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Cities, Ideas and Housing
Edward L. GlaeserHarvard University
The Central Paradox
• Why is it that in an era in which transportation and communication costs have virtually vanished, cities have become more important than ever?
• Urban resurgence is visible in high income levels, robust housing prices, and a concentration of innovation in urban areas.
Log density, 2000
Log GMP in 2005 (2001 dollars), Fitted values
2 4 6 8
22
24
26
28
Akron, O
Albany-SAlbuquerAllentow
Ann Arbo
Ashevill
Atlanta-
AtlanticAugusta-
Austin-R
Bakersfi
Baltimor
Baton Ro
Beaumont
Binghamt
Birmingh
Boise Ci
Boston-C
Boulder,
Bridgepo
Brownsvi
Buffalo-
Canton-M
Cape Cor
Charlest
Charlest
Charlott
Chattano
Chicago-
Cincinna Clevelan
ColoradoColumbia
Columbus
Columbus
Corpus C
Dallas-F
Davenpor
Dayton,
Deltona-
Denver-A
Des Moin
Detroit-
Duluth,
Durham, El Paso,
Erie, PAEugene-S
EvansvilFayettev
FayettevFlint, M
Fort ColFort Smi
Fort Way
Fresno,
Grand Ra
Green Ba
Greensbo
GreenvilHarrisbu
Hartford
Hickory-
Houston-
Huntingt
Huntsvil
Indianap
Jackson,
Jacksonv
Kalamazo
Kansas C
Killeen-Kingspor
Knoxvill
LakelandLancasteLansing-
Las Vega
Lexingto
Lincoln,
Little R
Los Ange
Louisvil
Madison,
Manchest
McAllen-
Memphis,
Miami-Fo
Milwauke
Minneapo
Mobile, Modesto,MontgomeNaples-M
Nashvill
New Have
New Orle
New York
Norwich-
Ocala, F
Ogden-Cl
OklahomaOmaha-Co
Orlando-
Oxnard-T
Palm Bay
PensacolPeoria,
Philadel
Phoenix-
Pittsbur
Portland
Portland
Port St.
Poughkee
Providen
Provo-Or
Raleigh-
Reading,
Reno-Spa
Richmond
Riversid
Roanoke,
Rocheste
Rockford
Sacramen
St. Loui
Salem, O
Salinas,
Salt Lak
San Anto
San Dieg
San Fran
San Jose
Santa Ba
Santa Cr
Santa RoSarasota
Savannah
Scranton
Seattle-
Shrevepo
South BeSpartanb
Spokane,
Springfi
Springfi
Stockton
Syracuse
Tallahas
Tampa-St
Toledo, Trenton-
Tucson,
Tulsa, O
Utica-Ro
Vallejo-
Virginia
Visalia-
Washingt
Wichita,
Wilmingt
Winston-Worceste
York-HanYoungsto
Urbanization Across the World
Log of GDP 1998
% population urban 1998, WDI200 Fitted values
6 8 10
0
50
100
Poland
Philippi
Honduras
GhanaGuatemal
VenezuelUnited K
Germany,
Nigeria
Peru
Kenya
Italy
Cote d'I
Uganda
Brazil
Angola
Korea
FranceCanada
Indonesi
Tanzania
Mexico
Mali India
South af
Argentin
Bolivia
Banglade
TurkeyJordan
Pakistan
Egypt
Iceland
El Salva
Mozambiq
Mauritan
Greece
Nicaragu
Hong Kon
New Zeal
Fiji
Morocco
Belgium
Hungary
Papua Ne
Malaysia
Zambia Central
Guinea
Finland
Ethiopia
Sierra L
Paraguay
Saudi Ar
Ecuador
Switzerl
Cameroon
Portugal
Syria
Comoros
Bahrain
Tunisia
Togo
Thailand
Dominica
Cyprus
Australi
Spain
Mauritiu
Algeria
Norway
Israel
Burundi
Luxembou
Iran, I.
Niger
Senegal
SwazilanLesotho
United S
Guyana
Jamaica
Western
Ireland
NetherlaMalta
Panama
MalawiGuinea-B
Gambia
Colombia
Gabon
Zimbabwe
Chad
United A
MadagascChinaZaire
Benin
Sudan
Denmark
Nepal
Sweden
Costa Ri
Japan
Congo
Chile
Trinidad
Uruguay
Yemen, N
Singapor
Bahamas,
Austria
Botswana
Haiti
Sri Lank
The Hypothesis
• One major effect of globalization has been an increase in being smart.
• You become smart by being around other smart people– we are a social species.
• Cities, like Boston and New York and London and Bangalore make that possible.
• The same death of distance that did so much to hurt Detroit helped NYC.
The Urban Role in Civilization
• Start with the basics: clothing and food. • By the time you get to our own country, it is
cheap enough to ship food that you get “food cities,” but 1,000 years, cities like Bruges and Florence were “clothing cities” specializing in wool.
• Urban density enabled markets to work and spread human capital and shared machines.
The Gifts of Urban Density
• Art in Flanders (van Eycks, Campin, Memling)– Commercial patrons and learning
• Religion– The Brethren of the Common Life (Adrian IV,
Erasmus, Martin Luther)
• Education and Literacy– Caxton and Gutenberg
• Political unrest and democracy (Coninck)
The Problematic 20th Century
• The Automobile made public transportation oriented cities seem somewhat obsolete.
• The truck freed manufacturing from needing to cluster around ports and rail stations.
• Declining transport costs created a rise in consumer cities over cities oriented around productive advantages like waterways.
The Decline of the Costs of Moving Goods
Dolla
rs p
er
Ton M
ile (
Real)
Railroad Revenue per Ton Mileyear
1890 2000
.02323
.185063
Figure 8: Density and City Growth 1920-1980dens20
Population Grow th 20-80 Fitted values
947.754 23869.5
-.545373
2.46159
NEW YORKCHICAGO,
PHILADEL
DETROIT,
CLEVELAN
ST. LOUI
BOSTON,
BALTIMOR
PITTSBUR
LOS ANGE
BUFFALO,
SAN FRAN MILWAUKEWASHINGT
NEWARK,
CINCINNA
NEW ORLE
MINNEAPO
KANSAS CSEATTLE,
INDIANAP
JERSEY CROCHESTE
PORTLAND
DENVER,
TOLEDO,
PROVIDEN
COLUMBUS
LOUISVILST. PAUL
OAKLAND,
AKRON, O
ATLANTA,
OMAHA, N
WORCESTE
BIRMINGH
SYRACUSE
RICHMOND
NEW HAVE
MEMPHIS,
SAN ANTO
DALLAS,
DAYTON,
BRIDGEPO
HOUSTON,
HARTFORD
SCRANTON
GRAND RA
PATERSON
YOUNGSTO
SPRINGFI
DES MOIN
NEW BEDFFALL RIV TRENTON,
NASHVILL
SALT LAK
CAMDEN,
NORFOLK,
ALBANY, LOWELL,
WILMINGT
CAMBRIDG
READING,
FORT WOR
SPOKANE, KANSAS C
YONKERS,
DULUTH,
TACOMA,
ELIZABET
LAWRENCE
UTICA, N
ERIE, PA
SOMERVIL
WATERBUR
FLINT, M
JACKSONV
OKLAHOMA
SCHENECT
CANTON,
FORT WAY
EVANSVILSAVANNAH
MANCHEST
ST. JOSE
KNOXVILL
EL PASO,
BAYONNE,
PEORIA,
HARRISBU
SAN DIEG
WILKES-B
ALLENTOW
WICHITA,
TULSA, O
TROY, NY
SIOUX CI
SOUTH BE
The Move to Warmth
Figure 24: 1980-2000 Population Growth and Mean January Tmp.January mean temperature 1980
Log Change in Population 1980-2 Fitted values
0 20 40 60 80
0
.5
1
Albany-S
Albuquer
Allentow
Atlanta,
Augusta-
Austin-S
Bakersfi
Baton Ro
Beaumont
BirminghBoston-W
Buffalo-
Canton-M
Charlest
Charlott
ChattanoChicago- Cincinna
Clevelan
ColumbiaColumbus
Corpus C
Dallas-F
Davenpor
Dayton-S
Denver-B
Des Moin
Detroit-
El Paso,
Fort Way
Fresno,
Grand Ra GreensboGreenvil
HarrisbuHartford
Honolulu
Houston-
Huntingt
Indianap Jackson,
Jacksonv
Johnson Kalamazo
Kansas CKnoxvill
Lafayett
Lancaste
Lansing-
Las Vega
LexingtoLittle R
Los Ange
Louisvil
Memphis,
Miami-Fo
Milwauke
Minneapo
Mobile,
Nashvill
New Have
New Orle
New York
Norfolk-Oklahoma
Omaha, N
Orlando,
Peoria-P
Philadel
Phoenix-
Pittsbur
Portland
Providen
Raleigh-
Richmond
Rocheste
Rockford
Sacramen
Saginaw-
St. Loui
Salt Lak San AntoSan Dieg
San Fran
Sarasota
Scranton
Seattle-
Shrevepo
Spokane,
Springfi
Stockton
Syracuse
Tampa-St
Toledo,
Tucson,
Tulsa, O
Washingt
West Pal
Wichita,
Youngsto
CityCity 1950 Pop.1950 Pop. 2000 Pop. 2000 Pop. ChangeChange
New YorkNew York 7,891,9577,891,957 8,008,2788,008,278 +1.5 %+1.5 %
ChicagoChicago 3.620,9623.620,962 2,896,0162,896,016 -20%-20%
PhiladelphiPhiladelphiaa
2,071,6052,071,605 1,517,5501,517,550 -27%-27%
Los Los AngelesAngeles
1,970,3581,970,358 3,694,8203,694,820 +87%+87%
DetroitDetroit 1,849,5681,849,568 951,270951,270 -52%-52%
BaltimoreBaltimore 949,708949,708 651,154651,154 -32%-32%
ClevelandCleveland 914,808914,808 478,403478,403 -48%-48%
St. LouisSt. Louis 856,796856,796 348,189348,189 -60%-60%
WashingtoWashingtonn
802,178802,178 572,059572,059 -29%-29%
BostonBoston 801,444801,444 589,141589,141 -26%-26%
The Rebirth of Boston, NYC
• Idea-oriented industries rose in places that were once centers of manufacturing.
• Finance in New York and an urban chain of ideas– Understanding risk and return with data– The sale of riskier assets (Milken)– The use of risky assets to restructure companies (KKR)– The nationwide sharing of risk (Ranieri and MBSs)– The sale of data tools (Bloomberg)
• Finance, management consulting, computers, biotech in Boston
What Do They Make in Bangalore?
• The quintessential example of the flat world is actually a hotbed of learning via proximity.
• Milan thrives and Turin fades.• Minneapolis excels and Cleveland doesn’t. • Birmingham reinvents itself (it always was an
intellectual polis); Manchester doesn’t.
Figure 51980 Share of Skilled Workers
Change Income 1980-2000 Fitted values
.02 .04 .06 .08 .1
0
.2
.4
.6
Akron, O
Albany-S
Albuquer
Allentow
Atlanta-
Austin-R
Bakersfi
Baltimor
Baton Ro
Birmingh
Boston-Q
Buffalo-
Canton-M
Charlest
Charlott
Chicago-
Cincinna
Clevelan
Columbia
Columbus
Dallas-P
Dayton,
Detroit-
El Paso,
Fort Lau
Fort Way
Fresno, Gary, IN
Grand Ra
Greensbo
Harrisbu
Hartford
Honolulu
Houston-
IndianapJackson,
Jacksonv
Kansas C
Knoxvill
Lancaste
Las Vega
Little R
Los Ange
Louisvil
Memphis,
Milwauke
MinneapoNashvill Nassau-S
New Orle
New York
Newark-U
Oklahoma
Omaha-CoOrlando,
Oxnard-T
Philadel
Phoenix-
Pittsbur
Portland
Providen
Richmond
Riversid Rocheste
Sacramen
Salt LakSan Anto
San Dieg
San Fran
San Jose
Seattle-
Spokane,
Springfi
St. LouiStockton Syracuse
Tacoma,
Tampa-St
Toledo, Tucson,
Tulsa, O
WashingtWest Pal
Wichita,
Youngsto
Population Growth in the Northeast and Midwest
coef = .01169126, se = .00161765, t = 7.23
e(
dp
op
| X
)
e( bagrad90 | X )-10.4384 24.0572
-.310423
.311965
Steubenv
Johnstow
Altoona,
Lima, OH
Mansfiel
Youngsto
Williams
LewistonJackson,
Joplin,
Janesvil
Wausau,
St. Jose
Kokomo,
Sharon, Scranton
Sheboyga
Canton--
York, PA
Jamestow
Elkhart-
Decatur,
Evansvil
Reading,
Saginaw-Terre Ha
Elmira,
Glens FaRockford
Utica--R
Sioux Ci
Fort Way
Erie, PA
Muncie,
Lancaste
Benton HDubuque,
Duluth--
Eau Clai
Peoria--
St. ClouAppleton
Waterloo
Allentow
Davenpor
Toledo,
Green Ba
Bangor,
Grand Ra
Harrisbu
Detroit-
Springfi
Pittsbur
Clevelan
Buffalo-
Dayton--
South Be
CincinnaLa Cross
Binghamt
Indianap
Kalamazo
Providen
St. Loui
Sioux Fa
Milwauke
Syracuse
Springfi
Pittsfie
Rapid Ci
Grand Fo
Wichita,
Cedar Ra
New LondSpringfi
Bismarck
PhiladelTopeka,
Omaha, N
Des Moin
Rocheste
Kansas C
Columbus
Chicago-
Albany--Lansing-
Fargo--M
New York
Lafayett
Hartford
Minneapo
Portland
Lincoln,
Boston--
Barnstab
BloomingBurlingt
New Have
Rocheste
State CoBlooming
Champaig
Madison,Columbia
Lawrence
Iowa Cit
Figure 42000 Share of Skilled Workers
Log Wage Residual 2000 Fitted values
.05 .1 .15
9.6
9.8
10
10.2
Albany-S
AlbuquerAllentow
Atlanta-
Austin-R
Bakersfi
Baton RoBirmingh
Buffalo-Canton-M
Charlest
Charlott
Chicago-
Columbia
Columbus
Dayton,
Fort Way
Fresno,
Grand Ra
GreensboHarrisbu
Honolulu
Indianap
Jackson,
Kansas C
Knoxvill
Lancaste
Las Vega
Little R
Louisvil
Memphis,
Minneapo
Nashvill
New Orle
New York
Oklahoma
Omaha-Co
Orlando,
Phoenix-
Pittsbur
Richmond
Rocheste
Salt Lak
San Anto
San Dieg
San Fran
Spokane,
St. Loui
Stockton
SyracuseTampa-St
Toledo,
Tucson,
Tulsa, O
West Pal
Wichita,
Youngsto
hsGrad00 over popOver2500
Log of Housing Price in 2000 Fitted values
12.91 52.3833
10.8667
12.9988
Akron, O Albany-S
AlbuquerAllentow
Atlanta,Austin,
Bakersfi
Baltimor
Baton RoBirmingh
Boise Ci
Boston,
Buffalo-
Canton,
CharlestCharlott
Chicago,
CincinnaClevelan
Colorado
Columbia
Columbus
Dallas-FDayton-S
Denver-B
Detroit,
El Paso,
Fort Lau
Fort Way
Fresno, Grand RaGreensboHarrisbu
Hartford
Honolulu
Houston-
Indianap
Jackson,
Jacksonv Kansas CKnoxvill
Lakeland
Lancaste
Las Vega
Little R
Los Ange
Louisvil
McAllen-
MelbournMemphis,
Milwauke
Minneapo
Modesto,
Monmouth
Nashvill
New Orle
New York
Norfolk-
Oklahoma
Omaha, NOrlando,
Pensacol
PhiladelPhoenix,
Pittsbur
Portland
ProvidenRaleigh-
Richmond
Riversid
Rocheste
SacramenSalt Lak
San Anto
San Dieg
San FranSan Jose
Sarasota
Scranton
Seattle-
Spokane,Springfi
St. Loui
Stockton
Syracuse
Tacoma,
Tampa-StToledo,
Tucson,
Tulsa, O
Ventura-
Washingt
West Pal
Wichita,Youngsto
0.0
5.1
Cha
nge
in P
erce
nt w
ith B
A 1
990-
2000
.1 .2 .3 .4 .5Percent of Adults with BA Degree in 1990
What is good about urban poverty?
• Cities tend to contain a large number of poor people, but that reflects urban strengths more than urban weaknesses.
• In places like Boston, there is opportunity, ethnic networks, and life without cars.
• Cities aren’t making people poor, they are bringing them in.
• Policies that are good to poor people in cities will attract more of them and that is o.k.– the really problem is the artificial equality of suburbs.
Why are so many people still in the rustbelt?
• The rustbelt was built on manufacturing around the waterways.
• Erstwhile creative hubs like Detroit evolved into goods producing machines, but declining transport costs led manufacturing to move.
• Now there is little obvious comparative advantage to these places and the weather isn’t great.
Spe
cifie
d ow
ner-
occu
pied
hou
sing
Families: Median family income i38455 81052.5
77494.6
441903
Akron, OAlbany-SAlbuquer
Allentow
Atlanta-Austin-RBaltimor
Baton Ro
Bethesda
Birmingh
Boston-Q
Bridgepo
Buffalo-
Cambridg
Camden, Charlott
Chicago-
CincinnaClevelan
Columbia
ColumbusDallas-PDayton, Detroit-
Edison,
Essex Co
Fort Lau
Fort WorFresno, Gary, IN
Grand RaGreensbo
Hartford
Honolulu
Houston-
IndianapJacksonv Kansas CKnoxvill
Lake Cou
Las Vega
Little R
Los Ange
LouisvilMemphis,
MilwaukeMinneapo
Nashvill
Nassau-SNewark-U
New Have
New Orle
New York
Oakland-
Oklahoma
Omaha-CoOrlando,
Oxnard-T
PhiladelPhoenix-
Pittsbur
Portland
ProvidenRaleigh-
Richmond
Riversid
Rocheste
Sacramen
St. Loui
Salt Lak
San Anto
San Dieg
San Fran San Jose
Santa An
Sarasota
Scranton
Seattle-
Springfi
Syracuse
Tacoma,
Tampa-St Toledo,
Tucson,
Tulsa, O
Virginia
Warren-F
Washingt
West Pal WilmingtWorceste
Youngsto
Should we be trying to fight history?
• There are good economic reasons for these places declines, government policy is ill equipped to undo them and is often counter-productive.
• Do we really want to push people to stay in declining areas?
• Often place-based efforts look much less productive than people-based efforts (head start
The Rise of the Consumer City
• While clusters of genius are more important than ever, they are no longer tied down by productive amenities
• Increasingly, cities have formed in places where people want to live.
• At the same time, more attractive older cities have become increasingly attractive to people who like density.
When are high real wages bad?
Declining Real Wages and the Rise of the Consumer City
The Rise of Reverse Commuting
Are some cities becoming gateless gated communities?
• Over the past 40 years, there has been a revolution in property rights regarding development, some of this is good, some is bad.
• Suburbs, not cities, are the center of this. • Still, a large number of cities are increasingly
making it harder to build. • This is where Jane Jacobs was wrong.
Density in 1980
Change in Housing Value 80-2000 Fitted values
6.20658 12.3905
-.225138
.993174
Akron, O
Albany-S
Albuquer
Allentow
Atlanta,
Austin,
Bakersfi
Baltimor
Baton Ro
Birmingh
Boise Ci
Boston,
Buffalo-Canton,
Charlest
Charlott
Chicago,Cincinna
Clevelan
Colorado
Columbia
Columbus
Dallas-F
Dayton-S
Denver-BDetroit,
El Paso,
Fort Lau
Fort Way
Fresno,
Grand Ra
Greensbo
Harrisbu
HartfordHonolulu
Houston-
Indianap
Jackson,
Jacksonv
Kansas C
Knoxvill
Lakeland
Lancaste
Las Vega
Little R
Los Ange
Louisvil
McAllen-
Melbourn
Memphis,
Milwauke
Minneapo
Modesto,
Monmouth
Nashvill
New Orle
New York
Norfolk-
Oklahoma
Omaha, N
Orlando,
Pensacol
Philadel
Phoenix,Pittsbur
PortlandProviden
Raleigh-
Richmond
Riversid
RochesteSacramen
Salt Lak
San AntoSan Dieg
San Fran
San Jose
Sarasota
Scranton
Seattle-
Spokane,
Springfi
St. LouiStockton
Syracuse
Tacoma,
Tampa-StToledo,
Tucson, Tulsa, O
Ventura-
WashingtWest Pal
Wichita,
Youngsto
5000
010
0000
1500
0020
0000
2000
$
1950 1960 1970 1980 1990 2000year
10th 50th 90th
Average Values, 316 MSAsFigure 1: Changes Across the House Price Distribution
Prices and Permits across Larger Metropolitan Areas
2005 H
ousin
g P
rice
Permits 2000-5/Stock in 20000 .1 .2 .3
0
200000
400000
600000
Akron
Albany-SAlbuquer
Allentow Atlanta-
Augusta-
Austin-R
Bakersfi
Baltimor
Baton Ro
Bethesda
Birmingh
Boston-Q
Bridgepo
Buffalo-
Cambridg
CamdenCape Cor
CharlestCharlott
Chattano
Chicago-
CincinnaClevelan
Colorado
ColumbiaColumbus
Dallas-PDayton
Deltona-
Detroit-
Edison
El Paso
Essex Co
Fort Lau
Fort Wor
Fresno
GaryGrand Ra GreensboGreenvilHarrisbu
Hartford
Honolulu
Houston-Indianap
Jacksonv
Kansas CKnoxvill
Lake Cou
Lakeland
Las Vega
Little R
Los Ange
Louisvil
Madison
Memphis
Milwauke
Minneapo
Nashvill
Nassau-S
Newark-U
New Have
New Orle
New York
Oakland-
OklahomaOmaha-Co
Orlando-
Oxnard-T
Palm BayPhiladelPhoenix-
Pittsbur
Portland
Portland
PoughkeeProviden
Raleigh-Richmond
Riversid
Rocheste
Sacramen
St. Loui
Salt Lak
San Anto
San Dieg
San Fran
San Jose
Santa An
Sarasota
Scranton
Seattle-
Springfi
Syracuse
Tacoma
Tampa-St
Toledo
Tucson
Tulsa
VirginiaWarren-F
Washingt
West Pal
Wichita
Wilmingt
Worceste
Youngsto
Metropolitan statistical area
Change, 2000 to 2006
Number Percent
Atlanta-Sandy Springs-Marietta, GA 890,211 21.0
Dallas-Fort Worth-Arlington, TX 842,449 16.3
Houston-Sugar Land-Baytown, TX 824,547 17.5
Phoenix-Mesa-Scottsdale, AZ 787,306 24.2
Riverside-San Bernardino-Ontario, CA 771,314 23.7
Los Angeles-Long Beach-Santa Ana, CA 584,510 4.7
New York-Northern New Jersey-Long Island, NY-NJ-PA 495,154 2.7
Washington-Arlington-Alexandria, DC-VA-MD-WV 494,220 10.3
Miami-Fort Lauderdale-Miami Beach, FL 455,869 9.1
Chicago-Naperville-Joliet, IL-IN-WI 407,133 4.5
Las Vegas-Paradise, NV 401,801 29.2
Orlando-Kissimmee, FL 340,292 20.7
Tampa-St. Petersburg-Clearwater, FL 301,718 12.6
Sacramento--Arden-Arcade--Roseville, CA 270,260 15.0
Austin-Round Rock, TX 263,802 21.1
Charlotte-Gastonia-Concord, NC-SC 252,613 19.0
Prices and Permits in ManhattanM
an
ha
ttan
pe
rmits
, un
its
year
Re
al h
ou
sin
g p
rice
s
Manhattan permits, units Real housing prices
1950 1960 1970 1980 1990 2000
0
3000
6000
9000
12000
15000
18000
.6
.7
.8
.9
1
The Declining Height of Manhattan Buildings
Fra
ctio
n o
f Un
its in
Bu
ildin
gs
Talle
r th
an
20
Sto
rie
s
Year Built1901-29 1930-59 1960-69 1970-79 1980-89 post1990
0
.2
.4
.6
.8
1
Density and New Construction
Log of Housing Density 2000
Log of Permits per Square Mile .
0 2 4 6 8
-2
0
2
4
6
Akron
Albany-S
Albuquer
Allentow
Anchorag
Ann Arbo
Appleton
AshevillAthens-C
Atlanta-
Atlantic
Auburn-O
Austin-R BaltimorBarnstab
Bellingh
Bethesda
Billings
Blooming
Boise Ci
Boston-Q
BoulderBremerto BridgepoBurlingt
Burlingt
CambridgCamden
Cape Cor
Charlest
Charlott
Charlott
Cheyenne
Chicago-
Chico
CincinnaClevelan
Colorado
Columbia
Columbus
Corvalli
Dallas-P
DaytonDes Moin
DoverDurham
Edison
Essex Co
Eugene-S
Flagstaf
Fort Col
Fort Lau
Fort Wal
Fresno
Gary
Grand Ju
Grand RaGreeley
Green Ba
GreensboGreenvil
Hagersto
Harrisbu
Hartford
Holland-Honolulu
Huntsvil
Indianap
Iowa Cit
Jacksonv
KalamazoKansas C
Kennewic
Lafayett
Lake Cou
Lancaste
Lansing-
Las Vega
LawrenceLebanonLexingto
Lincoln
Los Ange
Louisvil
Madera
MadisonManchest
Medford
Merced
MilwaukeMinneapo
Missoula
ModestoMonroe
Myrtle B
Napa
Naples-M
Nashvill
Nassau-S
Newark-UNew Have
New York
Norwich-
Oakland-Ocean Ci
Ogden-ClOlympia
Orlando-
Oxnard-T
Philadel
Phoenix-
Pittsfie
PortlandPortland
Port St.
PoughkeeProviden
Provo-Or
Racine
Raleigh-
Reading
Redding
Reno-Spa
RichmondRiversid
Roanoke
Rocheste
Rockingh
Sacramen
Salem
Salinas
Salt Lak
San Dieg San Fran
San Jose
San Luis
Santa An
Santa Ba
Santa Cr
Santa Fe
Santa Ro
Sarasota
Seattle-
SheboygaSpokane
SpringfiState Co
StocktonTacoma
Tallahas
Trenton-
Tucson
Vallejo-Virginia
Warren-F
WashingtWest Pal
WilmingtWilmingtWinston-Worceste
Yakima
York-Han
Yuba Cit
Fraction of Communities With Wetlands, Septic, Subdivision, and Cluster Provisions, 1975-2004
0.00
0.20
0.40
0.60
0.80
1.00
1.20
Wetbylaw
SeptRule
Subdrule
Cluster
Notes -- Communities who adopt provisions at unknown dates are excluded from fraction.
Akron
Albuquer
Allentow
Atlanta-
Austin-R
Bakersfi
Baltimor
Baton Ro
Beaumont
Bellingh
Bethesda
Birmingh
Boise Ci
Boston-Q
Boulder
Bridgepo
Buffalo-
Cambridg
Camden
Canton-M Charlest
CharlottChicago-CincinnaClevelan
Colorado
Columbia
Columbus
Corpus C Dallas-PDayton
Deltona-
Des Moin
Detroit-
Edison
Essex Co
Flint
Fort Col
Fort LauFort WayFort Wor
Fresno
Gary
Grand Ra
Greensbo
Harrisbu
Honolulu
Houston-IndianapJacksonv
Kansas C
Lake Cou
Lansing-
Las Vega
LexingtoLittle R
Los Ange
Louisvil
Memphis
MilwaukeMinneapo
Modesto
Napa
Nashvill
Nassau-S
Newark-U
New Orle
New York
Oakland-
Ogden-Cl
Oklahoma
Omaha-Co
Orlando-
Oxnard-T
Peoria
Philadel
Phoenix-
Pittsbur
Portland
Providen
Raleigh-
Reno-Spa
Richmond
Riversid
RochesteSacramen
St. Loui
Salinas
Salt Lak
San Anto
San Dieg
San Fran
San Jose
San LuisSanta An
Santa Ba
Santa Cr
Santa RoSarasota
Seattle-Spokane
Stockton
Tacoma
Tampa-St
ToledoTucsonTulsa
Vallejo-
Warren-F
Washingt
West Pal
Wichita
Wilmingt
Winston-
Worceste
-.4
-.2
0.2
.4.6
Rea
l App
reci
atio
n in
the
1990
s, .1
=1
0%
-.5 0 .5 1Real Appreciation in the 1980s, .1=10%
Figure 1: Real House Price Appreciation in the 1980s and 1990s
What is good about sprawl?
• While some cities are thriving, Americans are still moving to the car-oriented sunbelt and for understandable reasons.
• While cities do well for the rich and the poor, car-based cities provide faster commutes, cheaper homes (and goods) for middle income Americans.
• Cities must do better in competing for this segment of the population.
avg. vehicles available per hhol
growth Fitted values
.6 2.3
-.129964
.852277
July Temperature
Pop growth, 1990s .
60 70 80 90 100
0
50
100
Akron, OAlbany-S
Albuquer
Allentow
Ann ArboAppleton
Atlanta,
AtlanticAugusta-
Austin-S
Bakersfi
Baltimor
Baton Ro
BeaumontBergen-P
Biloxi-G
Binghamt
Birmingh
Boise Ci
Boston-W
Brownsvi
Buffalo-
Canton-M
Charlest
Charlest
Charlott
ChattanoChicago,
Cincinna
Clevelan
Colorado
Columbia
Columbus
Columbus
Corpus C
Dallas,
DavenporDayton-S
Daytona
Denver,
Des Moin
Detroit,Dutchess
El Paso,
Erie, PA
Eugene-S
EvansvilFayettev
Flint, M
Fort LauFort Mye
Fort Pie
Fort Way
Fort WorFresno,
Gary, IN
Grand RaGreensbo
GreenvilHamilton
Harrisbu
Hartford
Hickory-
Honolulu
Houston,
Huntingt
HuntsvilIndianap
Jackson,
Jacksonv
Jersey CJohnson
Kalamazo
Kansas C
Killeen-
Knoxvill
Lafayett
Lakeland
Lancaste
Lansing-
Las Vega
LexingtoLittle R
Los AngeLouisvilMacon, G
Madison,
McAllen-
Melbourn
Memphis,Middlese
Milwauke
MinneapoMobile,
Modesto,
Monmouth Montgome
Nashvill
Nassau-SNew HaveNew Lond
New Orle
New YorkNewark,
Newburgh
Norfolk-
Oakland,OklahomaOmaha, N
Orange C
Orlando,
Pensacol
Peoria-PPhiladel
Phoenix-
Pittsbur
Portland
Providen
Provo-Or Raleigh-
Reading,
Reno, NV
Richmond
Riversid
Rocheste
Rockford
Sacramen
Saginaw-St. Loui
Salem, O
Salinas,
Salt LakSan Anto
San Dieg
San FranSan Jose
Santa Ba
Santa RoSarasota
Savannah
Scranton
Seattle-
Shrevepo
Spokane,
Springfi
Springfi
Stockton
Syracuse
Tacoma, Tampa-St
Toledo,
Trenton,
Tucson,
Tulsa, O
Utica-Ro
Vallejo-Ventura,
Visalia-Washingt
West Pal
Wichita,WilmingtYork, PA
Youngsto
Green Cities
• Urban residents are much less likely to drive than their suburban counterparts.
• Urban residents live in smaller homes that use less energy.
• Since we don’t tax carbon properly, this means that there are too few people in cities.
• The environmental consequences of environmentalism.
Sources of CO2 Emissions
• Private Gasoline Consumption (Cars)
• Public Transportation Emissions
• Home Electricity
• Home Heating: Natural Gas and Fuel Oil
A Few Caveats
• We are not including anything about industry
or workplace.• We will use a 43 dollar per CO2 ton cost; this
is highly debatable (about ½ Stern Report). • Scale it up or down as you like. • Average vs. marginal homes matter, especially
in heating efficient.
MSA Name
Gallons of Gas for
Automobiles
Emissions from Public
Transportation (Lbs of CO2)
Emissions from Home
Heating (Lbs of CO2)
Electricity in
Megawatt Hours
NERC Factor
Carbon Dioxide
Emissions Cost ($ per
year)
Rank out of
67 Areas
New York, NY 732 2328 11936 7.2 1400 893 6Los Angeles-Long Beach, CA 964 350 6695 8.4 1007 820 3Chicago, IL 1002 1882 12341 10.1 1614 1163 32Boston, MA 967 870 15754 8.3 1185 1058 19Philadelphia, PA 929 1499 14108 12.8 1614 1248 43Detroit, MI 1124 338 17872 9.6 1614 1292 54Washington, DC 1065 1778 5968 14.3 1543 1180 33Houston, TX 1120 506 5255 19.3 1555 1334 63San Francisco, CA 985 631 7074 6.9 1007 813 2Atlanta, GA 1213 411 9425 15.5 1472 1313 58
Table 1: Annual CO2 Output Emissions
CO2 Emissions Cost
Wharton Regulatory Index .
800 1000 1200 1400
-1
0
1
2
Akron, O
Albany--
Albuquer
Atlanta,
Austin--
Baltimor
Birmingh
Boston--
Buffalo-
Charlott
Chicago,
Cincinna
Clevelan
Columbus
Dallas,
Dayton--
Denver,
Detroit,
Fort Lau
Fresno,
Grand Ra
Greensbo
Greenvil
HartfordHartford
Houston,
IndianapKansas CLas Vega
Los Ange
Louisvil
Memphis,
Miami, F
MilwaukeMinneapo
Nashvill
New Orle
New York
Norfolk-
Oklahoma
Orlando,
Philadel
Phoenix-
Pittsbur
Portland
Providen
Raleigh-
Richmond
Riversid
Rocheste
Sacramen
St. Loui
Salt Lak
San Anto
San Dieg
San Fran
San Jose
Sarasota
Scranton
Seattle-
Syracuse
Tacoma,
Tampa--S
Tucson,
Tulsa, O
Washingt
West Pal
City-Suburb Differentials
• For each metropolitan area, we can also calculate the difference between urban and suburban energy usage.
• Calculate gas usage by central city vs. suburb.• Convert public transit by ridership using
census figures. • Calculate energy spending using the IPUMS
for central city vs. suburb.
MSA Name
Suburb-City Difference in Gas for
Automobiles (Gallons)
Suburb-City Difference in
Public Transit Emissions (Lbs
of CO2)
Suburb-City Difference in Home Heating Emissions (Lbs
of CO2)
Suburb-City Difference in
Household Electricity
(Megawatt Hours)
Suburb-City Difference in Cost of CO2
Emissions (Dollars)
Rank out of
41 MSAs
New York, NY 263 -2367 6497 2.7 302 1Los Angeles-Long Beach, CA 28 -229 -382 -1.7 -36 40Chicago, IL 233 -2624 -2449 0.9 38 27Boston, MA 280 -1091 3413 0.9 214 3Philadelphia, PA 291 -2286 256 2.4 185 4Detroit, MI 186 -1214 -6702 -0.3 -88 41Washington, DC 227 -2280 80 3.4 180 5Houston, TX 118 -561 675 2.9 158 6San Francisco, CA 169 -939 1726 1.8 142 10Atlanta, GA 272 -1242 35 3.4 220 2
Table 2: City-Suburb Differences in CO2 Emissions
Towards a Level Playing Field
• Cities are important and while they should not be subsidized, they do deserve a level playing field.
• Anti-urban bias # 1: caring for the urban poor is expensive and should be everyone’s responsibility.
• Anti-urban bias # 2: failure to correct environmental externalities
• Anti-urban bias # 3: failure to let cities grow.