum Legal Drinking Age : TRUE Global Peace Index: TRUE Global Peace Index: TRUE Government Education Expenditures : FALSE Government Education Expenditures : FALSE
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Conclusion Testing this hypothesis, where X 1 = min drinking age H 0 : B 1 = 0 H 1 : B 1 ≠ 0 Using a t-test at the 5% significance level, we rejected the alternative hypothesis. Therefore, there is no significant relationship between the minimum legal drinking age and the consumption of alcohol per capita in a country. This data supports the argument of the Amethyst Initiative.
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Conclusion Recalling our concern about the connection between alcohol and disease… Governments cannot control any of the significant variables from our model Unless the government wants to go to war to curb alcohol consumption Unless the government wants to go to war to curb alcohol consumption
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Acknowledgements Professor Yoon for your guidance and statistics course. Audience Sources www.who.org www.who.org www.who.org www.cia.gov www.cia.gov www.cia.gov www.amethystinitiative.org/ www.amethystinitiative.org/ www.amethystinitiative.org/ www.madd.org www.madd.org www.madd.org www.photius.com/rankings/murder_rate_of_countries _2000-2004.html www.photius.com/rankings/murder_rate_of_countries _2000-2004.html www.photius.com/rankings/murder_rate_of_countries _2000-2004.html www.photius.com/rankings/murder_rate_of_countries _2000-2004.html
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