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Socio-Economic Impact
Assessment (SEIA) Methodologyfor Urban Trans ort Pro ects
Presentation at Santiago, Chile
October, 2009
By:
Anvita Arora, PhDResident Representative, Indian er ace or yc ng xper se - , rec , e e er an sCEO,
Innovative Transport Solutions, Technology and Business IncubationUnit, Indian Institute of Technology, New Delhi, India
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Urbanization in India e a ve y
s ow,
ye
one
o
e
arges
urbansystems
3050%slumdwellers,unauthorized
,
work
Growthofinformalsectoroften
Bicycleownership3050%
Carownership 313%
Scooter/Mcycle 4050%
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No. Of Cities
177200
147150
100
28506 3 3
< 1
Town
1-5 lakh
A & B
5-10 lakh
C
10-20 lakh
D
20-50 lakh
E
50-100
lakhF
1 crore
G
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Modal shares in different city
100%
sizes(RITES, 1998)
60%80%
20%
40%
0%A:0.1-
0.5
B0.1-
0.5
C:.5-1 D:1-2 E: 2-5 >5
City size
walk Public Transport Three-
Cycle
Threattosustainablescenario:IncreasingcarandMTWtrips
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Transport Modes of the Urban Poor
bus 0thers
ModalShareforthepoor Delhi
cycle
rickshaw
6%
8% 5%
walk trainothers
ModalShareforthepoor Mumbai
77% 16%
walk
61%
cycle
us
14%
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Rickshawpolicies? Threewheelersparatransit?
Hyderabad LucknowTwowheelers/three
wheelers?Rickshaws,cycles
peds?
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Urbantransportproblems
Poorrelyonnonmotorizedtransportbuttheirfacilitationisoftenignored
Small
changes
in
public
transport
fare/service
can
significantly
affecttheirmobility
servicestothepoor
Dominanceof
private
motor
vehicles
marginalizes
NMTs
Womenarebadlyservedbytransportsystem
Pooraremorevulnerabletoinjuriesandpollution
7
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NationalUrbanTransportPolicy(NUTP)
AsperthedirectivesoftheGOI MOUD UT thevariousproposalsforurbanordertobeeligibleforCentralGovt.funding.
ThefocusofNUTPisonthefollowin strate ies:
1.Equitableallocationofroadspace withpeopleasfocus
2.PrioritytotheuseofPublicTransport
3.Integrated
public
transport
systems
4.Prioritytononmotorisedtransport
5.Promotemultilevelparkingcomplexes
6.Createpublicawareness
DelhiCDPprioritiesandprojectshavebeenidentifiedbasedonaboveguidelinesofNUTP.
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DelhiCityDevelopmentPlan
1. Equitableallocationofroadspace withpeopleasfocus
33%modalshareofpedestrians investmentonpedestrianinfrastructure
0.5% oftotalinvestment
2.
Priorityto
the
use
of
Public
Transport
60%ofvehiculartripsbypublictransport Capacitybuildingofpublic
transport 3projectsLRT,Monorai ,HCBS investment42% o tota
investment
3.
Integratedpublic
transport
systems
No nvestment
4. Prioritytononmotorised transport
0.8% oftotalinvestment
5.
Promotemultilevel
parking
complexes
2% oftotalinvestment
6. Createpublicawareness
0.2% oftotalinvestment
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Whereistheremaining55%investmentbeingmade?
IncreasingRoad
Length
32%
Road
Widening
8% Spl.SchemeforCPandoldcity 5%
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Investments in flyovers,road expansion and
s
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DelhiMetroRailSystem
256 km by 2021, estimated cost USD~3500 million460 km of
roads,`10000buses carrying6 m trips
Existing Rail
Corridors,
e e ro rs
Phase (2005)
65 km, projected.
m/d, actual
ridership 0.4
m/d USD 7.1m
loss/yr, 100% costoverruns
Final Phase
(2021), 60% residents
& 82% area not withinwalking distance!!!
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Overcrowded
buses
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INTRODUCTIONtothestudy
socialdevelopment
Thebenefitsofimprovingtransport
byperformancecriteria,likeimproved
fortheuser.
14
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Theproblem
Theusersarenotahomogeneousgroup
, ,
somemay
not
be
affected
at
all
externality(+veorve)
ene san s ene s ousersan nonusers
needtobeunderstoodandinternalizedby
.
15
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NeedofStudy
Transportinvestmentsadvocateinclusionofsocialassessment
intransportprojectsandprioritizepovertyalleviationasan
o ect ve. ee toun erstan :
Usersas
a
disaggregated
mass
(differentiated
by
income occu ation ender a e ethnicit etc.
Thegapbetweenaccessavailability(transportinfrastructure)
andmobility
issues
(ability
of
different
groups
to
utilize
the
n rastructure an t e rcorre at onw t poverty espec a y
withrespecttolivelihoodopportunities).
A need to develo a methodolo ical framework or model for
ensuringthe
inclusion
of
socio
economic
issues
of
transport
planninginpoliciesandprojects.
16
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TheContext
Delhi
Populationof13.8million(Census,2001).
Modal
share
62%
of
the
vehicular
trips
(33%
of
all
trips
includingwalk)aremadebybuswithanaveragetriplengthof
. , .
Heavyinvestmentsintransportinfrastructure,likegrade
separatedjunctions,
road
widening
and
the
Delhi
Metro
Rail.
TheDelhiMetroisarepresentativecasestudyofacapital
intensiveurbantrans ort ro ect romisin toaccruehi h
benefitsof
accessibility
and
decongestion.
17
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Objectives&ResearchFocus
Objectives:
accessibility
patterns
of
the
urban
poor. Tounderstandtheimpactofchangedaccessibilityon
households.
Todevelopindicesofaccessibility,mobilityandSEWBandto
formulate
an
SEIA
methodolo .
Researchfocus:
economicwell
being
(SEWB)
of
the
urban
poor
and
how
indicesofaccessibilityandmobilitycanbeintegratedinSEIA methods.
18
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Hypothesis
haschanged
the
accessibility
for
the
urban
oor.
b) Thischangeinaccessibilityhaschangedthe
mobilit rofile and the socioeconomic well
beingoftheurbanpoor.
November 2007 19
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CaseStudy TargetGroup
UrbanpooraffectedbytheDelhiMetroRailProject
UrbanDelhi
poverty
line
at
Rs
505.45
(USD
12.64)
per
capita
per
month,(Saxena,2001)
or e s umspercap a ncomeo ess an s.permonthfor78%inhabitants(Anand,2006)
Twocategoriesoflowincomehouseholdsselected: thoselivinginthevicinity(within1km)ofthemetro
,
thoserelocatedduetotheconstructionofthemetro.
20
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Transport projectTHEORETICAL
The Poor
(urban)
Transport System
(urban)
(Figure 1.1)
Geographic grouping
(slums)
Occupational grouping
(rickshaw pullers, hawkers...)
Condition of Infrastructure
(urban)
Socio-economic profile
Mobility indicators
Usage of Infrastructure
Accessibility indicatorsSocial well-being indicators
Usage of Infrastructure
Relationship
betweenmobility
and
LEGEND
Existing System
Direct Impact
Relationship
betweenmobility
and
November 2007 21
well-being
Indirect Impact
accessibility
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Methodology
Householdsurveybaseddatacollectedfortargetgroup.
Datasetusedtoderiveindicatorsofaccessibility,mobilityandSEWB.
Theindicators
aggregated
into
indices
of
accessibilit ,mobilit andSEWBb usin thePrinci alComponentAnalysis(PCA)technique.
Thechangeinindicatorsandindicesinthebeforeandafter
ofthemetroprojectontheurbanpoor.
Thecorrelationbetweenaccessibility,mobilityandSEWBis
inaccessibilityandmobilityduetoatransportprojectchangestheSEWBofthecommunity.
22
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Structure
1. Introduction
2. Socioeconomicimpactassessment(SEIA) currentpractices
3. Transport
and
poverty4. SEIAmethodologyforurbantransportprojects
5. Accessibility,mobilityandsocioeconomicwellbeing
6. Case
study
Delhi
metro
rail7. Formulationofthesocioeconomicimpactassessment(SEIA)
model
. ,
23
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SEIA CURRENTPRACTICES
Socialimpacts theconsequencestohumanpopulationsofanypublicorprivateactionsthatalterthewaysinwhichpeople
, , , ,
needsand
generally
cope
as
members
of
society.
History
SIArealized
as
important
part
of
EIA
since
1969
to
1980s.
Partially
forced
narroweconomicandtechnicalcriteria(Ricksonetal.,1990;Burdge,1998).
socialimpact
assessment
was
far
less
than
the
cost
of
correcting
unforeseennegativeimpactsthatoccurredafterimplementation(Giroult,1983,citedinBurdge1990).
24
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The
Indian
Scenario:TheMinistryofEnvironmentandForests,hasaseparateEnvironmentClearancemanualforlargeconstructionprojects(MoEF,2006).However,thesocioeconomicaspectsmeritonlya3pointwriteupn nnexure . ues ons o eanswere :
7.Socio
Economic
Aspects
7.1.Willtheproposalresultinanychangestothedemographicstructureof.
7.2.Givedetailsoftheexistingsocialinfrastructurearoundtheproposedproject.
7.3.Will
the
project
cause
adverse
effects
on
local
communities,
disturbance
osacre s esoro ercu ura va ues a are esa eguar sproposed?
infrastructureprojects
in
India
and
re
iterate
the
need
for
comprehensiveworkonit.
25
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ImpactAssessmentMethodologies
Themethodologiesreviewedinthissectionare:
Thefundingagenciesapproach
TheWorldBank
AsianDevelopment
Bank
TheSCOPEframework
Theimplementingagenciesguidelines
TheFDOThandbook
TheNGOsperspective
QueenslandFamilies,YouthandCommunityCare,Australia
26
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Discussion
TheWorldBankapproach:largerpolicyframework,genericapplicability,focusoninstitutionalmechanisms.TheADBdocument:com rehensivebut enericnotincludethespecialproblemsoftransportationprojects.
TheSCOPEframework:formulationofasocioeconomic,
allparameterslistedbutnoholisticassessmentdesign.
FDOTGuidelines:
focus
on
land
use
impacts
of
transportation
pro ec s,commun es n uence euseo an an v ceversaandtransportationprojectsinfluencebothinacorrelatedmanner.
TheAustralian
NGO
approach:
emphasizes
on
people
and
theirneedandreactions,conceptslikecommunitysensitivityindicesandthevulnerablecommunitygroups.
27
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TRANSPORTANDPOVERTYDefiningPoverty
amultidimensionalphenomenon,encompassinginabilitytosatisfybasicneeds,lackofcontroloverresources,lackofeducationandskill,poorhealth,malnutrition,lackofshelter,pooraccesstowaterand
sanitation,vulnerability
to
shocks,
violence
and
crime,
lack
of
political
freedomandvoice.TheWorldBank(a,1999)
povertymustbeseenasthedeprivationofbasiccapabilitiesratherthanmerelyaslownessofincome(Sen,1999).
Povertyimpactsoftransportinterventions
Complexbecausetransportisanintermediateservice transportimprovementsreducepovertynotthroughincreasedconsumptionofranspor perse u roug mprov ng equa yan secur yo
accessto
work,
markets,
and
services,
and
through
release
of
scarce
resourcesforconsumptionandproduction
29
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Issues
reductionbyenhancingefficiencyandequity(Gannon,etal,2001).
AccessandLivelihoodneedsoftheurbanpoor: Urbantransportinteractswithemploymentissuesforthepoorintwomainways:indirectlybyprovidingaccesstoemploymentopportunitiesanddirectlythrough
employmentof
low
income
people
in
the
transport
sector
Access to livelihoode . bus, c cle, edestrian
DEPENDANCY CONSTRUCT: SOCIETY AND TRANSPORT SYSTEM
SOCIETY Means of livelihood TRANSPORT
POOR)
(eg. Rickshaw pullers)
30
livelihood (eg. Hawkers)
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GenderBias: Womentendtohavedifferenttravelneedsderivingfromthemultipletaskstheymustperformintheirhouseholdsandintheircommunities
(Greico
et
al,
1997).
HealthImpactsofTransport: Pollution(air,water,noise)effectstheur anpoorparticu ar ysevere y,sincet eyaret e easta etoavoi or
seekprotection
from
them
(UNDP
1998).
Pedestrian
and
cyclists
are
most
vulnerabletoroadaccidents.
TheSheltertransportlivelihoodlink: Accesstoaffordabletransportisoneofthemostimportantfactorsindetermininglivelihoodsfortheurban
oorThe
rise
of
rivate
vehicular
traffic
has
decreased
bus
s eeds
and
servicelevelsdrasticallyandmadenonmotorizedtransportdangerousanddifficult.Travelforthepoorhasthusbecomeslowerandmoredifficultevenasothereconomicandplanningforceshavecausedmanyof
peripherallocations
(Immers
et
al,
1993)
31
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Evictionandrelocation
Transportation
People evicted
because of
transport projectsaspects o
eviction and
resettlement Transport
implications for
ev c e peop e
(due to any
project)
Thecentralconcernoftheprocessofevictionand
relocationisthereductioninaccessibilityandmobility
optionsof
the
urban
poor,
which
directly
affects
their
livelihoodandthussocialwellbeing.
32
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ACCESSIBILITY,MOBILITYANDSOCIO
DefineAccessibility,
Mobility
and
SEWB
for
the
Postulateindicatorsandindications
33
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Author Year Definition/ Discussion
Accessibilityo er s e num er o r ps ma e .number of, and/or the ease of making journeys
Black 1981
1992
accessibility is a function of land-use intensity and transport supply
accessibilit is a descri tion of how convenientl land-uses are located in
relation to each other and how easy or difficult it is to reach these land use
activities via the transport network of both public and private transportmodes.
Ross 2000 Often understood as the ease of access to destinations, amongst other
parameters t access ty encompasses eas o costs n t me an money;
extent, comfort and frequency of the public transport system; and the distance
to be negotiated to reach destinations such as shops, work places and schools
Vivier 2001 Access to urban activities for a population presupposes the existence of a,
level, age or handicaps, the possibility of getting to work or school, going
shopping and enjoying themselves.
Accessibility is good when density is high because distances to be covered
are low and when public transport is fast.
Accessibility is a description of the proximity of destinations ofchoice and the facilitation offered by the transport systems (including
34
public transport and non-motorized modes) to reach them.
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Author Year Definition/ Discussion
Mobility ,mobility is often associated with the repression of basic freedoms and even
human rights
Roberts 1988 the number of kilometers traveled
Ross 2000 The amount of travel eo le undertake measured b er ca ita vehicle
kilometers traveled
A positive relationship exists between mobility and such indicators astransport energy use, motor vehicle ownership and use, journey to work
distance, journey to work speed and general car speed.
Vivier 2001 motorized mobility, measured by average annual distances traveled by city
dwellers in automobiles, motorized two-wheeled vehicles, taxis and public
transport
Litman 2003 the movement of people or goodse mo ty perspect ve e nes transportat on pro ems n terms o
constraints on physical movement, and so favors solutions that increase
motor vehicle system capacity and speed
Mobility is both the ability to travel to destinations of choice and theamount of movement necessary to do so.
35
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Author Year Definition/ Discussion
SEWBBauer 1966 Social indicators are statistics, statistical series, and all other forms of evidence
that enable us to assess where we stand and are going with respect to our values andgoals, and to evaluate specific programs and determine their impact.
UNStatisticaloffice, F/18.
1975 Social indicators are constructs, based on observation and usually quantitativewhich tell us something about the aspect of life in which we are interested or aboutchanges in it.
Hauser 1975 Social indicators are facts about society in a quantitative form. They involve interpretation of advance and retrogression against some norm
UNDP 1990 Human Development Index (HDI): The index is composed of three indicators:longevity, educational attainment, and standard of living,
Horn 1993 Economic and social development can be broadly distinguished but usuallynteract an s ou pre era y e cons ere toget er.
National level economic development indicators commonly used are GrossNational Product and Gross Domestic product. Others are National accountsSystems and Income distribution
Ed Diener 1995 The Basic Quality of Life (QOL) Index includes seven variables: purchasingpower, om c e ra e, u men o as c nee s, su c e ra e, eracy ra e, grosshuman rights violations, and deforestation
Shookner 1998 Quality of Life (QOL) Index consists of Social, Health, Economic andEnvironmental indicators
INAC 2004 The Community Well-being Index (CWB) is composed of four indicators
Socio-economic well-being is defined as the status of a householdwhere the basic social and economic needs for survival are fulfilled
, , , .
36
and the household has the capacity to improve its quality of life.
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Indicators of AccessibilityIndicator Type Indicator Indication
Dtotal, whereD is distance Lower value givesPublic Transport
Ttotal, whereT is time Lower value gives
better accessibility
Ctotal, whereC is cost Lower value gives
better accessibility
NA + NE , where N is no. of tri s Lower value ives
(unit = per user)
NMLH better accessibility
DA + DE , whereD is distance
DMLH
Lower value gives
better accessibility
TA + TE , whereT is time
TMLH
Lower value gives
better accessibility
CA + CE , whereC is cost
CMLH
Lower value gives
better accessibility
(DA + DE )VEH, whereD is distance
(DA + DE )PED
Lower value gives
better accessibility
SDeducation , where SD is spatial Lower value givesSpatio-traveldistance better accessibility
SDhealth , where SD is spatial
distance
Lower value gives
better accessibility
SDservices , where SD is spatial
distance
Lower value gives
better accessibility
Accessibility (AST)
(unit = per household)
Notes on subscripts:
bus-stop , w ere s spat a
distance
ower va ue g ves
better accessibilitySbus , where S is service of buses
i.e. time gap between two successive buses
Lower value gives
better accessibility
37
= , = , =NMV = non motorized modes including walking, MV = motorized modes
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Indicators of MobilityIndicator Type Indicator Indication
PCTRwork, where PCTR is the average per capita
tri rate HH
Higher value higher
mobilit of HH
Household (+)
Mobilit
PCTReducation, where PCTR is the average per
capita trip rate of HH
Higher value higher
mobility of HH
PCTRothers, where PCTR is the average per capita
trip rate of HH
Higher value higher
mobility of HH
(MHH)
(unit = per
household)
MNMV , where M is modes Higher value higher
MALL mobility of HH
Dwork, where D is daily travel distance Higher value higher
mobilityDeducation, where D is daily travel distance Higher value higher
mobility
Personal (-)
Mobility(MP)
(unit = per
Dothers, where D is daily travel distance Higher value higher
mobility
Twork, where T is daily travel time Higher value higher
mobility
Teducation, where T is daily travel time Higher value higher
household)
mo y
Tothers, where T is daily travel time Higher value shows
higher mobility
Cwork, where C is daily travel cost Higher value higher
mobility
education,
mobilityCothers, where C is daily travel cost Higher value higher
mobility
Notes on subscripts:
38
= , =NMV = non-motorized vehicle
S
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Indicators of SEWBIndicator Type Indicator Indication
NGinschool, where NG is no of girls Higher value showsSocial Well-being (WBS)
schoolage g er soc a we e ngNAliterate (>5grade), where NA is no. of adults
NAall
Higher value shows
higher social well being
Infrastructure rank score * (Electricity,
water, toilet)
Higher value shows
higher social well being
un t = per ouse o
Ylo-income settlement, where Y is no. of Ydelhi
years
Higher value shows
higher social well being
Nworking , where N is no. people
Nall
Higher value shows
higher economic well
Economic Well-being
(WBE)
=
Itotal , where I is income
Nall
Higher value shows
higher economic well
being
Vehall , where Veh is no. of Higher value showsall ve c es g er econom c we
being
* Infrastructure rank score refers to the additive score of the types of services where the service which is formally
39
, ,available is given a value of 0
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ImpactofTransportProject(DelhiMetroRail)
ChangeinAccessibility:
PT
ThedifferencesinindicatorsforbothsetsofBususersandMetro
SpatioTravelAccessibility(AST)
ST .
Indirectimpact changeinindicatorsofAST ofhouseholdsrelocated.
ChangeinMobility:
Direct im act chan e in indicators of Household Mobilit M and Personal
Mobility(MP )ofhouseholds.
Indirectimpact changeinindicatorsofMHH andMP ofhouseholdsrelocated.
ChangeinSEWB:
Direct
impact
change
in
indicators
of
Social
Well
being
and
Economic
Well
beingofhouseholdsinthevicinity.
Indirectimpact changeinindicatorsofhouseholdsrelocated.
40
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CASESTUDY:DelhiMetroRail
LegendIn vicinity
e oca e
Part map of Delhi showing Case Study Area of Metro Rail line
41
and locations of household survey
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BususersandMetrousers
Indicator Comparability platform Percentage of
Bus users
Percentage
of metro
users
Dtotal (Km) Upto 20 Km of total daily travel distance 33% 19%
Ttotal (min) Upto 2 Hours of total daily travel time 57% 80%
. . .
expenditure
Na +Ne / Nmlh > 2 access trips for every MLH trip 4% 48%
Da +De / Dmlh More distance of Access than MLH 3% 27%
Ta +Te / Tmlh More time of Access than MLH 16% 67%
Ca +Ce / Cmlh No cost of Access
More cost of Access than MLH
76%
5%
22%
19%
(Da+De)veh /(Da+De)ped No Vehicle used for Access> 10 times access distance by Vehicle than by
foot
77%
5%
19%
37%
42
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HouseholdSurvey
Nosignificantimpactontheirsocioeconomicandtravelprofile.
Decreaseintheavailabilityofbusessinceseveralbusrouteswererealigned
Consideringthatonly8%oftheirtripsareonbusand77%bywalk,4%by
cycleand
6%
by
rickshaw,
it
is
unlikely
that
these
trips
will
be
replaced
by
metrotrips.
43
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Relocatedduetothemetroline:
.
Theincreasingdistance,timeandcostofdailytravel,alongwithreduced.
Thelanduseaccessibilityhasdeterioratedasdistancetoeducation healthservicesandotherurbanserviceshasincreasedfor52%,63%and52%ofthehouseholdsrespectively.Thetransportaccessibilityhasdeterioratedevenmoreasdistancetobusstophas
increased
for
72%
of
the
households
and
the
bus
frequency
has
seen
an
average ecrease rom m n o m n a mos mes
November 2007 44
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FormulationofSEIAModel
TheSEIAmodelisformulatedin3steps
StepI:EstimatingIndicators
Step
III:
Formulating
the
Model
DEVELOPMENTOFINDICATORS
Illustratedvaluesofindicators,theirchangeandsignificanceofthatchange
due
to
the
introduction
of
the
metro
ACCESSIBILITY(A)
Vicinity: littlechangeindistancetoeducationandhealthservices.Distancetourbanserviceslikevegetablemarkets,dailyneedsshops
. .
decreasedfor
34%
of
households
Relocated: alltheindicatorshavechangedforthemajorityofthehouseholds.Valueshi hershowin deteriorationofaccessibilit
45
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Change CategoryDeducation(diff) Dhealth (diff)
Dservices(diff) Dbusstop(diff) Sbus (diff)
Households in Vicinity of metro line
Total Decrease 0.0% 3.0% 4.9% 0.5% 34.5%
No change 98.0% 93.1% 71.4% 80.3% 65.0%
ota ncrease . . . . .
Households relocated due to metro line
Total Decrease 40.8% 33.8% 36.3% 13.9% 1.5%
o c ange . . . . .
Total Increase 51.7% 62.7% 51.7% 71.6% 98.5%
Significance of changeNo. Indicators Significance of change for HH in metro
vicinitySignificance of change for HHrelocated
At 5% confidencelevel
At 1% confidencelevel
At 5%confidence level
At 1%confidence level
1 Deducation Not significant Not significant Not significant Not significant2 Dhealth Not significant Not significant Not significant Not significant
3 Dservices Not significant Not significant Significant Significant
46
4 Dbusstop Significant Significant Significant Not significant
5 Sbus Significant Significant Significant Significant
MOBILITY
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MOBILITY
HouseholdMobility(MHH)
Vicinity: somechange
in
the
indicators
of
PCTR
for
work
and
other
purposes
butlittlechangeinthePCTRforeducationandtheshareofNMVsinthemodes
households.For49%households,thePCTRforworkhasincreasedandfor
30%of
the
households
it
has
decreased.
For
71%
of
households,
the
PCTR
foreducationdoesnotchangeThePCTRforotherpurposeshasincreased.
for59%ofthehouseholds.
Change category PCTRwork (diff) PCTRedu(diff) PCTRothers(diff) Mnmv/Mall(diff)Households in Vicinity of metro line
Total Decrease 9.4% 3.9% 13.8% 5.4%
No change 77.8% 91.1% 81.8% 87.2%
Total Increase 12.8% 4.9% 4.4% 7.4%
Households relocated due to metro line
Total Decrease 29.9% 10.4% 35.3% 58.7%
47
No change 21.39% 70.65% 29.35% 21.89%
Total Increase 48.8% 18.9% 35.3% 19.4%
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PersonalMobility(MP)
Vicinity: minimumc ange
in
t e
mo i ity
in icators
regar ing
trave
or
education(distance,time,cost).Thedistance, timetoandcostoftripsmadeforotherpurposeshaschangesalittle.
,haveincreasedfor83%,82%and61%ofthehouseholdsrespectively.The
distance,time
for
education
have
but
not
the
cost.
Similarly
for
other
purposesthereismorechangeindistanceandtimethanthecostofthe.
Change
category
Dwork
(diff)
Deducation
(diff)
Dother
s (diff)
Twork
(diff)
Teducation
(diff)
Tother
s (diff)
Cwork
(diff)
Ceducation
(diff)
Cother
s (diff)
Households in Vicinity of metro line
Total Decrease 10.3% 3.9% 15.3% 13.8% 4.4% 16.3% 3.4% 0.0% 4.4%
No change 72.9% 90.6% 72.4% 69.5% 88.7% 71.9% 91.1% 100.0% 93.6%
Total Increase 16.7% 5.4% 12.3% 16.7% 6.9% 11.8% 5.4% 0.0% 2.0%Households relocated due to metro line
Total Decrease 14.9% 22.9% 58.2% 14.4% 21.9% 52.2% 10.4% 2.5% 12.4%
48
No change 2.5% 43.3% 9.0% 3.5% 42.8% 8.0% 28.4% 93.5% 65.2%
Total Increase 82.6% 33.8% 32.8% 82.1% 35.3% 39.8% 61.2% 4.0% 22.4%
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Significanceofchangeofmobilityindicators
No. Indicators Significance of change for HH inmetro vicinity
Significance of change for HHrelocated
At 5% At 1% confidence At 5% At 1% confidenceconfidence level level confidence level level
1 PCTRwork Not significant Not significant Not significant Not significant2 PCTRedu Not significant Not significant Not significant Not significant
others
4 Mnmv/Mall Not significant Not significant Significant Significant
5 Dwork Not significant Not significant Significant Significant
6 D Not si nificant Not si nificant Si nificant Not si nificante uca on
7 Dothers Significant Not significant Not significant Not significant
8 Twork Not significant Not significant Significant Significant
9 Teducation Not significant Not significant Significant Significant
10 Tothers Significant Not significant Not significant Not significant11 Cwork Not significant Not significant Significant Significant
12 Ceducation Not significant Not significant Not significant Not significant
49
13 Cothers Not significant Not significant Significant Not significant
SOCIOECONOMIC WELLBEING (SEWB)
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SOCIOECONOMICWELLBEING(SEWB)
Vicinity: onlytwoindicatorsIRSandHouseholdincomeshowchangewith
theintroduction
of
the
metro.
Relocated: alltheindicatorshavechangedforthemajorityofthehouseholds.Theindicatorsmostaffectedarefemaleliteracy(21%
, ,decrease),Infrastructurerankscore(33%decreaseand61%increase),and
employment(8%
decrease
and
14%
increase).
NGinschl/ NAdults>=5/ Yslum/Changecategory
Ngschage(diff)
Nadults(diff)
IRS(diff)
Ydelhi(diff) W/N (diff) I/N (diff)
V/N(diff)
Households in Vicinity of metro line
. . . . . . .
No change 55.67% 100.00% 78.3% 100% 100% 66.01% 100%
Total Increase 0.0% 0.0% 18.2% 0.0% 0.0% 24.1% 0.0%
NA 44.33%
Households relocated due to metro lineTotal Decrease 20.9% 3.5% 32.8% 100% 8.0% 65.7% 5.0%
No change 41.79% 82.09% 5.97% 0.00% 78.11% 19.4% 94.53%
50
Total Increase 4.5% 14.4% 61.2% 0.0% 13.9% 14.9% 0.5%
NA 32.84%
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Si nificanceofchan eofSEWBindicators
No. Indicators Si nificance of chan e for HH in metro Si nificance of chan e for HHvicinity
relocated
At 5% confidencelevel
At 1% confidencelevel
At 5%confidence level
At 1% confidencelevel
inschl/
Ngschage
2 NAdults>=5/N
adults
Not significant Not significant Significant Significant
3 IRS Significant Significant Significant Significant
4 Yslum/ Ydelhi Not significant Not significant Significant Significant
5 W/N Not significant Not significant Not significant Not significant
7 V/N Not significant Not significant Significant Significant
51
DEVELOPMENT OF INDICES
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DEVELOPMENTOFINDICES
Differentrotationsaretriedtomaximizeloadingontheprincipalcomponents(PC1,PC2,PCn)sothattheyexplainmaximumpercentof the total variance. Theoreticall the varimax rotation maximizes varianceexplainedwhileincreasingthelargeloadinganddecreasingthesmallerloadings. The
higherloadings
in
each
PC
are
retained
and
the
smaller
loadings
are
discardedinamannersothateachPCclubstogethersimilar/correlatedindicatorsinalogicalmanner.EachPCbecomesatypeoffactorexplainingtheaggregateindexandeachPCisindependentoftheothers.
e oa ngso ere a ne var a es neac are a enasindicativeweightsfortheindicatorsandcalculatedasafractionof1.
ThevarianceexplainedaretakenasrelativeweightsforeachPCto.
Thevalue
of
the
index
is
calculated
for
each
household.
52
Accessibility
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Accessibility
WhereE1andE2aretheeigenvalues
And PC1=d(Dbusstop)+e(Sbus)
PC2=a(Ded)+b(Dhealth)+c(Dser)
Wherea,b,.earecomponentloadings.
The
PC1
explains
accessibility
provided
by
the
bus
system
and
the
PC2
explains
thelanduseaccessibility.ThePC1andPC2explainapproximately55%ofthetotalvariance.
Theaggregatedindexreadsasfollowsforthe4datasets:
InVicinitybeforemetro
A=0.49(Ded)+0.57(Dhealth)+0.62(Dser)+0.63(Dbusstop)+0.62(Sbus) 1a
InVicinityaftermetro
= + + + + e ea ser uss op us
Relocatedbefore
metro
A=0.91(Ded)+0.27(Dhealth)+0.49(Dser)+0.54(Dbusstop)+0.52(Sbus) 1c
Relocated aftermetro
53
A= . 4 Ded + . Dhealth + .5 Dser + .7 Dbusstop + .5 bus 1d
Mobility
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Mobility
WhereE1,E2,E3andE4aretheeigenvalues
And PC1=b(PCTReducation)+e(Ded)+h(Ted)+k(Ced)
PC2=c PCTRothers +f Dothers +i Tothers +l Cothers
PC3=a(PCTRwork)+d(Dwork)+g(Twork)+j(Cwork)
PC4=
Mnmv/Mall
Wherea,b,.larecomponentloadings.
ThePC1explainsthetripforeducation,PC2explainsthetripforotherpurposeslikesocial,health,religiousandPC3explainsthetriptoworkand
z
.
PC1,PC2,PC3ANDPC4explainapproximately65%ofthetotalvariance.TheweightagesofthePCsimplythatthetripforeducationandotherreasonslikebuyingdailyneedsupplieswouldhaveahigherimpactonthemobilityindexthantheworktrips,thoughthedifferenceisnotsignificant.Since
Mhh indicatorsareseenasdesirablemobilityandMp asundesirablemobilitytheyareascribedopposingsignsintheindex.
54
I Vi i it b f t
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InVicinitybeforemetro
.work
.education
.others
.nmv all
[0.65(Dwork)+0.85(Deducation)+0.74(Dothers)+0.62(Twork)+0.85(Teducation)+0.75(Tothers)+
0.25(Cwork)+0.17(Ceducation)+0.63(Cothers)] ...2a
InVicinityaftermetro
M=[0.53(PCTRwork)
+0.78(PCTReducation)
+0.63(PCTRothers)
+1.39(Mnmv/Mall)]
[0.64(Dwork)+0.85(Deducation)+0.65(Dothers)+0.62(Twork)+0.85(Teducation)+0.69(Tothers)+
0.25(Cwork)+0.18(Ceducation)+0.38(Cothers)] ...2b
Relocatedbeforemetro
= + + +
wor
e uca on
o ers
nmv a
[0.74(Dwork)+0.80(Deducation)+0.61(Dothers)+0.73(Twork)+0.80(Teducation)+0.70(Tothers)+
0.53(Cwork)+0.22(Ceducation)+0.31(Cothers)] ...2c
Relocatedaftermetro
M=[0.73(PCTRwork)+0.54(PCTReducation)+0.28(PCTRothers)+1.23(Mnmv/Mall)]
[0.83(Dwork)+0.84(Deducation)+0.89(Dothers)+0.78(Twork)+0.80(Teducation)+0.86(Tothers)+
55
. work + . education + . others ...
SEWB
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SEWB
Where,E1,E2andE3aretheeigenvalues
AndPC1=e(W/N)+f(I/N)+g(V/N)
PC2=c(IRS)+d(Yslum/Ydelhi)
Wherea,b,.garecomponentloadings
PC1explains
economic
well
being,
PC2
explains
condition
of
physical
infrastructure
and
PC3explainssocialwellbeing.Together,thethreePCsexplain60%ofthevariance. The
InVicinitybeforemetro
SEWB=0.61(NGinschl/NGschage)+0.42(Nadults>=5/Nadults)+0.83(IRS)
.
.
.
.
InVicinityaftermetro
SEWB=0.57(NGinschl/NGschage)+0.46(Nadults>=5/Nadults)+0.71(IRS)
+0.62(Yslum/Ydelhi)+0.63(W/N)+0.63(I/N)+0.19(V/N) 3b
SEWB
=
0.68(NGinschl/
NGschage)
+
0.68(Nadults>=5/
Nadults)
+
0.93(IRS)
+0.14(Yslum/Ydelhi)+0.62(W/N)+0.62(I/N)+0.22(V/N) 3c
Relocated aftermetro
= + >= +
56
+0.65(Yslum/Ydelhi)+0.72(W/N)+0.67(I/N)+0.06(V/N) 3d
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Si nificanceofchan eintheIndices
No. Indices Significance of change for HHin metro vicinity
Significance of change for HHrelocated
confidence
level
confidence
level
confidence
level
confidence
level
1 Accessibility Significant Significant Significant Significant
2 Mobility Not significant Not significant Significant Significant
3 SEWB Not significant Not significant Significant Significant
57
THE SEIA MODEL
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TH S IAMO
,
1. Correlationbetweentheindices
2. Correlationofdependentindexwithindependentindicators
Correlationbetween
indicesMethodsforlinearcorrelation:
.
2. nonparametric:Spearmancorrelation(Rankorderdataassumed)
Data Set A & M M & S A & SParametric Nonpara Parametric Nonpara Parametric Nonpara
In Vicinity- b4 metro -0.001 0.004 0.176 0.180 0.035 0.084
In Vicinity- aft metro 0.128 0.108 0.112 0.089 0.277 0.280
In Vicinity- change -0.157 -0.202 0.014 0.114 -0.170 -0.177
Relocated- b4 metro -0.034 0.055 0.169 0.134 0.057 0.140
Relocated- aft metro 0.001 -0.049 -0.039 -0.090 -0.065 -0.125
58
Relocated- change 0.026 -0.027 -0.219 -0.229 0.016 0.045
TOTAL -0.223 -0.335 0.122 0.115 0.020 0.034
Linear regression of dependent index with independent indicators
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Linearregressionofdependentindexwithindependentindicators
s
as
eentr e
or
t e
o ow ng
equat ons
or
a
ata
sets,
an
a
repeatedforeachset)
Indexofmobilityandindicatorsofaccessibility
M=a+b(AIi)+c(AIj)++x(AIn) ..4
IndexofSEWBandindicatorsofmobility
SEWB=a+b(MIi)+c(MIj)++x(MIn) ..5
Index o SEWB and indicators o accessibilit
SEWB=a+b(AIi)+c(AIj)++x(AIn) ..6
SEWB=a+[b(AIi)
+c(AIj)++x(AIn)]
+[b(MIi)
+c(MIj)++x(MIn)] ..7
59
SummaryofResultsofLinearregression
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y g
2. -
1 Equation 4 In Vicinity- before metro 0.022 0.49
2 In Vicinity- after metro 0.020 0.55
3 Relocated- before metro 0.025 0.43
- . .
5 TOTAL 0.103 0.00
6 Equation 5 In Vicinity- before metro 0.283 0.00
7 In Vicinity- after metro 0.257 0.00
8 Relocated- before metro 0.200 0.00
9 Relocated- after metro 0.283 0.00
10 TOTAL 0.202 0.00
11 Equation 6 In Vicinity- before metro 0.157 0.00
12 In Vicinity- after metro 0.130 0.00
13 Relocated- before metro 0.011 0.83
14 Relocated- after metro 0.012 0.81
. .
16 Equation 7 In Vicinity- before metro 0.361 0.00
17 In Vicinity- after metro 0.331 0.00
18 Relocated- before metro 0.231 0.00
60
19 Relocated- after metro 0.295 0.00
20 TOTAL 0.234 0.00
Interpretation of Results
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InterpretationofResults
indicatorsof
A, A does
not
affect
M significantly.
Equation5: thereisasignificantcorrelationbetweentheindexofSEWB andtheindicatorsofM,M affectsSEWB significantly.
Equation6: thereisasignificantcorrelationbetweentheindexofSEWB andthe
indicators
of
A for
the
households
residing
in
the
vicinity
but
the
correlation
isnotsignificantforthehouseholdsrelocated
qua on : ere sas gn can corre a on e ween e n exo an ecombinedindicatorsofA andM, A andM affectSEWB significantly.
ComparingtheR2 values ofallthemodels,thebestresultsaregivenbyEquation
7,im l in
that
the
SEWB is
ex lained
best
when
the
affects/contributions
ofindicatorsofbothA andM areconsidered.However,itisobservedthattheR2 valueschangeforthehouseholdsaftertheintroductionofthemetro.Forthehouseholdslocatedinthevicinity,theaffectsifA andM onSEWB
,
they
become
more
significant.
61
SignificanceofCoefficients(Eqn7)
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- - - -
Indicator Description
metro
metro
metro
metroCoeff P(2Tail) Coeff P(2Tail) Coeff P(2Tail) Coeff P(2Tail)
CONST 435.2 0.006 308.1 0.019 318.2 0.013 515.5 0
A1 SDeducation -81.3 0.041 -43.8 0.123 -2.6 0.812 -10.7 0.736
A2 SDhealth -15.7 0.353 -23.0 0.153 -27.3 0.059 -11.0 0.484
A3 SDservices -69.9 0 -17.6 0.477 -1.1 0.958 -4.6 0.238
A4 SDbus-stop 65.6 0.118 30.9 0.037 295.9 0.088 5.3 0.704
A5 Sbus -0.1 0.929 1.0 0.099 4.1 0.51 -0.2 0.57
M1 PCTRwork 102.5 0 89.7 0 126.4 0 105.6 0
M2 PCTReducation 45.3 0.151 54.0 0.068 53.5 0.344 -1.4 0.966
M3 PCTRothers 31.9 0.224 45.8 0.054 56.2 0.004 31.0 0.042
M4 MNMV/Mall 59.3 0.675 25.0 0.831 -37.9 0.746 -280.3 0M5 Dwork -4.7 0.013 -2.7 0.063 -1.8 0.426 0.3 0.581
M6 Deducation 2.5 0.814 4.0 0.704 -16.2 0.323 4.3 0.567
M7 Dothers -1.5 0.721 -2.3 0.62 -3.3 0.454 6.4 0.005
M8 Twork 0.0 0.909 0.0 0.88 -0.8 0.038 0.0 0.844
M9 Teducation -0.6 0.29 -0.6 0.274 0.1 0.912 -0.3 0.479
M10 Tothers -0.4 0.371 -0.4 0.443 -0.8 0.28 -0.9 0.038
M11 Cwork -0.9 0.558 -2.0 0.135 -1.6 0.364 -3.0 0.012
M12 C 1.1 0.9 1.5 0.861 7.7 0.631 -9.1 0.485
62
M13 Cothers 1.2 0.594 2.1 0.619 3.3 0.384 -6.0 0.045
Note:The indicator coefficients with P value significant at 90% confidence levels have been
highlighted as the coefficients are significant can be included in the models.
Interpretation of Results
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InterpretationofResults
Comparativestudy
of
the
coefficients
shows
that:
Differentcoefficientscontributetothemodelsignificantlyfordifferentdatasets.
T enum ero signi icantcoe icientsincreasesa tert eintro uctionothemetrointhehouseholdsbothlivinginthevicinityandrelocateddueto
the
metro.
acrosstheboard.
ThecostoftravelhasnosignificanceinexplainingSEWB ifrelocationnot
therebut
it
becomes
si nificant
when
the
are
relocated.
Astudyofthecoefficientsofthecombineddatasettogetanoverviewofwhetherthecoefficientsare+veorveshowsthatapproximately90%ofthesignificantindicatorsand72%ofallindicatorsarecorrelatedtothe
n ex naccor ancew t t eemp r ca yo serve e av or
(expectedindications)
63
Final Equations
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FinalEquations
Thefinal
equations
derived
from
the
application
of
Equation
7
using
significant
indicatorsareillustratedbelow:
Vb4 = . . education . services + . work
4.7(Dwork
) 8a
EWBVaft = . + . Dbusstop + . bus + .7 P TRwork
+54.0(PCTReducation)+45.8(PCTRothers) 2.7(Dwork) 8b
SEWBRb4 =318.2 27.3 SDhealth 295.9 SDbusstop +126.4 PCTRwork
+56.2(PCTRothers) 0.8(Twork) 8c
Raft = . . work . others . NMV all
+6.4
(Dothers)
0.9(Tothers)
3.0(Cwork)
6.0
(Cothers)
8
d
64
Interpretationofresults
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p
e
or
wor
mos
mpor an
pos ve
e erm nan
o
.
s
impliesthetripstoworkmadebyahouseholdensuretheSEWB,
Thedistancetoworkisconsistentlyanegativeindicatorforhouseholds.
Theintroductionofthemetrochangestheindicatorswhichaffect
SEWB.Also,
more
numbers
of
indicators
have
a
significant
impact
on
SEWBaftertheintroductionofthemetro.ThisimpliesthattheintroductionofanewtransportsystemrestructuresthedeterminantsofSEWB,makingthehouseholdsmorevulnerablebyincreasingthenumberofsignificantindicators.
:
Sincebusroutesandserviceshavebeenaffectedbytheintroductionofthemetro,theybecomesignificantindicatorsaffectingSEWB.Thisim lies that the introduction of a new trans ort s stem makes the
existing
transport
system
important
in
determining
SEWB.
65
HHRelocated:
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relocation.While
the
distance
for
these
trips
contributes
positively
toSEWB,thetimeandcostofthesetripscontributesnegativelytoit.
ThecommutingcosthadnosignificantcorrelationwithSEWBbefore
relocation,after
relocation
it
has
a
significant
negative
impact
on
SEWBofthehouseholds.
RatioofNMVtoallmodesusedhasbecomeasignificantindicatorafterrelocation.Thehighnegativevalueofthisindicatorimpliesthatthereductioninthisratio(implyingreductioninuseofNMVin
households.Sincetheprocessofrelocationhasincreaseddistancestodestinationsofchoiceforthehousehold,beyondcomfortableNMVdistances,thisindicatorim liesthatthemodalshiftfromNMVtomotorizedmodeshashadanegativeimpactontheSEWBoftherelocated
households.
66
8.Conclusions
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Impactof
Metro
on
the
poor
household
in
its
vicinity
NosignificantimpactontheSEWBandMobility
,
accessibilityhaschangedasdistancetothebusstopshasincreasedfor
19%of
the
households
and
bus
services
have
become
non
existent
for
.
ImpactofMetroonthepoorhouseholdsrelocated
ThereissignificantimpactonAccessibility,MobilityandSEWB
Thelanduseaccessibilityhasdeterioratedasdistancetoeducation,
healthservicesandotherurbanserviceshasincreasedfor52%,63%and
52%ofthehouseholdsrespectively.Thetransportaccessibilityhas
deterioratedeven
more
as
distance
to
bus
stop
has
increased
for
72%
of
thehouseholdsandthebusfrequencyhasseenanaveragedecreasefrom
67
5minto63min(almost13times)
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e
mo ty
o
t e
ouse o s
ave
ncrease
s gn cant y.
e
or
wor
hasincreasedfor49%ofthehouseholdsanddecreasedfor30%,implying
changeinnumberoftripsmadeforworkinthehouseholds.Theshareof
.
mobilityindicatorsfortraveltowork distance,timeandcost have
increasedfor
83%,
82%
and
61%
of
the
households
respectively
,
residency(100%decrease),Householdincomeperperson(66%decrease),
Infrastructurerankscore(33%decreaseand61%increase),andemployment
8 decrease and 14 increase . The indicators of adult literac and vehicleownershipshowleastchangewith82%and94%respectivelyinthenochange
category.
Theresults
imply
that
relocation
due
the
metro
has
had
asignificant
negative
impactontheSEWBofthepoorhouseholds.
68
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Corre at ono
SEWB
to
Access ty
an
Mo ty
SEWBisaffectedbyindicatorsofbothaccessibilityandmobility
SEWBisnegativelycorrelatedtospatialdistancetoeducation,healthand
otherurbanservices
Itis
positively
correlated
to
PCTR
for
work,
education
and
other
purposes
Thesignificanceofindicatorschangeswithchangeinsituationlikethenew
metrolineorrelocationduetoit
coefficientinalldatasets,indicatingthemobilityforworkisimportantin
ensuringtheirSEWB,whateverbetheirsituation
itbecomes
significant
when
they
are
relocated
and
now
have
to
pay
heavily
forthetravel
69
In conclusion
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Inconclusion
Thisstudy
illustrates
that
the
accessibility
and
mobility
and
hence
the
socio
economicwellbeingoftheurbanpoorisaffectedbyitsintroductionin
theurbantransportsystem.
Whiletheymaynotbeexpectedbeneficiariesoftheproject,thedisbenefits
accruedto
them
due
to
the
project
need
to
be
assessed,
and
hence
miti ationmeasures lannedwhen ro osin the ro ect.
Hence,itisimportanttoconductSocioEconomicImpactAssessment(SEIA)
studiesforanewprojectoverdisaggregatedgroups,specificallyincluding
impactson
the
most
vulnerable
group
the
urban
poor.
70
Policyrecommendations
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Thedefinition
of
the
impacted
population
for
a
transport
project
should
includenotonlytheexpectedusersbutthenonusersaffectedbyittoo.
Theaccessibilityandmobilityneedsoftheurbanpoorneedtobes u e an eur anpoors ou eseenascap veso esys emstheyareusing.Introductionofanypolicyorprojectthatchangestheir
statushas
to
be
carefully
monitored
for
impacts.
Thecostbenefitanalysisofatransportprojectshouldincludethedisbenefitstononusergroupsandthecostsofcompensation/mitigationmeasuresinbuiltaspartofprojectcost.Onlythenshouldaprojectbedeclaredfeasible.
TheGovernment
should
constitute
a
statutor
bod
res onsible
for
the
SEIAofallinfrastructureprojectsbeforetheyaregivenapprovalforimplementation.ThisisinkeepingwiththesocialwelfarefunctionoftheGovernment.
monitoring
and
evaluation
protocols
with
stringent
SEIA
guidelines.
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Contributionofresearch
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Thisdissertation
tries
to
understand
how
the
SEWB
of
the
urban
poor
is
impacted
bylargetransportprojects.Theimpactontheaccessibilityandmobilityofthe
nonusersofthenewsystemisasimportantastheimpactontheexpectedusers
andneedstobeinternalizedbytransportprojects.
The
dissertation
proves
that
the
relocation
of
the
poor
is
one
of
the
most
severe
negativeimpactsofatransportprojectsandneedstobetakeninaccountin
.
Thedissertationhasredefinedtheconceptofmobilityintoitspositiveand
negativeaspects.Ithasformulatedindicatorsofaccessibility,mobilityandSEWB
anda re ated
them
into
indices.
IthasmodeledhowSEWBisaffectedbyaccessibilityandmobilityand,indoing
so,hasformulatedagenericmethodologyofSEIAwhichisapplicablein
understandingtheimpactoflargeurbantransportprojectslike
expressways,flyoversetcontheurbanpoor..Differentinterventionscenarioscan
becompared
for
their
impacts
and
mitigation
measures
planned
accordingly.
This
wouldleadtointernalizingtheexternalcostoftheimpactoftransportprojectson
the urban oor.
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Literaturereviewhasshownthatevenamongsttheurbanpoor,thewomenarepoorerthatthemen,sufferingfrompovertyofmoney,timeandresources.AssessingthegenderedimpactsoftransportprojectswouldgiveadditionaldepthtotheprocessofSEIA.
TheWHOhasdeclaredroadaccidentsasthenumberonediseaseintheworld.
The
health
impacts
of
transport
need
to
be
included
more
comprehensivelyintheSEIAmethodafteranecessaryreviewoftheliteratureonthesame.
ThequalitativedataaboutsocioeconomicconditionsandtheopinionsandchoicesofpeopleareanotheraspectofSEIAwhichrequiresfurtherresearch.
Different
techniques
like
stated
preference
models
can
be
used
to
include
qualitativedata.
Thebenchmarkingofthevariousparameters/indicatorsneedstobecarriedouttoidentifyacceptablelevelofadverseimpactsoftransportprojects.
termsofmoneyandresourcestoformulatecompensationpackageswhere
necessary.
Thisstudy
should
further
lead
to
mitigation
measures
and
alternativerecommendationstominimizeadverseimpactsoftransportprojectsontheurbanpoor.
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THANKYOU
November 2007 74