High-Speed Rail Effects April 13, 2009
Posted by David in Economics, Life in Taiwan.Tags: Oliver Shyr
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We have finally completed the estimation of hedonic price functions for five metropolitan regions in Taiwan. The purpose was to estimate the effect of high-speed rail accessibility on house prices. The two main cities of Taipei and Kaohsiung were excluded from the study due to serious spatial multicollinearity problems. Anyway, I will be presenting the results at the conference of the European Regional Science Association in August (in Lodz, Poland). This is the abstract of my paper, co-authored with Oliver F. Shyr and Angel Lee:
“Taiwan does not only have a high population density; its population exhibits a strong preference for high-density downtown living. Rich Taiwanese thus live downtown, not in the suburbs. In addition, the expected negative relationship between centrality and the spaciousness of housing is conspicuous by its absence in Taiwan’s metropolitan areas. Taiwan should therefore be highly suited for rail transportation investments.
In 2007, a new high-speed railroad was inaugurated, connecting all seven metropolitan areas. Hedonic estimates show that high-speed rail accessibility has a substantial impact on house prices in three out of five studied regions. Interregional downtown-to-downtown commuting time seems to be the most important determinant of success in generating a station-centered price-distance gradient. Neighborhoods around HSR stations in suburban locations are not likely to spawn residential communities for commuters, since most Taiwanese associate inner-city neighborhoods with superior leisure activities and schools.
In two regions, HSR station accessibility generates price-distance gradients that rival or exceed CBD gradients. The Hsinchu HSR station gives rise to the single highest price-distance elasticity estimate in all five regions. This reflects the importance of the linkage between downtown Taipei and the Hsinchu Science Park to the Taiwanese economy.”
There are a couple of interesting results. First, there is no positive correlation between distance to the center and floor area in Taiwan, while there is a negative correlation between that distance measure and neighborhood education levels:
|
Region |
Correlation: distance to CBD and floor area |
Correlation: distance to CBD and lot size |
Correlation: distance to CBD and education |
|
Taoyuan |
-.02 |
-.00 |
-.35** |
|
Hsinchu |
-.02 |
.00 |
-.77** |
|
Taichung |
-.18** |
.02 |
-.70** |
|
Jiayi |
.02 |
.24** |
-.73** |
|
Tainan |
-.03 |
.13** |
-.75** |
Source: Original data; *: significant at one-tailed α=.05; **: significant at α=.01.
Second, our estimates yield the following estimates of average price-distance elasticities:
|
Node |
Region |
Estimated distance elasticity of regional house prices |
|
Hsinchu HSR station |
Hsinchu |
-.18** |
|
Jiayi city center |
Jiayi |
-.14** |
|
Taichung city center |
Taichung |
-.11** |
|
Tainan city center |
Tainan |
-.11** |
|
Taichung HSR station |
Taichung |
-.09** |
|
Hsinchu Science Park |
Hsinchu |
-.09** |
|
Tainan Science Park |
Tainan |
-.08** |
|
Jiayi HSR station |
Jiayi |
-.08** |
|
Hsinchu city center |
Hsinchu |
-.06** |
|
Tainan HSR station |
Tainan |
-.04* |
|
Taichung Science Park |
Taichung |
-.03* |
|
Taoyuan city center |
Taoyuan |
-.01 |
|
Taoyuan HSR station |
Taoyuan |
-.01 |
|
Zhongli city center |
Taoyuan |
-.005 |
|
Taipei city center |
Taoyuan |
-.002 |
Railroads and Accessibility (THSR Edition) January 16, 2009
Posted by David in Economics, Life in Taiwan.Tags: HSR, Oliver Shyr, Taiwan
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Over the past year, I’ve been cooperating with Oliver Shyr of National Cheng-kung University on a study of the effects of Taiwan’s high-speed rail (HSR) on urban property prices. Our goal is to compare the effects of HSR accessibility in all seven affected metropolitan regions. So far, the effects have been contradictory: substantial impacts in the north, no or negligible impacts in the south.
I’ve become quite skeptical about the HSR - the world’s most expensive build-operate-transfer project. The investment cost was US$15 billion, or about 5 percent of Taiwan’s GDP. In relative terms, this would correspond to spending the entire US bailout package (US$700 billion) on railroads. True, it’s better than bailing out bankrupt firms, but still.
What follows is a summary of a future paper of ours. It concerns two regions: Hsinchu in the north and Tainan in the south. The empirical observations for the other regions are still being collected, but preliminary estimations indicate that Hsinchu is as representative of the north as Tainan is of the south. Central Taiwan (Taichung) so far seems to be in an intermediate position.
High-Speed Rail Accessibility and House Prices: Different Cities, Different Effects
David Emanuel Andersson
Oliver F. Shyr
Summary
A high-speed railway line (HSR) that was opened in early 2007 connects seven metropolitan areas on the west coast of Taiwan. We estimate and compare implicit prices of HSR station accessibility using hedonic price functions for the residential property markets in the Hsinchu and Tainan metropolitan areas. Control variables include three additional accessibility attributes as well as structural and neighborhood attributes. Both analyses use the same initial specifications and the same functional forms: four pre-specified and two Box-Cox-transformed hedonic price functions.
The estimated functions show that HSR accessibility is regionally differentiated. HSR accessibility has a substantial impact in the Hsinchu region. The estimated effect testifies to the economic importance of the Taipei-Hsinchu link for the Hsinchu Science Park. It has a greater impact on house prices than either the distance to Hsinchu’s traditional downtown area or the distance to the science park itself. All three distance effects are however statistically significant and economically non-negligible. The empirical results lend support to the notion that Hsinchu’s downtown and high-tech nodes have been transformed into outlying sub-centers in an enlarged metropolitan region. HSR accessibility can then be seen as a proxy for accessibility to Taipei’s central business district. Since the new high-speed rail link has resulted in a substantial reduction of the time distance between Taipei and Hsinchu, it seems that high-speed rail investments may contribute to urban enlargement processes.
In the southern region of Tainan, HSR accessibility has at most a minor effect on residential property prices. Estimated HSR accessibility effects in the Tainan region imply low or negligible distance elasticities. The effects are also less robust then in Hsinchu, and not statistically significant for all functional specifications.
The difference between Hsinchu and Tainan regarding HSR accessibility reflects two mutually reinforcing factors in the Tainan region: low intra-regional accessibility of its HSR station and an economic structure where knowledge-intensive services carry much less total and relative weight than in Hsinchu. In Taiwan, only the northern corridor from Taipei to Hsinchu exhibits consistently high land prices and positive population growth. Given the high investment cost of Taiwan’s high-speed rail line, a policy implication is that the investment may have been too costly from a southern Taiwanese perspective. The limited impact probably reflects the absence of a complementary restructuring of the southern economy. So far, the southern economy has shown no signs of the spontaneous innovative processes that are necessary for a self-generated economic transformation, nor is the region important as a center of scientific research or for the production of other knowledge services.
Table 1 presents the results for the Hsinchu and Tainan region of the best-performing functional forms; the log-linear and simple both-hand side Box-Cox models, after exclusion of one (Hsinchu) or two (Tainan) insignificant variables. The symbol λ refers to the Box-Cox transformation parameter, implying that it is very close to a log-linear function in the case of Hsinchu. The other estimated functions do not perform as well in terms of log likelihood or R squared as the ones shown in the table. However, almost all of the effects are quite robust across specifications, with the exceptions of HSR accessibility in Tainan, building height, and freeway accessibility (the latter is excluded from both the Hsinchu and Tainan equations that correspond to Table 1).
Table 1: Hedonic price functions for the Hsinchu and Tainan metropolitan areas (t-values in parentheses)
|
Variable |
Hsinchu: log-linear |
Hsinchu: BS Box-Cox |
Tainan: log-linear |
Tainan: BS Box-Cox |
|
Constant |
.76 |
.76 |
1.56 |
2.13 |
|
Floor area |
.53** (19.6) |
.53** (14.3) |
.55** (26.9) |
.65** (21.5) |
|
Lot size |
.44** (21.2) |
.45** (13.5) |
.47** (19.4) |
.63** (14.3) |
|
Age |
-.04** (-5.7) |
-.04** (-5.4) |
-.12** (-19.7) |
-.18** (-12.9) |
|
Height |
.59 (1.4) |
.12** (3.5) |
|
|
|
Shop/dwelling use |
.13** (2.9) |
.14** (2.9) |
.14** (6.5) |
.20** (6.6) |
|
Street frontage |
.11** (6.7) |
.11** (6.3) |
.19** (11.7) |
.25** (10.6) |
|
Road width |
.05** (3.0) |
.05** (3.0) |
.10** (6.3) |
.12** (6.5) |
|
Commercial zone |
.61** (13.5) |
.61** (9.4) |
.33** (6.5) |
.40** (6.1) |
|
Residential zone |
.28** (16.3) |
.28** (11.7) |
.23** (5.9) |
.25** (4.9) |
|
Education |
.16** (3.9) |
.16** (3.9) |
.45** (10.4) |
.739** (7.7) |
|
Distance to CBD |
-.06** (-4.1) |
-.06** (-4.0) |
-.11** (-7.0) |
-.17** (-6.7) |
|
Distance to HSR |
-.18** (-9.0) |
-.18** (-6.9) |
-.04* (-2.0) |
-.05* (-1.9) |
|
Distance to science park |
-.09** (-5.5) |
-.09** (-5.2) |
-.08** (-3.6) |
-.06** (-3.0) |
|
λ |
|
.001 |
|
.168 |
|
Adjusted R2 |
.85 |
|
.80 |
|
|
Log likelihood |
|
-1375.7 |
|
-2453.7
|
|
N |
846 |
846 |
1550 |
1550
|