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The Impact of Air Pollution on Population Health Katharina Janke Lancaster University April 2019 1 / 31

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Page 1: TheImpactofAirPollutiononPopulationHealth Lancaster ... › sites › default › files › media › file-uploads › 2019-… · 6%per10 g/m3 increase )5.38%per8.97 g/m3 PM 2:5

The Impact of Air Pollution on Population Health

Katharina Janke

Lancaster University

April 2019

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Types of evidence

ToxicologyEpidemiology

Time-series studiesCohort studies

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Hybrid research design

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Unobserved local area effects

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Unobserved local area effects

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Cross-sectional distribution of mortality and PM10

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Annual means of mortality from all causes (per 100,000)

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Results for all-cause mortality

OLS Within areaCO 0.45 −0.34

(1.63) (0.69)NO2/10 −2.82∗∗∗ 0.34

(0.94) (0.28)PM10/10 1.85 2.74∗∗∗

(1.92) (0.51)O3/10 −6.60∗∗∗ 0.80∗∗∗

(0.80) (0.29)Degree qual. rate −0.06∗

(0.03)Summer temperature 0.90∗∗∗

(0.20)Standard errors in (brackets). 2,338 observations in 312 groups.Coefficients are percentage changes in all-cause mortality per 1mg/m3 increase in CO, per 10 µg/m3 increase in NO2, PM10, O3. 8 / 31

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Results for specific causes of mortality

Circulatory Bronchitis, emphysemaAll causes diseases and other COPD

CO −0.34 −0.02 −3.82(0.69) (1.53) (3.51)

NO2/10 0.34 0.34 1.91(0.28) (0.49) (1.27)

PM10/10 2.74∗∗∗ 4.38∗∗∗ 1.80(0.51) (0.78) (2.49)

O3/10 0.80∗∗∗ −0.01 2.40∗

(0.29) (0.54) (1.23)Standard errors in (brackets). 2,338 observations in 312 groups.Coefficients are percentage changes in all-cause mortality per 1mg/m3 increase in CO, per 10 µg/m3 increase in NO2, PM10, O3.

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Comparison with other approaches

Our results 10 µg/m3 PM10 10 µg/m3 O3↓ ↓

2.7% 0.8%

ACS cohort study 10 µg/m3 PM2.5 ≈ 0↓6%

Time-series studies 10 µg/m3 PM10 10 µg/m3 O3↓ ↓

0.6% 0.3%

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Empowering people through information?

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Hospital emergency admissions and avoidance behaviour

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Avoidance behaviour

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Avoidance behaviour

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Air pollution forecast bandings

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Results for all respiratory diseases

Full specification No warningNO2/10 0.036∗∗∗ 0.034∗∗∗

(0.008) (0.008)O3/10 0.026∗∗∗ 0.025∗∗∗

(0.007) (0.007)Air pollution warning −0.029

(0.039)[−2.15]

Standard errors in (brackets). Percent change in admission rateevaluated at the mean for discrete change in Air pollution warningfrom 0 to 1 in [square brackets]. 148,210 observations in 89 localauthorities

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Results for subset of asthma admissions

Full specification No warningNO2/10 0.013 0.011

(0.007) (0.006)O3/10 0.006 0.005

(0.003) (0.003)Air pollution warning −0.033∗∗∗

(0.010)[−7.84]

Standard errors in (brackets). Percent change in admission rateevaluated at the mean for discrete change in Air pollution warningfrom 0 to 1 in [square brackets]. 148,210 observations in 89 localauthorities

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Visitor data from Bristol Zoo

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Daily visitor counts (Bristol Zoo)

Day visitors MembersAir pollution alert 0.029 −0.061∗∗

(0.030) (0.028)Rain −0.015∗∗∗ −0.014∗∗∗

(0.002) (0.002)Max. temperature 0.029∗∗∗ 0.026∗∗∗

(0.006) (0.005)Min. temperature −0.017∗∗∗ −0.017∗∗∗

(0.005) (0.005)Wind speed −0.018∗∗∗ −0.021∗∗∗

(0.003) (0.003)Newey-West standard errors allowing for autocorrelation up to lag10 in (brackets). Regressions include year-month dummies as wellas dummies for day of week, public holidays and school holidays.2,382 observations.

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Air pollution a cause of Alzheimer’s disease?

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Epidemiological evidence

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Economic evidence

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Long-term impacts

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Very long-term impacts

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Effects on productivity

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The Headline

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The Figures

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The Figures

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Attributable deaths

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Calculation

6% per 10 µg/m3 increase ⇒ 5.38% per 8.97 µg/m3 PM2.5568,680 deaths = 105.38% ⇒ 539,647 = 100%568,680 - 539,647 = 29,033

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Interpretation

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