political drivers of air pollution in the u.s.: a time-series analysis (1959-1998)

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Political Drivers of Air Pollution in the U.S.: A Time-Series Analysis (1959-1998) A.C. McCreery The Ohio State University

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Presentation at the 5th International Conference on Environmental Science and Technology, organized by the American Academy of Sciences, in 2010. Abstract: This study tests the effect of environmental movement actions, political opportunities, policy and its implementation, and media attention on air pollution in a time-series analysis (1959-1998). It examines changes in national emissions of 5 types of air pollution: Sulfur Dioxide, Carbon Monoxide, and Volatile Organic Compounds (combined into an index with Cronbach’s Alpha = 0.904); Nitrogen Oxides (NOx); and Particulate Matter smaller than 10 micrometers (PM-10). The data were first-differenced to correct for non-stationarity, Multiple OLS Regression was used to determine the direct influence of political processes on air pollution (controlling for economics). Multiple interactions between movement effects, the media, and political opportunities were also investigated in additional OLS regressions. Results show that media attention to the environment is an important predictor of all 3 dependent variables. Additionally, the environmental social movement is only effective given specific political opportunities, namely Democratic Party control of the federal government, media attention to environmental issues, and effective policy. These interactions are specific to the type of air pollution and not generalizeable across pollutants. The environmental movement also only appears to be effective at combating highly visible pollutants that are on the political agenda, since NOx and PM-10 are both more politically visible than the other three types of air pollution. The study demonstrates the complexity of air pollution, the importance of media attention, and the limited impact of the environmental movement on real-world outcomes.

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Page 1: Political Drivers of Air Pollution in the U.S.: A Time-Series Analysis (1959-1998)

Political Drivers of Air Pollution in the U.S.: A Time-Series

Analysis (1959-1998)

A.C. McCreery

The Ohio State University

Page 2: Political Drivers of Air Pollution in the U.S.: A Time-Series Analysis (1959-1998)

Outline

OverviewTheory &

HypothesesData & MethodsResultsDiscussion

Page 3: Political Drivers of Air Pollution in the U.S.: A Time-Series Analysis (1959-1998)

Overview

Political factors that lead to changes over time in the ecological impact of U.S. society, focusing on air pollution

Influential factors:Political ProcessesMedia attentionPublic policy

Page 4: Political Drivers of Air Pollution in the U.S.: A Time-Series Analysis (1959-1998)

Contributions

Previous research has addressed:The effect of policyEconomic theories

Previous research as not addressed:The role of the environmental movementPolitical agenda settingDrivers of different pollutants

Page 5: Political Drivers of Air Pollution in the U.S.: A Time-Series Analysis (1959-1998)

Air Pollution

3 measures of air pollution, based on EPA criteria pollutants:Index of Sulfur dioxide (SO2), Carbon Monoxide

(CO), and Volatile Organic Compounds (VOCs) (Cronbach’s alpha = 0.904

Nitrogen OxidesParticulate Matter smaller than 10 micrometers

Page 6: Political Drivers of Air Pollution in the U.S.: A Time-Series Analysis (1959-1998)

Air Pollution Trends

Page 7: Political Drivers of Air Pollution in the U.S.: A Time-Series Analysis (1959-1998)

Driving Factors

Political ProcessesThe environmental movementPolitical opportunities for the movement

Political Agenda-SettingMedia attention

Policy & ImplementationQuality of policyEnforcement/implementation of policy

Page 8: Political Drivers of Air Pollution in the U.S.: A Time-Series Analysis (1959-1998)

Political Processes

Political ContextPresence of Allies: Democrats in fed. gov’tWeak opposition: business interests

Organizational resources: environmental movement actions

Page 9: Political Drivers of Air Pollution in the U.S.: A Time-Series Analysis (1959-1998)

Political Agenda

Congressional hearings on the environmentAct as political openings

Media AttentionProvides legitimacy &

saliencePlaces the environment

on the political agenda

Page 10: Political Drivers of Air Pollution in the U.S.: A Time-Series Analysis (1959-1998)

Policy & Implementation

Strength of policyImplementation of policy

Policy implementation influenced by:environmental movementpolitical opportunitiesmedia

Page 11: Political Drivers of Air Pollution in the U.S.: A Time-Series Analysis (1959-1998)

Measurement of Policy

Coded federal legislation1 on 3 criteria:Enforcement powers (weighted double the other 2

criteria)Scope (broad or narrow)Whether $ was earmarked into the bill

Clean Air Act and Amendments coded separately and weighted higher

Yearly policy = positive laws - negative laws

1 Reitze, Arnold W. 2001. Air Pollution Control Law: Compliance and Enforcement. Washington D.C.: The Environmental Law Institute.

Page 12: Political Drivers of Air Pollution in the U.S.: A Time-Series Analysis (1959-1998)

Methodology

All variables first-differenced to detrend, and IVs lagged 1 year

OLS regression with base variablesInteraction analyses, with 1 interaction

per regression

Very conservative model, with possible Type II errors

Page 13: Political Drivers of Air Pollution in the U.S.: A Time-Series Analysis (1959-1998)

Results: Index of SO2 CO & VOCs

Base Variables Coefficient

Real GDP / capita 153.90

Real GDP / Capita, squared -276384

Democratic Unity -0.073

Congressional Hearings (Logged)

9.79 E-04

Corporate Taxes -1.66 E-02

Media Attention (Logged) -6.18 E-04 *

Air Pollution Policy -3.64 E-03

Implementation Funding 0.320

Movement Actions 3.72 E-03

Constant -6.106

Adjusted R-squared 0.110

Durbin-Watson D-statistic 1.705

n = 38

*** p < 0.001, ** p < 0.01, * p < 0.05; one-tailed

Page 14: Political Drivers of Air Pollution in the U.S.: A Time-Series Analysis (1959-1998)

Results: NOx

Base Variables Coefficient

Real GDP / capita 102.45 *

Real GDP / Capita, squared -207073 **

GDP & GDP squared F-Test for joint significance (P > F)

**

Democratic Unity -0.038

Congressional Hearings (Logged) 5.94 E-04

Corporate Taxes 1.16 E-03

Media Attention (Logged) -2.05 E-04 *

Air Pollution Policy -3.93 E-03

Implementation Funding 0.080

Movement Actions 1.88 E-03

Constant -1.436

Adjusted R-squared 0.470

Durbin-Watson D-statistic 1.618

n = 38

*** p < 0.001, ** p < 0.01, * p < 0.05; one-tailed

Page 15: Political Drivers of Air Pollution in the U.S.: A Time-Series Analysis (1959-1998)

Results: NOx Interactions

Interaction Variable Coef.

Adjusted R2

Main Effects Coef.

Movement actions * Air Pollution Policy

-4.30 E-04 ** 0.560 Movement Actions

2.15 E-03 aa

Air Pollution Policy

-3.04 E-03

Movement actions * Democratic Unity

-2.51 E-03 * 0.512 Movement Actions

1.44 E-03 a

Democratic Unity

-5.18 E-02

*** p < 0.001, ** p < 0.01, * p < 0.05; one-tailedaaa p < 0.001, aa p < 0.01, a p < 0.05; two-tailed.

Page 16: Political Drivers of Air Pollution in the U.S.: A Time-Series Analysis (1959-1998)

NOx Explanatory Power

Page 17: Political Drivers of Air Pollution in the U.S.: A Time-Series Analysis (1959-1998)

Results: PM-10

Base Variables Coefficient

Real GDP / capita 60.92

Real GDP / Capita, squared -134973 *

GDP & GDP squared F-Test for joint significance (P > F)

Democratic Unity 0.030

Congressional Hearings (Logged) 2.55 E-04

Corporate Taxes 8.81 E-04

Media Attention (Logged) -1.96 E-04 *

Air Pollution Policy -4.40 E-03

Implementation Funding 0.184

Movement Actions 5.96 E-04

Constant -3.555 *

Adjusted R-squared 0.198

Durbin-Watson D-statistic 1.762

n = 38

*** p < 0.001, ** p < 0.01, * p < 0.05; one-tailed

Page 18: Political Drivers of Air Pollution in the U.S.: A Time-Series Analysis (1959-1998)

Results: PM-10 Interactions

Interaction Variable Coef.

Adjusted R2

Main Effects Coef.

Movement actions * Media Attention

-7.09 E-06 ** 0.330 Movement Actions

1.12 E-03

Media Attention

-4.85 E-05

*** p < 0.001, ** p < 0.01, * p < 0.05; one-tailed

Page 19: Political Drivers of Air Pollution in the U.S.: A Time-Series Analysis (1959-1998)

PM-10 Explanatory Power

Page 20: Political Drivers of Air Pollution in the U.S.: A Time-Series Analysis (1959-1998)

Significant Effects

Media Attention

Air Pollution Policy

Environmental Movement Actions

Democratic Unity

NOx Emissions

-

-

+

+

Page 21: Political Drivers of Air Pollution in the U.S.: A Time-Series Analysis (1959-1998)

Significant Effects

Media Attention

Environmental Movement Actions

PM-10 Emissions-

Index Emissions(SO2, CO, &VOCs)Media Attention

-

Page 22: Political Drivers of Air Pollution in the U.S.: A Time-Series Analysis (1959-1998)

Conclusions

Media Attention & the Political Agenda

Environmental movement must rely on political opportunities to be effective

Results not generalizeable across pollutants

Page 23: Political Drivers of Air Pollution in the U.S.: A Time-Series Analysis (1959-1998)

Acknowledgements

Colleagues

Dr. J. Craig Jenkins

Dr. Robert Brulle

Dr. Jon Agnone

Funding & Resources

Ohio State University Dept. of Sociology

Ohio State University Environmental Science Graduate Program

The Fay Graduate Fellowship Fund in Environmental Sciences

NSF Grant #SES-0455215, “Civil Society & the Environment”