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SLIDE 1

■♥tr♦❞✉❝t✐♦♥ ▼❡t❤♦❞♦❧♦❣② ❋✐♥❞✐♥❣s

❚❤❡ ❊✛❡❝t ♦❢ ❈❛s✐♥♦s ♦♥ t❤❡ ◆♦♥✲❣❛♠❜❧✐♥❣ ❊❝♦♥♦♠②✿ ❊✈✐❞❡♥❝❡ ❢r♦♠ ◆❛t✐♦♥✇✐❞❡ ❍♦✉s❡❤♦❧❞ ❙♣❡♥❞✐♥❣ ❉❛t❛

❈❤r✐s ▲✐ ❩❤❛♥❣

■▼P❆◗ ■♥t❡r♥❛t✐♦♥❛❧

◆♦✈❡♠❜❡r ✶✵✱ ✷✵✶✼

❚❤✐s r❡s❡❛r❝❤ ✐s s✉♣♣♦rt❡❞ ❜② t❤❡ ❇❛♥❦❛r❞ ❋✉♥❞ ❢♦r P♦❧✐t✐❝❛❧ ❊❝♦♥♦♠② ❛t t❤❡ ❯♥✐✈❡rs✐t② ♦❢ ❱✐r❣✐♥✐❛✳

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SLIDE 2

■♥tr♦❞✉❝t✐♦♥ ▼❡t❤♦❞♦❧♦❣② ❋✐♥❞✐♥❣s

■♥tr♦❞✉❝t✐♦♥

  • ❈❛s✐♥♦ ❡①♣❛♥s✐♦♥ ✭♦✉ts✐❞❡ ◆❱ ❛♥❞ ◆❏✮✿ ✶✾✽✽ ✲ ✷✵✶✵✬s ✭♦♥❣♦✐♥❣✮
  • ❆✈❡r❛❣❡ ❤❤ s♣❡♥❞ ✩✻✵✵✴②❡❛r ♦♥ ❣❛♠❜❧✐♥❣✱ ✻✵✪✰ ✐♥ ❝❛s✐♥♦s ✭✷✵✵✵✲✷✵✶✵✮
  • ▲✐t❡r❛t✉r❡✿ ❧✐♥❦s ❜❡t✇❡❡♥ ❝❛s✐♥♦s ❛♥❞

❥♦❜ ❝r❡❛t✐♦♥ ✭❊✈❛♥s ✫ ❚♦♣♦❧❡s❦✐✱ ✷✵✵✷❀ ❘❡❛❣❛♥ ✫ ●✐tt❡r✱ ✷✵✵✼❀ ◆❖❘❈✱ ✶✾✾✾✮✱ ❝r✐♠❡ ✭●r✐♥♦❧s ✫ ▼✉st❛r❞✱ ✷✵✵✻✮✱ ♣r♦♣❡rt② ♣r✐❝❡s ✭❇❛①❛♥❞❛❧❧✱ ✷✵✵✺❀ ❲✐❧❡② ✫ ❏❛❝❦s♦♥✱ ✷✵✵✾✮✱ ♦t❤❡r ❣❛♠❜❧✐♥❣ ❣♦♦❞s ✭❊❧❧✐♦tt ✫ ◆❛✈✐♥✱ ✷✵✵✷❀ ❋✐♥❦ ✫ ❘♦r❦✱ ✷✵✵✸❀ ❲❛❧❦❡r ✫ ❏❛❝❦s♦♥✱ ✷✵✵✽✮✱ ♥♦♥✲❣❛♠❜❧✐♥❣ s❡❝t♦rs ✭◆●■❙❈✱ ✶✾✾✾❀ ❙✐❡❣❡❧ ✫ ❆♥❞❡rs✱ ✶✾✾✾❀ ❲✐❧❡② ✫ ❲❛❧❦❡r✱ ✷✵✵✾✮

  • ❈♦♥tr✐❜✉t✐♦♥✿ ✶st ♥❛t✐♦♥✇✐❞❡ ❡♠♣✐r✐❝❛❧ st✉❞② ♦❢ ❝❛s✐♥♦s✬ ❡✛❡❝t ♦♥ ♥♦♥✲❣❛♠❜❧✐♥❣

s❡❝t♦rs✱ ❤♦✉s❡❤♦❧❞✲❧❡✈❡❧ s♣❡♥❞✐♥❣ ❞❛t❛ ✭N > ✷✷✵,✵✵✵✮✱ ❤✐❣❤ ❣❡♦❣r❛♣❤✐❝ r❡s♦❧✉t✐♦♥✱ ✶✾✾✻✲✷✵✶✸

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SLIDE 3

■♥tr♦❞✉❝t✐♦♥ ▼❡t❤♦❞♦❧♦❣② ❋✐♥❞✐♥❣s

❊①♣❛♥s✐♦♥ ♦❢ ❝❛s✐♥♦s ✶✾✾✵ ✲ ✷✵✶✸

  • ❉❛r❦❡r ❝♦❧♦rs ❂ ♠♦r❡ r❡❝❡♥t ♦♣❡♥✐♥❣s
  • ▲❛r❣❡r ❝✐r❝❧❡s ❂ ❧❛r❣❡r ❝♦✉♥t② ♣♦♣✉❧❛t✐♦♥ ✭❈❡♥s✉s ✷✵✶✵✮
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SLIDE 4

■♥tr♦❞✉❝t✐♦♥ ▼❡t❤♦❞♦❧♦❣② ❋✐♥❞✐♥❣s

▼❡t❤♦❞♦❧♦❣②

  • ❉❛t❛✿ ❈❊❳ ■♥t❡r✈✐❡✇ ✶✾✾✻✲✷✵✶✸✱ ❤❤s r❡❝❛❧❧ q✉❛rt❡r❧② s♣❡♥❞✐♥❣ ✉♣ t♦ ✹ q✉❛rt❡rs
  • ▼❡r❣❡❞ ✇✐t❤ ❇▲❙✬s ❝♦♥✜❞❡♥t✐❛❧ ❝♦✉♥t② ❝♦❞❡s
  • ❍❡t❡r♦❣❡♥❡♦✉s ❡✛❡❝t ❜② ❞✐st❛♥❝❡✿ ✵✲✷✵✱ ✷✵✲✺✵✱ ✺✵✲✶✵✵ ♠✐❧❡s ❢r♦♠ ❤❤✬s ❝♦✉♥t②

v v

Zone 1 Zone 2 Zone 3 20 miles

  • ❋♦❝✉s ♦♥ ❝❛s✐♥♦ ❛♣♣❡❛r❛♥❝❡✿ (Z✶,Z✷,Z✸) = (✶,✵,✶)
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SLIDE 5

■♥tr♦❞✉❝t✐♦♥ ▼❡t❤♦❞♦❧♦❣② ❋✐♥❞✐♥❣s

▼❡t❤♦❞♦❧♦❣②

yijt = α +β✶Z✶it +β✷Z✷it +β✸Z✸it +β✹Z✶itZ✷it +β✺Z✶itZ✸it +β✻Z✷itZ✸it +β✼Z✶itZ✷itZ✸it +❳itγ +❏jtδ +▼tλ +ωy +νj +εijt.

  • yijt ❙♣❡♥❞✐♥❣ ♦❢ ❤❤ i ✐♥ st❛t❡ j✱ ❞✉r✐♥❣ ♣❡r✐♦❞ t
  • Zk✿ ✐♥❞✐❝❛t♦r ❢♦r ❝❛s✐♥♦ ♣r❡s❡♥❝❡ ✐♥ ③♦♥❡ k
  • ✶st✲♦r❞❡r✿ β✶ ✳✳✳ β✸ ❂ ❡✛❡❝t | ♥♦ ❝❛s✐♥♦s ✐♥ ❛♥② ③♦♥❡s
  • ❤✐❣❤❡r✲♦r❞❡r✿ β✹ ✳✳✳ β✼ ❂ ❛❞❞✐t✐♦♥❛❧ ❡✛❡❝ts | ❡①✐st✐♥❣ ❝❛s✐♥♦s ✐♥ ♦t❤❡r ③♦♥❡s
  • ❳it✿ ❤❤ ❞❡♠♦❣r❛♣❤✐❝s
  • ❏jt✿ st❛t❡ ✉♥❡♠♣❧♦②♠❡♥t r❛t❡s✱ ❡①❝✐s❡ t❛① r❛t❡s
  • ▼t✱ ωy✱ νj✿ ❝❛❧❡♥❞❛r ♠♦♥t❤✱ ②❡❛r✱ ❛♥❞ st❛t❡ ❋❊s✳
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SLIDE 6

■♥tr♦❞✉❝t✐♦♥ ▼❡t❤♦❞♦❧♦❣② ❋✐♥❞✐♥❣s

❘❡s✉❧ts

  • ✶st✲♦r❞❡r t❡r♠s✿ ❝♦♠♣❧❡♠❡♥t❛r② ❡✛❡❝t ♦♥ t♦t❛❧ ♥♦♥✲❣❛♠❜❧✐♥❣ s♣❡♥❞✐♥❣✿

❋✉❧❧ ❙❛♠♣❧❡ ▲♦✇❡st ✐♥❝♦♠❡ t❡r❝✐❧❡ ▲❡✈❡❧ ▲♥ ▲❡✈❡❧ ▲♥ ✵✲✷✵ ♠✐❧❡s ✭Z✶✮ ✲✻✾✳✷✹ ✲✵✳✵✵✸ ✶✻✷✳✺✶ ✵✳✵✵✶ ✭✶✹✸✳✸✼✮ ✭✵✳✵✶✵✮ ✭✷✶✽✳✵✽✮ ✭✵✳✵✷✶✮ ✷✵✲✺✵ ♠✐❧❡s ✭Z✷✮ ✼✺✳✸✻ ✵✳✵✶✻✯✯ ✶✽✹✳✷✹ ✵✳✵✸✻✯✯✯ ✭✽✹✳✷✶✮ ✭✵✳✵✵✻✮ ✭✶✷✺✳✹✹✮ ✭✵✳✵✶✸✮ ✺✵✲✶✵✵ ♠✐❧❡s ✭Z✸✮ ✶✾✶✳✽✻ ✵✳✵✷✻✯✯✯ ✷✶✸✳✸✶✯✯ ✵✳✵✸✸✯✯✯ ✭✻✷✳✽✸✮ ✭✵✳✵✵✺✮ ✭✾✾✳✹✾✮ ✭✵✳✵✵✾✮ ▼❡❛♥ s♣❡♥❞✐♥❣ ✩✶✶✸✹✶✳✵✶ ✩✻✾✻✷✳✾✻ ★ ✐♥t❡r✈✐❡✇s ✹✺✹✺✷✵ ✶✹✷✼✹✸

✯✯✯✴✯✯✴✯❂ ✶✪✴✺✪✴✶✵✪

  • ❊❛r♥ ♠♦r❡❄ ❚r❛✈❡❧ ♠♦r❡❄ ❊✛❡❝t ♦♥ ❝❛t❡❣♦r✐❡s
  • ↑✿ tr❛♥s♣♦rt❛t✐♦♥ ✭❩✷✰✮✱ ❝❧♦t❤❡s✱ ❛❧❝♦❤♦❧ ✫ t♦❜❛❝❝♦
  • ↓✿ tr❛♥s♣♦rt❛t✐♦♥ ✭❩✶✮✱ ❢♦♦❞ ❤♦♠❡ ✭❩✸✮✱ ✐♥s✉r❛♥❝❡ ✫ ♣❡♥s✐♦♥s
  • ↑✿ s❡❧❢✲r❡♣♦rt❡❞ ❣❛♠❜❧✐♥❣ s♣❡♥❞✐♥❣ ❛♥❞ ♣❛rt✐❝✐♣❛t✐♦♥
  • ❍✐❣❤❡r✲♦r❞❡rs✿ ◆♦✐s② ❛♥❞ ♠✐①❡❞ s✐❣♥✱ ❝♦♠♣❧❡♠❡♥t❛r② ❡✛❡❝t ❞♦❡s ♥♦t ❛❧✇❛②s

❛❝❝✉♠✉❧❛t❡ ❢♦r ♥❡❛r❜② ❝❛s✐♥♦s

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SLIDE 7

■♥tr♦❞✉❝t✐♦♥ ▼❡t❤♦❞♦❧♦❣② ❋✐♥❞✐♥❣s

❘❡s✉❧ts

  • ✶st✲♦r❞❡r t❡r♠s✿ ❝♦♠♣❧❡♠❡♥t❛r② ❡✛❡❝t ♦♥ t♦t❛❧ ♥♦♥✲❣❛♠❜❧✐♥❣ s♣❡♥❞✐♥❣✿

❋✉❧❧ ❙❛♠♣❧❡ ▲♦✇❡st ✐♥❝♦♠❡ t❡r❝✐❧❡ ▲❡✈❡❧ ▲♥ ▲❡✈❡❧ ▲♥ ✵✲✷✵ ♠✐❧❡s ✭Z✶✮ ✲✻✾✳✷✹ ✲✵✳✵✵✸ ✶✻✷✳✺✶ ✵✳✵✵✶ ✭✶✹✸✳✸✼✮ ✭✵✳✵✶✵✮ ✭✷✶✽✳✵✽✮ ✭✵✳✵✷✶✮ ✷✵✲✺✵ ♠✐❧❡s ✭Z✷✮ ✼✺✳✸✻ ✵✳✵✶✻✯✯ ✶✽✹✳✷✹ ✵✳✵✸✻✯✯✯ ✭✽✹✳✷✶✮ ✭✵✳✵✵✻✮ ✭✶✷✺✳✹✹✮ ✭✵✳✵✶✸✮ ✺✵✲✶✵✵ ♠✐❧❡s ✭Z✸✮ ✶✾✶✳✽✻ ✵✳✵✷✻✯✯✯ ✷✶✸✳✸✶✯✯ ✵✳✵✸✸✯✯✯ ✭✻✷✳✽✸✮ ✭✵✳✵✵✺✮ ✭✾✾✳✹✾✮ ✭✵✳✵✵✾✮ ▼❡❛♥ s♣❡♥❞✐♥❣ ✩✶✶✸✹✶✳✵✶ ✩✻✾✻✷✳✾✻ ★ ✐♥t❡r✈✐❡✇s ✹✺✹✺✷✵ ✶✹✷✼✹✸

✯✯✯✴✯✯✴✯❂ ✶✪✴✺✪✴✶✵✪

  • ❊❛r♥ ♠♦r❡❄ ❚r❛✈❡❧ ♠♦r❡❄ ❊✛❡❝t ♦♥ ❝❛t❡❣♦r✐❡s
  • ↑✿ tr❛♥s♣♦rt❛t✐♦♥ ✭❩✷✰✮✱ ❝❧♦t❤❡s✱ ❛❧❝♦❤♦❧ ✫ t♦❜❛❝❝♦
  • ↓✿ tr❛♥s♣♦rt❛t✐♦♥ ✭❩✶✮✱ ❢♦♦❞ ❤♦♠❡ ✭❩✸✮✱ ✐♥s✉r❛♥❝❡ ✫ ♣❡♥s✐♦♥s
  • ↑✿ s❡❧❢✲r❡♣♦rt❡❞ ❣❛♠❜❧✐♥❣ s♣❡♥❞✐♥❣ ❛♥❞ ♣❛rt✐❝✐♣❛t✐♦♥
  • ❍✐❣❤❡r✲♦r❞❡rs✿ ◆♦✐s② ❛♥❞ ♠✐①❡❞ s✐❣♥✱ ❝♦♠♣❧❡♠❡♥t❛r② ❡✛❡❝t ❞♦❡s ♥♦t ❛❧✇❛②s

❛❝❝✉♠✉❧❛t❡ ❢♦r ♥❡❛r❜② ❝❛s✐♥♦s

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SLIDE 8

■♥tr♦❞✉❝t✐♦♥ ▼❡t❤♦❞♦❧♦❣② ❋✐♥❞✐♥❣s

❘❡s✉❧ts

  • ✶st✲♦r❞❡r t❡r♠s✿ ❝♦♠♣❧❡♠❡♥t❛r② ❡✛❡❝t ♦♥ t♦t❛❧ ♥♦♥✲❣❛♠❜❧✐♥❣ s♣❡♥❞✐♥❣✿

❋✉❧❧ ❙❛♠♣❧❡ ▲♦✇❡st ✐♥❝♦♠❡ t❡r❝✐❧❡ ▲❡✈❡❧ ▲♥ ▲❡✈❡❧ ▲♥ ✵✲✷✵ ♠✐❧❡s ✭Z✶✮ ✲✻✾✳✷✹ ✲✵✳✵✵✸ ✶✻✷✳✺✶ ✵✳✵✵✶ ✭✶✹✸✳✸✼✮ ✭✵✳✵✶✵✮ ✭✷✶✽✳✵✽✮ ✭✵✳✵✷✶✮ ✷✵✲✺✵ ♠✐❧❡s ✭Z✷✮ ✼✺✳✸✻ ✵✳✵✶✻✯✯ ✶✽✹✳✷✹ ✵✳✵✸✻✯✯✯ ✭✽✹✳✷✶✮ ✭✵✳✵✵✻✮ ✭✶✷✺✳✹✹✮ ✭✵✳✵✶✸✮ ✺✵✲✶✵✵ ♠✐❧❡s ✭Z✸✮ ✶✾✶✳✽✻ ✵✳✵✷✻✯✯✯ ✷✶✸✳✸✶✯✯ ✵✳✵✸✸✯✯✯ ✭✻✷✳✽✸✮ ✭✵✳✵✵✺✮ ✭✾✾✳✹✾✮ ✭✵✳✵✵✾✮ ▼❡❛♥ s♣❡♥❞✐♥❣ ✩✶✶✸✹✶✳✵✶ ✩✻✾✻✷✳✾✻ ★ ✐♥t❡r✈✐❡✇s ✹✺✹✺✷✵ ✶✹✷✼✹✸

✯✯✯✴✯✯✴✯❂ ✶✪✴✺✪✴✶✵✪

  • ❊❛r♥ ♠♦r❡❄ ❚r❛✈❡❧ ♠♦r❡❄ ❊✛❡❝t ♦♥ ❝❛t❡❣♦r✐❡s
  • ↑✿ tr❛♥s♣♦rt❛t✐♦♥ ✭❩✷✰✮✱ ❝❧♦t❤❡s✱ ❛❧❝♦❤♦❧ ✫ t♦❜❛❝❝♦
  • ↓✿ tr❛♥s♣♦rt❛t✐♦♥ ✭❩✶✮✱ ❢♦♦❞ ❤♦♠❡ ✭❩✸✮✱ ✐♥s✉r❛♥❝❡ ✫ ♣❡♥s✐♦♥s
  • ↑✿ s❡❧❢✲r❡♣♦rt❡❞ ❣❛♠❜❧✐♥❣ s♣❡♥❞✐♥❣ ❛♥❞ ♣❛rt✐❝✐♣❛t✐♦♥
  • ❍✐❣❤❡r✲♦r❞❡rs✿ ◆♦✐s② ❛♥❞ ♠✐①❡❞ s✐❣♥✱ ❝♦♠♣❧❡♠❡♥t❛r② ❡✛❡❝t ❞♦❡s ♥♦t ❛❧✇❛②s

❛❝❝✉♠✉❧❛t❡ ❢♦r ♥❡❛r❜② ❝❛s✐♥♦s

slide-9
SLIDE 9

■♥tr♦❞✉❝t✐♦♥ ▼❡t❤♦❞♦❧♦❣② ❋✐♥❞✐♥❣s

❘❡s✉❧ts

■♠♣❧✐❝❛t✐♦♥s

  • ❈♦♠♣❧❡♠❡♥t❛r② ❡✛❡❝t ♦❢ ❝❛s✐♥♦s ♦♥ ♥♦♥✲❣❛♠❜❧✐♥❣ s❡❝t♦rs

✭✈s s✉❜st✐t✉t✐♦♥ ❡✛❡❝t ♦❢ ❧♦tt❡r✐❡s ✭❑❡❛r♥❡②✱ ✷✵✵✺✮✮

  • ❈♦♠♣❧❡♠❡♥t❛r② ❡✛❡❝t ♠❛② ❜❡ ♥❡❣❛t✐✈❡❧② ❛✛❡❝t❡❞ ❜② ♥❡❛r❜② ❝❛s✐♥♦s

✭❡❣ ✐♠♣❛❝t ♦❢ P❆✴❉❊✴▼❉ ♦♥ ◆❏✮

  • ❈r♦✇❞✲♦✉t ♦♥ s♦♠❡ s♣❡♥❞✐♥❣ ♠❛② ♥♦t ♣r❡❢❡rr❡❞ ❜② ❡✈❡r② ❤❤ ♠❡♠❜❡r

✭❡❣ ❧✐❢❡ ✐♥s✉r❛♥❝❡✴♣❡♥s✐♦♥s✮

slide-10
SLIDE 10

■♥tr♦❞✉❝t✐♦♥ ▼❡t❤♦❞♦❧♦❣② ❋✐♥❞✐♥❣s

❆❞❞✐t✐♦♥❛❧ ❘❡s✉❧ts ✲ ✶

  • ❆❧❧ ●♦♦❞s✱ ❜② ✐♥❝♦♠❡ ❣r♦✉♣✱ ❛❧❧ ♦r❞❡rs ♦❢ ❡✛❡❝ts

Full Sample Lowest income tercile Middle income tercile Highest income tercile Level Ln Level Ln Level Ln Level Ln (1) (2) (3) (4) (5) (6) (7) (8) Z1 (within 20 miles)

  • 69.24
  • 0.003

162.51 0.001

  • 86.61

0.001 144.98 0.003 (143.37) (0.010) (218.08) (0.021) (161.58) (0.014) (315.81) (0.014) Z2 (20 to 50 miles) 75.36 0.016** 184.24 0.036*** 102.16 0.015

  • 11.00

0.009 (84.21) (0.006) (125.44) (0.013) (107.66) (0.01) (174.03) (0.008) Z3 (50 to 100 miles) 191.86 0.026*** 213.31** 0.033*** 111.92 0.017*** 193.09 0.020*** (62.83) (0.005) (99.49) (0.009) (76.17) (0.007) (130.78) (0.006) Z1 × Z2 274.79 0.020

  • 94.57
  • 0.001

206.44 0.008 292.27 0.018 (197.46) (0.015) (304.62) (0.03) (237.93) (0.021) (417.74) (0.019) Z2 × Z3 149.82

  • 0.003

308.41** 0.002 50.77

  • 0.005

46.13

  • 0.007

(96.65) (0.007) (149.4) (0.014) (121.55) (0.011) (193.16) (0.009) Z1 × Z3

  • 138.28
  • 0.013
  • 74.53

0.019

  • 133.36
  • 0.027
  • 717.24**
  • 0.043***

(163.05) (0.012) (246.63) (0.024) (189.58) (0.017) (354.07) (0.016) Z1 × Z2 × Z3 5.61 0.003

  • 117.24
  • 0.026

158.93 0.031 325.95 0.027 (222.2) (0.017) (340.33) (0.033) (273.56) (0.024) (464.59) (0.022) Mean spending $11341.01 $6962.96 $8517.98 $16764.47 Number of interviews 454520 142743 153887 157890

slide-11
SLIDE 11

■♥tr♦❞✉❝t✐♦♥ ▼❡t❤♦❞♦❧♦❣② ❋✐♥❞✐♥❣s

❆❞❞✐t✐♦♥❛❧ ❘❡s✉❧ts ✲ ✷

  • ❇② ❝❛t❡❣♦r②✱ ♣♦♦❧❡❞ s❛♠♣❧❡

Zone 1 Zone 2 Zone 3 0 to 20 miles 20 to 50 miles 50 to 100 miles Level Any Ln Level Any Ln Level Any Ln (1) (2) (3) (4) (5) (6) (7) (8) (9) Total spending

  • 69.24
  • 0.003

75.35 0.016** 191.86*** 0.026*** (143.37) (0.010) (84.21) (0.006) (62.83) (0.005) Food at home

  • 9.38
  • 0.002
  • 0.013

10.17

  • 0.002**
  • 0.010

2.88

  • 0.002***
  • 0.009*

(11.92) (0.001) (0.010) (7.66) (0.001) (0.006) (5.42) (0.001) (0.005) Mortgage, rent and utilities

  • 22.40
  • 0.002
  • 0.018

13.57 0.000 0.000 87.14***

  • 0.001

0.022*** (65.82) (0.002) (0.015) (33.74) (0.001) (0.010) (23.82) (0.001) (0.007) Home improvement 41.84 0.039*** 0.038

  • 9.67

0.023*** 0.015 10.40 0.018*** 0.043*** (29.06) (0.007) (0.030) (17.47) (0.005) (0.019) (14.29) (0.003) (0.014) Medical care 19.32 0.001

  • 0.021

13.61 0.014*** 0.021 32.21*** 0.013*** 0.027** (17.96) (0.007) (0.025) (11.46) (0.004) (0.015) (8.12) (0.003) (0.011) Transportation

  • 48.35
  • 0.009**
  • 0.028

52.39 0.004 0.024* 20.44 0.004* 0.025*** (75.40) (0.005) (0.022) (47.97) (0.003) (0.014) (34.10) (0.002) (0.010) Clothes 13.73 0.032*** 0.068*** 7.47 0.025*** 0.040*** 9.99* 0.016*** 0.045*** (9.98) (0.006) (0.022) (6.99) (0.003) (0.014) (5.43) (0.003) (0.010) Food away and entertainment -54.59** 0.003

  • 0.020

8.26 0.004 0.036*** 34.18** 0.001 0.026*** (23.84) (0.004) (0.018) (18.35) (0.002) (0.012) (15.36) (0.002) (0.008) Alcohol and Tobacco 26.16*** 0.074*** 0.039 8.37** 0.028***

  • 0.007

1.04 0.009**

  • 0.016

(6.91) (0.010) (0.031) (4.27) (0.006) (0.020) (3.00) (0.004) (0.014) Education

  • 6.38

0.027*** -0.106***

  • 4.76

0.032*** -0.077***

  • 9.19

0.027***

  • 0.022

(21.46) (0.009) (0.038) (12.72) (0.005) (0.023) (8.79) (0.004) (0.016) Life insurance and pensions

  • 29.19
  • 0.009
  • 0.076*** -24.07 -0.020*** -0.030**

2.75

  • 0.006*

0.007 (26.17) (0.008) (0.024) (15.37) (0.005) (0.013) (10.89) (0.003) (0.009)

slide-12
SLIDE 12

■♥tr♦❞✉❝t✐♦♥ ▼❡t❤♦❞♦❧♦❣② ❋✐♥❞✐♥❣s

❆❞❞✐t✐♦♥❛❧ ❘❡s✉❧ts ✲ ✸

  • ❇② ❝❛t❡❣♦r②✱ ❧♦✇❡st ✐♥❝♦♠❡ t❡r❝✐❧❡ ❣r♦✉♣

Zone 1 Zone 2 Zone 3 0 to 20 miles 20 to 50 miles 50 to 100 miles Level Any Ln Level Any Ln Level Any Ln (1) (2) (3) (4) (5) (6) (7) (8) (9) Total Spending 162.51 0.001 184.24 0.036*** 213.31** 0.033*** (218.08) (0.021) (125.44) (0.013) (99.49) (0.009) Food at home 9.27

  • 0.001
  • 0.001

10.54

  • 0.003*
  • 0.007
  • 15.01*
  • 0.004*** -0.033***

(17.75) (0.003) (0.018) (11.88) (0.002) (0.011) (8.65) (0.002) (0.008) Mortgage, rent and utilities 165.46*

  • 0.003

0.033 96.86* 0.002 0.018 76.93**

  • 0.001

0.024* (86.13) (0.004) (0.028) (50.23) (0.002) (0.017) (34.38) (0.002) (0.013) Home improvement 55.07 0.038** 0.039 52.03* 0.042*** 0.093** 38.58 0.032*** 0.094*** (43.28) (0.015) (0.068) (27.13) (0.009) (0.042) (25.78) (0.007) (0.030) Medical care

  • 1.30
  • 0.025*
  • 0.044

15.20 0.015* 0.045* 15.61 0.017***

  • 0.007

(25.23) (0.014) (0.052) (15.42) (0.008) (0.026) (12.15) (0.006) (0.020) Transportation

  • 78.30
  • 0.028**
  • 0.059
  • 1.17

0.016** 0.022 95.37** 0.007 0.038** (100.57) (0.013) (0.046) (63.02) (0.007) (0.027) (46.21) (0.005) (0.020) Clothes 33.23** 0.041*** 0.095** 24.87** 0.038*** 0.058** 8.19 0.027*** 0.047** (15.57) (0.013) (0.044) (11.17) (0.008) (0.026) (8.49) (0.006) (0.019) Food away and entertainment

  • 17.32
  • 0.002
  • 0.036

18.85 0.004 0.049** 5.51

  • 0.006

0.021 (34.71) (0.010) (0.035) (29.01) (0.006) (0.022) (23.56) (0.005) (0.016) Alcohol and tobacco 19.44** 0.084*** 0.036 10.40* 0.029*** 0.020

  • 0.15

0.003

  • 0.019

(8.79) (0.017) (0.051) (5.81) (0.010) (0.035) (4.19) (0.007) (0.025) Education 22.39 0.000

  • 0.017
  • 17.00

0.038*** -0.092**

  • 21.25

0.024***

  • 0.042

(39.06) (0.016) (0.083) (20.50) (0.010) (0.044) (15.64) (0.007) (0.032) Life insurance and pensions

  • 45.41* -0.049*** -0.139** -26.34* -0.030***
  • 0.061*

9.54

  • 0.004

0.022 (25.29) (0.018) (0.059) (13.47) (0.011) (0.036) (10.53) (0.008) (0.026)

slide-13
SLIDE 13

■♥tr♦❞✉❝t✐♦♥ ▼❡t❤♦❞♦❧♦❣② ❋✐♥❞✐♥❣s

❆❞❞✐t✐♦♥❛❧ ❘❡s✉❧ts ✲ ✹

  • ❙❡❧❢✲r❡♣♦rt✐♥❣ ❣❛♠❜❧✐♥❣ ❧♦ss❡s

CEX 2001-2013 Lowest income tercile Middle income tercile Highest income tercile Level Any Ln Level Any Ln Level Any Ln Level Any Ln (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) (11) (12) Z1 (within 20 miles) 9.18*** 0.028*** 0.203*** 8.47** 0.033*** 0.129 4.51 0.019 0.099 13.83** 0.032** 0.314*** (2.80) (0.008) (0.077) (3.71) (0.012) (0.165) (3.74) (0.012) (0.125) (6.13) (0.015) (0.109) Z2 (20 to 50 miles) 1.89 0.030***

  • 0.034

2.98 0.044***

  • 0.039

3.21 0.032*** 0.019 0.22 0.020**

  • 0.056

(1.62) (0.006) (0.050) (1.83) (0.008) (0.116) (3.27) (0.009) (0.079) (2.69) (0.009) (0.072) Z3 (50 to 100 miles) 1.07 0.012*** 0.020 0.03 0.018***

  • 0.151

2.40 0.008 0.110*** 0.92 0.013*** 0.014 (1.01) (0.004) (0.039) (1.26) (0.005) (0.093) (1.75) (0.006) (0.068) (1.65) (0.006) (0.054) Number of interviews 334015 334015 44890 98231 98231 8522 114961 114961 15470 120913 120913 20898

slide-14
SLIDE 14

■♥tr♦❞✉❝t✐♦♥ ▼❡t❤♦❞♦❧♦❣② ❋✐♥❞✐♥❣s

❈♦♥t❛❝t

❉r✳ ❈❤r✐s ▲✐ ❩❤❛♥❣✱ ❘❡s❡❛r❝❤ ❆ss♦❝✐❛t❡ ❙♦❝✐❛❧ Pr♦❣r❛♠ ❘❡s❡❛r❝❤ ❉✐✈✐s✐♦♥✱ ■▼P❆◗ ■♥t❡r♥❛t✐♦♥❛❧ ❝③❤❛♥❣❅✐♠♣❛q✐♥t✳❝♦♠