Residential Location Choices and Household Activity Engagement

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Residential Location Choices and Household Activity Engagement. 1/14/2013 Roger Chen, Steven Gehrke , Yunemi Jiang, Jenny Liu and Kelly Clifton. O regon M odeling C ollaborative. Introduction. A relationship exists between where we live and what we do. - PowerPoint PPT Presentation

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Residential Location Choices and Household Activity Engagement

Residential Location Choices and Household Activity Engagement

1/14/2013

Roger Chen, Steven Gehrke, Yunemi Jiang, Jenny Liu and Kelly Clifton

1

Oregon

Modeling

Collaborative

Introduction

A relationship exists between

where we live and what we do

Different Location type choices

Lead to different activity engagement

What is the relationship between

where we live and how households

spend their time?

Overview of Study

This study is concerned with loocation at ther elatopnsiip beween where wee vive and how we spend out time

Data on Activity engagement is nucours; as a the alocation of time is distilled

Estimate models of choice to look at connection

3

Study Area and Distribution of Residential Area-Types

4

5

Major Urban Center

Households within five miles of 50,000 people and within a mile of 2,500 people, where the majority of households are within an MPO.

Urban near Major City Household with 2,500 people within one mile of the residential location, that is also within 15 miles of 50,000 people.

Rural near Major City

Household that is immediately surrounded by an area of less than 2,500 people, but is within 15 miles of 50,000 people.

Isolated City

Household is within two miles of 2,500 people and is more than 15 miles away from 50,000 people.

Rural

Household is more than two miles away from 2,500 people and more than 15 miles away from 50,000 people.

Area-Type Distribution of Households in Sample

Major Urban CenterUrban near Major CityRural near Major CityIsolated CityRural0.12080.528000000000000020.14110.11149.8699999999999996E-2

6

Tenure-Housing Type Distribution of Sample

Housing Tenure

Rent

Own

83.64%

16.36%

Single-

Family

Unit

Duplex

Unit

Multi-

Family

Unit

Single-

Family

Unit

Duplex

Unit

Multi-

Family

Unit

96.7%

1.09%

2.21%

36.65

13.17%

50.18%

Rent

Own

SF

DPLX

SF

MF

DPLX

83.64055299539170116.359447004608295

36.65492957746479213.16901408450704250.176056338028175

96.7011019283746551.08815426997245182.2107438016528924

Why we segment into lifestyle classes

Control for heterogeneity

Based on classifications found in the literature

7

8

Household Segmentation

Single Households

Household Size

Non-Single Households

Age >=

65 yrs.

Age <

65 yrs.

with Children

(01With Children

Segment :6

All Adults >= 65 yrs.

Segment :7

Related Adults

Household ( 65Single Adult, Age 18-65Non-Related HouseholdSingle Parents with ChildrenParents with ChildrenRelated Adults no Children, Age < 65Related Adults no Children, Age > 6521932536600521367462732369

Number of Households

Lifecycle Segments within the OHAS Sample

11

Urban Area-Type

Major Urban CenterSingle Adult, Age > 65Single Adult, Age 18-65Non-Related HouseholdSingle Parents with ChildrenParents with ChildrenRelated Adults no Children, Age < 65Related Adults no Children, Age > 650.146830825353397170.103312302839116720.196666666666666660.124760076775431860.113228089275993470.105531643551729630.14774166314900802Urban near Major CitySingle Adult, Age > 65Single Adult, Age 18-65Non-Related HouseholdSingle Parents with ChildrenParents with ChildrenRelated Adults no Children, Age < 65Related Adults no Children, Age > 650.529411764705882360.632492113564668720.545000000000000040.57005758157389630.563690800217746310.501036186832456540.41705360911777123Rural near Major CitySingle Adult, Age > 65Single Adult, Age 18-65Non-Related HouseholdSingle Parents with ChildrenParents with ChildrenRelated Adults no Children, Age < 65Related Adults no Children, Age > 650.116279069767441868.7539432176656148E-20.126666666666666689.9808061420345484E-20.126565051714752320.169615813805196890.18151118615449557Isolated CitySingle Adult, Age > 65Single Adult, Age 18-65Non-Related HouseholdSingle Parents with ChildrenParents with ChildrenRelated Adults no Children, Age < 65Related Adults no Children, Age > 650.132238942088463290.102523659305993697.166666666666667E-20.122840690978886750.103973870440936310.107125777140124350.13170113972140143RuralSingle Adult, Age > 65Single Adult, Age 18-65Non-Related HouseholdSingle Parents with ChildrenParents with ChildrenRelated Adults no Children, Age < 65Related Adults no Children, Age > 657.523939808481532E-27.4132492113564666E-20.068.253358925143954E-29.2542188350571583E-20.116690578670492580.12199240185732377

Lifecycle Segments within the OHAS Sample

12

Household Structure Type

Single-FamilySingle Adult, Age > 65Single Adult, Age 18-65Non-Related HouseholdSingle Parents with ChildrenParents with ChildrenRelated Adults no Children, Age < 65Related Adults no Children, Age > 650.670932358318098720.642433820624259130.772575250836120440.735124760076775410.90936309199782250.898835168342109410.8994932432432432Duplex/TownhomeSingle Adult, Age > 65Single Adult, Age 18-65Non-Related HouseholdSingle Parents with ChildrenParents with ChildrenRelated Adults no Children, Age < 65Related Adults no Children, Age > 653.8391224862888484E-25.8870011853022521E-23.8461538461538464E-28.253358925143954E-22.3679912901469789E-21.7871389819690442E-21.3091216216216216E-2Building with 3+ ApartmentsSingle Adult, Age > 65Single Adult, Age 18-65Non-Related HouseholdSingle Parents with ChildrenParents with ChildrenRelated Adults no Children, Age < 65Related Adults no Children, Age > 650.196983546617915890.244172263927301460.137123745819397990.145873320537428024.0827436037016877E-24.7231530237753311E-23.4628378378378379E-2Mobile HomeSingle Adult, Age > 65Single Adult, Age 18-65Non-Related HouseholdSingle Parents with ChildrenParents with ChildrenRelated Adults no Children, Age < 65Related Adults no Children, Age > 659.3692870201096887E-25.4523903595416832E-25.1839464882943144E-23.6468330134357005E-22.6129559063690799E-23.6061911600446785E-25.2787162162162164E-2

Lifecycle Segments within the OHAS Sample

13

Tenure

Own or MortgagedSingle Adult, Age > 65Single Adult, Age 18-65Non-Related HouseholdSingle Parents with ChildrenParents with ChildrenRelated Adults no Children, Age < 65Related Adults no Children, Age > 650.772042028323435380.645594626629790610.729549248747913160.664107485604606530.861626637554585130.906958187041174590.9611158072696534RentedSingle Adult, Age > 65Single Adult, Age 18-65Non-Related HouseholdSingle Parents with ChildrenParents with ChildrenRelated Adults no Children, Age < 65Related Adults no Children, Age > 650.227957971676564650.354405373370209390.270450751252086790.335892514395393470.138373362445414849.3041812958825409E-23.888419273034658E-2

Lifecycle Segments within the OHAS Sample

14

Average Household Residents by Work-Status

WorkersSingle Adult, Age > 65Single Adult, Age 18-65Non-Related HouseholdSingle Parents with ChildrenParents with ChildrenRelated Adults no Children, Age < 65Related Adults no Children, Age > 650.550000000000000040.91.580.991.841.570.78StudentsSingle Adult, Age > 65Single Adult, Age 18-65Non-Related HouseholdSingle Parents with ChildrenParents with ChildrenRelated Adults no Children, Age < 65Related Adults no Children, Age > 650.260.261.171.661.830.260.23RetiredSingle Adult, Age > 65Single Adult, Age 18-65Non-Related HouseholdSingle Parents with ChildrenParents with ChildrenRelated Adults no Children, Age < 65Related Adults no Children, Age > 650.560000000000000050.050.320.210.060.341.26HomemakersSingle Adult, Age > 65Single Adult, Age 18-65Non-Related HouseholdSingle Parents with ChildrenParents with ChildrenRelated Adults no Children, Age < 65Related Adults no Children, Age > 650.0100.087.0000000000000007E-20.160.060.04

Average per Household

Lifecycle Segments within the OHAS Sample

15

Average Household Vehicle/Bike Availability

BikesSingle Adult, Age > 65Single Adult, Age 18-65Non-Related HouseholdSingle Parents with ChildrenParents with ChildrenRelated Adults no Children, Age < 65Related Adults no Children, Age > 650.690.771.411.812.581.330.61Vehicles per License HolderSingle Adult, Age > 65Single Adult, Age 18-65Non-Related HouseholdSingle Parents with ChildrenParents with ChildrenRelated Adults no Children, Age < 65Related Adults no Children, Age > 651.10000000000000010.991.941.362.272.112.0699999999999998VehiclesSingle Adult, Age > 65Single Adult, Age 18-65Non-Related HouseholdSingle Parents with ChildrenParents with ChildrenRelated Adults no Children, Age < 65Related Adults no Children, Age > 651.12000000000000011.12000000000000012.211.642.47000000000000022.462.14

Average per Household

Lifecycle Segments within the OHAS Sample

16

Average Household Income

Average Household IncomeSingle Adult, Age > 65Single Adult, Age 18-65Non-Related HouseholdSingle Parents with ChildrenParents with ChildrenRelated Adults no Children, Age < 65Related Adults no Children, Age > 6540081.37999999999742632.9548925.3349311.179765.7877910.28999999999461377.33

Slide about Factor Analysis

17

18

Cut-off at < 1.0

Principal Component Extraction

7 Factors

59.3% Variance Explained

Factor Analysis of Time Allo

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