dr james mcintosh - luti consulting

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What is the value created by integrated land use and transportation projects in Perth, Sydney and SEQ?

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Page 1: Dr James McIntosh - LUTI Consulting

What is the value created by integrated land use and transportation projects in Perth, Sydney and

SEQ?

Page 2: Dr James McIntosh - LUTI Consulting

Value Capture – The Possibilities Are Endless…

Page 3: Dr James McIntosh - LUTI Consulting

Value Capture – The Possibilities Are Endless…

What Value Are We Capturing? How Is This Value Created?

Page 4: Dr James McIntosh - LUTI Consulting

Background

The Team at LUTI Consulting have conducted peer reviewed assessments of the land market’s in:• Perth, (2014) • Sydney (2016), and • SEQ (ongoing).

These studies have culminated in an econometric model’s of the willingness to pay for urban transit and urban renewal in these cities.

These are the largest studies of their kind in Australia, and have been publicly released. With the Sydney Model released as a free document available for online download. www.luticonsulting.com.au

Perth model available to download from:Transportation Research Part A: Policy and PracticeVolume 67, September 2014, Pages 320–339 http://www.sciencedirect.com/science/article/pii/S0965856414001736

The SEQ Model will be publicly available in late 2017

Page 5: Dr James McIntosh - LUTI Consulting

Agenda for today

1. How do cities value the access to transit and urban regeneration? And, how is this value created?

2. Learnings from Projects in:a. Perth, WAb. Sydney, NSWc. South East Queensland (SEQ), Queensland.

Page 6: Dr James McIntosh - LUTI Consulting

How do cities value the access to transit?

• Proximity to transit enables efficient access to activity centres, and Residents and Business’s value this accessibility

• Efficient access to activity centres terms of generalized cost of travel drives development demand• Transit also unlocks development capacity

Page 7: Dr James McIntosh - LUTI Consulting

How do cities value the access to transit, and urban regeneration? And, how is this value created?Public Sector Investment

in Transit

Phase 1Transit Unlocks

Development Capacity

Phase 2Change Zone to

Highest and Best Use for Transit

Phase 3Increase Development

Density Commensurate with Forecast Transit

Dependent Development

Phase 4Transit Accessibility

Monetized into Benefiting Land

Catchments

Private Sector Investment in Urban

Development

Transit Unlocks Development Capacity

The investment in transit unlocks capacity for increased development

Analysis Methods• LUTI Consulting’s Transit Induced Development Capacity Model

Change of Zoning to Highest & Best Use

The investment in transit enables the benefiting land markets to be rezoned to their highest and best use with respect to the transit mode

Analysis Methods• Hedonic Price Modelling• Strategic Land Use Planning• Property Market Demand Analysis

Increasing the Development Density

The investment in transit unlocks capacity for increased development in the benefiting catchments up to the level determined in Phase 1

Analysis Methods• Hedonic Price Modelling• Land Development Planning• Property Market Analysis

Change of Zoning to Highest & Best Use

The investment in transit enables the benefiting land markets to be rezoned to their highest and best use with respect to the transit mode

Analysis Methods• Hedonic Price Modelling• Strategic Land Use Planning• Property Market Demand Analysis

Monetization of Transit Accessibility Benefit

The increase in accessibility created by the investment in transit leads to increased Willingness to Pay in the benefiting land catchments

Analysis Methods• Hedonic Price Modelling

Page 8: Dr James McIntosh - LUTI Consulting

Phase 1 – Transit Unlocks Development Capacity

Transit Capacity

Transit Line Flow Characteristics

Estimated Trips per Dwelling

Transit Access Mode

Transit Catchment Dwelling Capacity

Theoretical Framework

LUTI Consulting’sTransit Induced Development Capacity Model (TIDCM)

Page 9: Dr James McIntosh - LUTI Consulting

Phase 2 – Change of Catchment Zoning to Highest and Best Use

Light Industrial Zoned Land

Page 10: Dr James McIntosh - LUTI Consulting

Phase 2 – Change of Catchment Zoning to Highest and Best Use

Light Industrial Zoned Land Mixed Use Zoned Land

Page 11: Dr James McIntosh - LUTI Consulting

Phase 3 – Increasing forecast development density

• Property market-derived demand for development intensity induced by an infrastructure investment creates value.

• Project induced incremental increases in Floor Space Ratio (FSR) commensurate with the amount unlocked in Phase 1 creates significant change in land value

Page 12: Dr James McIntosh - LUTI Consulting

Phase 3 – Increasing development density

FSR 0.5 FSR 4

• Property market-derived demand for development intensity induced by an infrastructure investment creates value.

• Project induced incremental increases in Floor Space Ratio (FSR) commensurate with the amount unlocked in Phase 1 creates significant change in land value

Page 13: Dr James McIntosh - LUTI Consulting

Phase 4 - Monetisation of Transit Accessibility

Page 14: Dr James McIntosh - LUTI Consulting

How do cities value the access to transit, and urban regeneration? And, how is this value created?Public Sector Investment

in Transit

Phase 1Transit Unlocks

Development Capacity

Phase 2Change Zone to

Highest and Best Use for Transit

Phase 3Increase Development

Density Commensurate with Forecast Transit

Dependent Development

Phase 4Transit Accessibility

Monetized into Benefiting Land

Catchments

Private Sector Investment in Urban

Development

Transit Unlocks Development Capacity

The investment in transit unlocks capacity for increased development

Analysis Methods• LUTI Consulting’s Transit Induced Development Capacity Model

Change of Zoning to Highest & Best Use

The investment in transit enables the benefiting land markets to be rezoned to their highest and best use with respect to the transit mode

Analysis Methods• Hedonic Price Modelling• Strategic Land Use Planning• Property Market Demand Analysis

Increasing the Development Density

The investment in transit unlocks capacity for increased development in the benefiting catchments up to the level determined in Phase 1

Analysis Methods• Hedonic Price Modelling• Land Development Planning• Property Market Analysis

Change of Zoning to Highest & Best Use

The investment in transit enables the benefiting land markets to be rezoned to their highest and best use with respect to the transit mode

Analysis Methods• Hedonic Price Modelling• Strategic Land Use Planning• Property Market Demand Analysis

Monetization of Transit Accessibility Benefit

The increase in accessibility created by the investment in transit leads to increased Willingness to Pay in the benefiting land catchments

Analysis Methods• Hedonic Price Modelling

Page 15: Dr James McIntosh - LUTI Consulting

Value Creation and Sharing Modelling Process

Four Stage Modelling Process:

Step 1 – Land Market Spatial Modelling

Step 2 – Hedonic Price Modelling

Step 3 – Property Market Analysis

Step 4 – Financial Modelling

Page 16: Dr James McIntosh - LUTI Consulting

Value Creation and Sharing Modelling Process

Four Stage Modelling Process:

Step 1 – Land Market Spatial Modelling

Step 2 – Hedonic Price Modelling

Step 3 – Property Market Analysis

Step 4 – Financial Modelling

Page 17: Dr James McIntosh - LUTI Consulting

Step 1 - Land Market Spatial ModellingData Set Data Source

Property Shapefile NSW Government - Land and Property Information

CBD & Major Activity Centres NSW Government - Department of Planning and Environment

Coastline Custom made using ABS digital boundary data

Zoning used for valuation NSW Government - Land and Property Information NSW

Government - Department of Planning

Unimproved Land Value NSW Government - Land and Property Information

Strata Count NSW Government - Land and Property Information

Heritage Controls NSW Government - Department of Planning and Environment

Height of Building NSW Government - Department of Planning and Environment

Floor Space Ratio (FSR) Controls NSW Government - Department of Planning and Environment

Strata Indicator and Strata Counts NSW Government - Land and Property Information

Parks NSW Government - Department of Planning and Environment

Employment density NSW Government - Department of Planning and Environment

Transportation Infrastructure NSW Government - Department of Planning and Environment,

Custom made (station entry points)

School Catchments NSW Government – Department of Education

MySchool - http://www.myschool.edu.au/

Socio-Economic Indexes for Areas (SEIFA),

2011

Australian Bureau of Statistics (ABS) - Census data

Suburbs Australian Bureau of Statistics (ABS)

LGAs Australian Bureau of Statistics (ABS)

Spatial Network Analysis for Multi-Modal

Urban Transport Systems

RMIT/Curtin University

Page 18: Dr James McIntosh - LUTI Consulting

Step 2 – Hedonic Price ModellingParametric Land Price Equation with Year and Year-Transit Catchment Interactions

ln ulvpsm = α + β,lnA, + β.T. + β0L0 + β2S2 + β4Y4 + β.4TY + µ

Where:

• A is a vector of continuous variable land attributes (e.g. distance to CBD and FSR),• T is a vector of transport and transit-related dichotomous variables (e.g. within 400 m

of a heavy rail station and 100 m of a major road corridor),• L is a vector of dichotomous land use variables (e.g. A – Residential or M – Mixed Use),• S is a vector of dichotomous variables indicating the land parcel’s suburb,• Y is a vector of dichotomous year variables spanning 2001 to 2014 with the year 2000

providing the base year for comparison, and• TY represents a vector of interaction terms between valuation year and transit mode.

Page 19: Dr James McIntosh - LUTI Consulting

What is the evidence of land value uplift around transportation infrastructure?

Perth, WA Metropolitan Model (2000-2012)a) Mandurah Rail Lineb) Joondalup Rail Linec) Fremantle Rail Lined) Midland Rail Linee) Armadale Rail Line

Sydney, NSW Metropolitan Model (2000-2014)a) Airport Linkb) Epping to Chatswoodc) Inner West LRTd) Dulwich Hill Extension to the LRTe) Parramatta to Liverpool BRTf) Parramatta to Rouse Hill BRTg) Green Square h) Central Parki) Main Roads

South East Queensland Regional Model (2000 – 2016)a) Gold Coast Rapid Transitb) Morten Bay Rail Linkc) Springfield lined) Northern and Eastern Busways

Page 20: Dr James McIntosh - LUTI Consulting

What is the evidence of land value uplift around transportation infrastructure?

Perth, WA Metropolitan Model (2000-2012)a) Mandurah Rail Lineb) Joondalup Rail Linec) Fremantle Rail Lined) Midland Rail Linee) Armadale Rail Line

Sydney, NSW Metropolitan Model (2000-2014)a) Airport Linkb) Epping to Chatswoodc) Inner West LRTd) Dulwich Hill Extension to the LRTe) Parramatta to Liverpool BRTf) Parramatta to Rouse Hill BRTg) Green Square h) Central Parki) Main Roads

South East Queensland Regional Model (2000 – 2015)a) Gold Coast Rapid Transitb) Morten Bay Rail Linkc) Springfield lined) Northern and Eastern Busways

Page 21: Dr James McIntosh - LUTI Consulting

Metropolitan Region Perth - Econometric Model – (2000-2012)

Perth Metro Model – Descriptive Stats

Variables Average Values

Land Value/m2 (no view) (AUD$ 2011) $590.69

Number of Land Parcels 462476

400m train catchment (1.2%)

800m train catchment (3.5%)

1600m train catchment (11.1%)

0-100m Hwy # of parcels (3.9%)

100-200m Hwy # of parcels (5.7%)

200-400m Hwy # of parcels (5.7%)

Dist. to freeway onramp 8.63

PT Accessibility (SNAMUTS) 6.62

Dist. to CBD 17.422

Dist. to secondary centre 2 4.80

Lot Area (m2) 1746

Residential Density (R-Code) 20.98

# of Dwellings within 1600m 4680

H. School rating 5.52

Socio Economic Index For Areas (SEIFA) 58.641

Dist. to water (km) 3.17

Page 22: Dr James McIntosh - LUTI Consulting

Metro Region Perth - Econometric Model Results – Cross Sectional Model (2012)

Residential Commercial Industrial

Constant 8.270 -1.544 -5.861

Area (m2) -0.601 -0.445 -0.311

R-Code 0.016 - -

400m train catchment 14.2% 28.2% -1.9%

800m train catchment 12.3% 21.3% 0.6%

1600m train catchment 1.1% 15.6% -8.9%

SNAMUTS score 0.002 0.043 0.012

Socio Economic Index For Areas (SEIFA)

0.246 0.090

Senior high school rating 0.052

Distance to water -0.155 -0.134

Dwellings within 1600m 0.139 -0.670 0.207

Distance to CBD -0.029 -

Distance to secondary centre

-0.030 -

0 – 100m of a highway -7.0% 7.8% 7.8%

100 – 200m of a highway 0.4% -0.1% -1.4%

Distance to nearest freeway onramp

3.0% -11.2% 2.6%

Effective Job Density - 1.922 1.38

Adjusted R-Squared 0.860 0.814 0.786No. of Land Parcels 462,476 6322 8243

-25%

-20%

-15%

-10%

-5%

0%

5%

10%

15%

20%

All Regions Fremantle Armadale Midland Southern Northern

Perth Rail Line Residential Uplift %

400m 800m 1600m

Page 23: Dr James McIntosh - LUTI Consulting

Monetization of Accessibility Benefit Residential and Mixed Use (The Mandurah Rail Line - Perth, Western Australia )

Uplift in Residential and Mixed Use land value~ 30% (0_400m)~ 13% (400m_800m)~ 8% (800m_1600m)

Page 24: Dr James McIntosh - LUTI Consulting

Metropolitan Perth – Uplift Values

1. Accessibility Based Land Value Uplift (%) = ~ 14% Res. Metro Model~30% Res. Model Mandurah Line

2. Change of Zoning (Ind. To MU) Based Land Value Uplift (%) = Not Modelled

3. R-code Based Land Value Uplift (%) (R20 to R100) = 44.8%

Page 25: Dr James McIntosh - LUTI Consulting

Metropolitan Region Sydney - Econometric Model – (2000-2012)

Sydney Metro Model – Descriptive Stats

Continuous Variables Average Values

Unimproved land value (ulv) $696,097

Land area (m2) 793.9

Floor Space Ratio (fsr) 0.65

Distance to any CBD 21.74

Distance to Activity Centre 1 21.85

Distance to Activity Centre 2 5.06

Distance to Activity Centre 3 3.6

Distance to Activity Centre 4 1.06

Distance to Coast 8.92

SNAMUTS (2011) 6.71

Effective Job Density 165,509

SEIFA Score 60.19

High School Myschool Rating 95.11

Dummy Variables% of Metro

Region within the Catchment

Heavy Rail 0-400 m 4%

Heavy Rail 400-800 m 11%

Heavy Rail 800-1600 m 23%

LRT 0-400 m 1%

LRT 400-800 m 1%

LRT 800-1600 m 2%

BRT 0-400 m 1%

BRT 400-800 m 2%

BRT 800-1600 m 5%

Ferry 0-400 m < 1%

Ferry 400-800 m 1%

Ferry 800-1600 m 2%

Main road 0-100 m 19%

Main Road 0-200 m 34%

Page 26: Dr James McIntosh - LUTI Consulting

Metropolitan Sydney Willingness to Pay Transit Model - TransitKey Statistics for the Region % Uplift in Land Value Key Statistics for the Region Elasticity

Dummy Catchments (% Value premium) Continuous Variables (Elasticity)

Heavy Rail 0-400 m 4.5% log(Area) -0.323

Heavy Rail 400-800 m 1.3% log(FSR) 0.239

Heavy Rail 800-1600 m 0.3% log(Dist. to coast) -0.075

LRT 0-400 m -0.6% log(Dist. to any CBD) -0.050

LRT 400-800 m -0.3% log(Dist. to 2nd tier centre) -0.027

LRT 800-1600 m -0.8% log(Dist. to 3rd tier centre) -0.016

BRT 0-400 m 3.0% log(SNAMUTS11) 0.000

BRT 400-800 m 1.2% log(SEIFA index) 0.031

BRT 800-1600 m -0.2% log(MySchool rating) -0.002

Ferry 0-400 m 8.0%

Ferry 400-800 m 2.1%

Ferry 800-1600 m -2.1%

Main Road 0-100 m -7.6%

Main Road 100-200 m -0.6%

Heritage 0.038

Strata 0.230

Zoning B – Business (+) -3.8%

Zoning C - Sydney CBD (+) 27.2%

Zoning I - Industrial (+) -38.9%

Zoning M - Mixed Use (+) 11.8%

Notes: (+) Compared to the Residential zoning

Adjusted R-squared: 0.912 with 920,549 DF, Model p-value: < 2.2e-16

Page 27: Dr James McIntosh - LUTI Consulting

Monetization of Proximity Benefit to RMS Roads

Proximity to the RMS Road Network (2015)

Uplift SigFreeway 0_100m -6.8% ***Freeway 100_200m -0.9% ***Freeway 200_400m 0.3% .Main Road 0_100m. -7.2% ***Main Road 100_200m -0.1%Secondary Road 0_100m -5.2% ***Secondary Road 1_200m 0.0%

Adjusted R-squared: 0.8884 Signifiance. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1

Page 28: Dr James McIntosh - LUTI Consulting

Phase 1 – Monetization of Accessibility Benefit Residential and Mixed Use (Epping to Chatswood Rail Line)

~ 50.1% Uplift in Residential and Mixed Use land value

Page 29: Dr James McIntosh - LUTI Consulting

Phase 2 - Monetization of Change of Zoning to its “Highest and Best Use” (Metropolitan Sydney Model)

Using the previous example:Industrial Zoned Land Use going to Mixed Use Zoned Land

~ 50.8% Uplift in land value

Page 30: Dr James McIntosh - LUTI Consulting

Phase 3 - Monetization of FSR enabled by increased catchment accessibility (Metropolitan Sydney Model)

• Value created by increasing the Floor Space Ratio in the land markets surrounding a transit station to its highest and best use, where FSR has a land value elasticity of 0.238

• This can be interpreted as a 1% increase in FSR leads to a 0.238% in land value

Using the previous example:Initial FSR 0.5 going to an intervention FSR of 4

~ 214% Uplift in land value

Page 31: Dr James McIntosh - LUTI Consulting

Metropolitan Sydney – Uplift Values

1. Accessibility Based Land Value Uplift (%) = ~5.1% All Land Uses (Metro Model)= ~50.1% Res & M. Use (Epping to Chatswood)

2. Change of Zoning (Ind. To MU) Based Land Value Uplift (%) = 50.8%

3. FSR Based Land Value Uplift (%) (0.5 to 4) =214%

Page 32: Dr James McIntosh - LUTI Consulting

SEQ Econometric Model ResultsSEQ Model– Descriptive Stats

Variable Average Values

Site Value /m2 $345.50 Lot Area 701m2

Train Station (0-400m) 2.3% Train Station (400m-800m) 5.2% Train Station (800m-1600m) 11.7% Bus Rapid Transit Station (0m-400m) 0.3% Bus Rapid Transit Station (400m-800m) 0.8%Bus Rapid Transit Station (800m-1600m) 2.4%Light Rail Transit Station (0m-400m) 0.10% Light Rail Transit Station (400m-800m) 0.13% Light Rail Transit Station (800m-1600m) 0.56% Ferry Wharf (0m-400m) 0.13% Ferry Wharf (400m-800m) 0.4% Ferry Wharf (800m-1600m) 1.3% Suburban Bus Stop (0m-400m) 60.7% Freeway Buffer (0m-100m) 0.9% Freeway Buffer (100m-200m) 1.2% Main Road Buffer (0m-100m) 1.3% Main Road Buffer (100m-200m) 1.4% Secondary Road Buffer (0m-100m) 10.8% Secondary Road Buffer (100m-200m) 9.5%

Counts Commercial Zoned Land 15,101 Industrial Zoned Land 14,518 Multi Unit Residential 26,383 Single Unit Residential 718,440 Rural Residential 111,248 Primary Production 2,513

Page 33: Dr James McIntosh - LUTI Consulting

SEQ– Uplift Values

1. Accessibility Based Land Value Uplift (%) = Ongoing

2. Change of Zoning (Single Unit Res. To Multi Unit) Based Land Value Uplift (%) = Ongoing

3. Plot Ratio Based Land Value Uplift (%) (0.5 to 4) = Ongoing

Results to be published later in 2017

Page 34: Dr James McIntosh - LUTI Consulting

Summary of Results

Perth1. Accessibility Based Land Value Uplift (%) = ~ 14% Res. Metro Model

~30% Res. Model Mandurah Line2. Change of Zoning (Ind. To MU) Based Land Value Uplift (%) = Not Modelled 3. R-code Based Land Value Uplift (%) (R20 to R100) = ~45%

Sydney1. Accessibility Based Land Value Uplift (%) = ~5.1% All Land Uses (Metro Model)

= ~50% Res & M. Use (Epping to Chatswood)2. Change of Zoning (Ind. To MU) Based Land Value Uplift (%) = 50.8% 3. FSR Based Land Value Uplift (%) (0.5 to 4) = ~214%

SEQ1. Accessibility Based Land Value Uplift (%) = Ongoing2. Change of Zoning (Single Unit Res. To Multi Unit) Based Land Value Uplift (%) = Ongoing3. Plot Ratio Based Land Value Uplift (%) (0.5 to 4) = Ongoing

Take home messageAll are similar, but different in their own way…

Page 35: Dr James McIntosh - LUTI Consulting

Value Capture – The Possibilities Are Endless…

Beware of the Hype…Explore the Reality.

Page 36: Dr James McIntosh - LUTI Consulting

Thank you.

For more information on our projects experience, consulting advisory services and to download the report: www.luticonsulting.com.au