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Spatial distribution of population 
By Alain Bertaud 
Chetan 
Choudhary 
Asavari Jadhav
Introduction 
This paper Alain Bertaud is the first attempt to examine urban form 
systematically around the world, with special reference to “transition 
economies”. 
The purpose of this paper is to extend the literature on urban form, 
with special reference to developing and transition economies. 
It present data on selected measures of urban form for about 50, 
mostly large, metropolitan areas. 
Our cities are drawn from all major regions, from rich countries and 
poor, from market economies and economies in transition to market. 
calculated, on a consistent basis, population density gradients for 
almost 50 large cities in some twenty countries. They also 
constructed an alternative measure of city population dispersion. 
In a variety of second-stage analyses, we have examined several 
potential determinants of urban form. 
The focus has been on income, population, and the nature of the 
regulatory regime. To a lesser extent, we have examined the role of 
natural constraint (physical geography), and transport mode.
Spatial Structure and Why it 
matters? 
The spatial structure of a city is very complex. 
It is the physical outcome of the subtle interactions over 
centuries between land markets, and topography, infrastructure, 
regulations, and taxation. 
The complexity of urban spatial structures has often discouraged 
attempts to analyze them and a fortiori to try to relate urban policy to 
city shape. 
Spatial aspects of urban development can have important impacts 
on economic efficiency and on the quality of the urban 
environment. 
The evolution of urban form, shaped by the complex interaction 
between market forces, public investment and regulations, is not 
often monitored. 
Consequently, the significant inefficiencies due to a poor spatial 
structure are often ignored until it is too late to do anything about it. 
On the other hand, progressive and well functioning municipal urban 
planning departments will use spatial indicators to regularly monitor 
urban development and to propose regulatory or public investment 
action when necessary.
From an economic point of view, a city is a large labor and 
consumer market; the larger the size of the market and the 
lower the costs of transactions, the more prosperous is the 
economy. 
A deficient spatial structure fragments labour and consumer 
markets into smaller less efficient markets; it contributes also to 
higher transactions costs by unnecessarily increasing 
distances between people and places. 
A deficient spatial structure increases the length of the city 
infrastructure network and therefore increases its capital and 
operating costs. 
Thus a deficient spatial structure can reduce a city’s 
productivity. 
From an environmental point of view, a deficient spatial structure 
can decrease the quality of life by increasing the time spent on 
transport, by increasing air pollution, and contributing to the 
unnecessary expansion of urbanized areas in natural sites.
A city’s spatial structure is constantly evolving. 
Because of a lack of political consensus or a clear vision on 
spatial development, the combined effect of land use 
regulations and infrastructure investments may be 
inconsistent and contradict each other. 
It is therefore important that municipalities monitor the 
spatial trends of development and take regulatory remedial 
action if this trend contradicts municipal objectives. 
External economic conditions are continuously changing and are 
unpredictable in the long term, the planning department of 
municipalities should constantly monitor the evolution the 
urban spatial structure, and adjust eventually the balance and 
nature of regulatory incentives and disincentives.
Comparison b/w spatial Structures of 
Paris and Moscow 
Moscow and Paris are two cities2 of roughly 10 million people. 
Paris is, like virtually all cities within a market system, subject to 
planning and regulation, but location decisions are driven 
primarily by markets. 
Moscow, on the other hand, has for most of its post 1917 – pre- 
Perestroika history, developed without reference to land or real 
estate markets. 
Paris Moscow
Paris spreads out from a very dense center; while Moscow has a 
much smaller footprint. (In fact, Moscow’s footprint is only 53 
percent of Paris’ footprint.) 
Moscow the highest densities are in the periphery. Despite its 
small footprint Moscow is not very compact. 
The average distance of a Moscow resident to the center is 56 
percent greater than in Paris. 
Given that both cities exhibit a centralized pattern of employment 
location (by the standards of large cities), Paris is by this 
measure a more efficient city than Moscow.
The Efficiency of Alternative Urban 
Forms 
Under certain simplifying assumptions about the functional forms 
of production and demand functions, an optimizing model of 
urban producers and consumers yields a negative exponential 
function for population density, with a dense center falling off 
exponentially. 
The most central assumption – and the one extremely important 
for our current purpose – is the assumption that all 
employment is located at the centre of the city. 
Many papers and models show that even when this assumption 
is relaxed, the general negative exponential shape can hold, 
as long as there is a higher density of employment at the centre 
than elsewhere. 
Many models have been developed that relax this strict 
monocentricity, including some that have two centres, some that 
have a center and a beltline of employment, others that have 
multiple nodes or a beltline. 
But even in extremely decentralized labour markets such as 
Los Angeles or Atlanta, population density still largely follows 
the negative exponential in market economies.
In addition, many observers are concern with externalities that 
are difficult to handle theoretically and even more so empirically. 
For example, commuting and other interurban travel can 
engender congestion. If energy is not appropriately priced, more 
commuting can increase external costs including air pollution 
as well as congestion. 
The relationship between urban form and energy efficiency – or 
at least gasoline use –has been highlighted by Newman and 
Kenworthy (1989), which shows that gasoline use per capita 
declines with urban density. 
The welfare of inhabitants of cities in transition economies is 
linked to energy use and pollution. 
For example, despite less gasoline use and a lower GDP, Soviet 
emissions – including those attributed to transport – are 
generally at comparable levels to the United States. 
Thus it is probable that much larger improvements in air quality 
can come from improving automobiles and fuels, & these gains 
are likely to be large compared to possible modest gains from 
landuse changes.
Central Planning vs. Market 
Oriented Development 
The central planning problem is the dual of a competitive market 
allocation. 
Planners should be able to allocate a good or set of goods every bit 
as efficiently as the market. 
If a good is unpriced, it will be fundamentally misallocated. where a 
good is unpriced and entry to the market is essentially free (e.g. 
fisheries). 
The market for land and real estate is slightly different. The good, 
here land, is indeed unpriced; but entry is strictly controlled by a 
central planning authority. 
One of the central characteristics of market allocation processes is 
that they are highly decentralized. 
Any given actor – producer, consumer, or regulator – needs only 
limited information about market conditions in their own small 
patch of the economy. 
Even with the best-trained, equipped and intentioned planners, 
central planning as a way to run an economy breaks down because
The problem becomes even more difficult when we consider real 
estate markets. Land and real estate is the majority of the 
tangible capital stock in every country, market or socialist. 
Further complicating matters, virtually every parcel of land, and 
every piece of real property built upon this land, is unique. Land, 
housing, and other forms of real estate are characterized by 
extraordinary heterogeneity. 
Land and real estate markets are characterized by strong 
interdependencies and external costs and benefits. 
Furthermore, an important characteristic of land is its access to 
infrastructure; and infrastructure often exhibits extraordinary 
economies of scale and elements of natural monopoly. 
Thus in every market oriented economy, land and real estate are 
and should be appropriately regulated and planned.
Another characteristic of market oriented real estate systems is 
that development decisions are made primarily by private 
actors, working under regulatory and property rights frameworks 
set by governments and society. 
Within this framework, their objective function is to maximize 
profits, or revenue minus cost. 
Another characteristic of market-oriented development is that 
because individuals and firms have property rights in land, and 
these rights can be alienated, there is an incentive to redevelop 
land as a city grows and highest and best use changes. 
Where there is no market for land or real estate, firms and 
households have no markets in which to capture gains from 
permitting redevelopment of their land; and in fact without such a 
market, no one quite knows what the gains to redevelopment 
are. 
Without market reference, central planners in socialist 
economies are at a loss for benchmarks for the efficient 
allocation of land, even if that was their main objective.
The Relationship Between Price 
Gradients and Density Gradients 
In market-driven cities and market-oriented economies, density 
patterns occur because of price differentials. 
Once initial simplifying assumptions of constant returns per unit 
of land are relaxed real estate developers (and indirectly 
consumers) economize on the use of land at more expensive 
locations. 
In market-oriented cities, it is the price gradient that gives rise to 
the density gradient. These prices are willingness to pay for 
central locations, and are driven by savings in transportation 
costs. 
In the prototypical socialist city, density gradients and price 
gradients are not in line with each other. This is fundamentally 
different from market cities, where “form follows price. 
In extreme cases, such as Moscow, price and density gradients 
go in opposite directions. This has extraordinary implications for 
the valuation of the capital stock.
The Measurement of Urban Form 
 The measure of city is often studied by population density gradient from a negative exponential 
function. 
 But actually first popularized among urban scholars by Colin Clark. 
 More specifically, the population density of a city is hypothesized to follow 
D is population density at distance u from the center of a city; 
D0 is the density at the center; 
e is the base of natural logarithms; 
γ is "the gradient," or the rate at which density falls from the center. 
The final error term, ε, is included when the formulation is stochastic. 
Figure below illustrates a stylized example of 
density patterns, for a city with a central density of 
100 persons per hectare, for different values of γ.
 The standard urban model of Alonso, Muth and Mills predicts that population 
density gradients will fall as incomes rise, the city grows, and transport costs fall. 
 Brueckner point out that in Paris, there is a stronger tendency for richer 
households to live centrally, while poor households often live in the suburbs. 
 This is in contrast to most North American cities. 
 Historic preservation and height restrictions prevent dense low-income housing 
from being developed in the center, while public housing projects have been 
located in the suburbs. 
 If rich live in the suburbs and the poor in central hinge on the income elasticity of 
demand for housing (and land) exceed the income elasticity of transport costs. 
DISPERSION 
 We know that cities come in many different shapes. 
 Cities shape can be defined by two variables: 
• The surface of the built-up area, the shape of the built-up area 
• The way the population density is distributed within this same built-up area. 
 We can thus represent a city as a 3-dimensional object.
 We thus obtain a solid whose geometric properties can be analyzed. 
 Such a solid has a center of gravity, which is the point to which the sum of 
distance from all other points of the shape is the shortest. 
 All else equal, a city shape which decreases the distance between people's 
residences and the main place of work and consumption will be more 
favorable to the functioning of labor and consumer markets. 
 For a given built-up area, the shorter the average distance per person to the 
main place of work or to the main commercial areas, the better would be the 
performance of the city shape. 
 Traditionally, planners and urban economists consider that a city is either 
monocentric or polycentric, depending on the location of the main 
employment and retail centers. 
 In reality no city is purely monocentric or purely polycentric. 
 Cities have only degrees of monocentrism and polycentrism.
 Polycentric cities do not contain two or three centers, but a large number of small 
centers. These centers do not act as CBD for the surrounding areas, they are not 
the center of mini-cities. 
 These are points of employment and commerce but because their accessibility 
from the rest of the metropolitan area, and the trips they generate are widely 
distributed across the metropolitan area. 
 By contrast a theoretically pure monocentric city generates only trips along its 
radius. 
POLYCENTRIC CITIES MONOCENTRIC CITY
Dispersion index is the ratio between the average distance per person to the 
CBD, 
and the average distance to the center of gravity of a cylindrical city whose 
circular base would be equal to the built-up area, and whose height will be the 
average population density:
Thank You

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Spatial distribution of population

  • 1. Spatial distribution of population By Alain Bertaud Chetan Choudhary Asavari Jadhav
  • 2. Introduction This paper Alain Bertaud is the first attempt to examine urban form systematically around the world, with special reference to “transition economies”. The purpose of this paper is to extend the literature on urban form, with special reference to developing and transition economies. It present data on selected measures of urban form for about 50, mostly large, metropolitan areas. Our cities are drawn from all major regions, from rich countries and poor, from market economies and economies in transition to market. calculated, on a consistent basis, population density gradients for almost 50 large cities in some twenty countries. They also constructed an alternative measure of city population dispersion. In a variety of second-stage analyses, we have examined several potential determinants of urban form. The focus has been on income, population, and the nature of the regulatory regime. To a lesser extent, we have examined the role of natural constraint (physical geography), and transport mode.
  • 3. Spatial Structure and Why it matters? The spatial structure of a city is very complex. It is the physical outcome of the subtle interactions over centuries between land markets, and topography, infrastructure, regulations, and taxation. The complexity of urban spatial structures has often discouraged attempts to analyze them and a fortiori to try to relate urban policy to city shape. Spatial aspects of urban development can have important impacts on economic efficiency and on the quality of the urban environment. The evolution of urban form, shaped by the complex interaction between market forces, public investment and regulations, is not often monitored. Consequently, the significant inefficiencies due to a poor spatial structure are often ignored until it is too late to do anything about it. On the other hand, progressive and well functioning municipal urban planning departments will use spatial indicators to regularly monitor urban development and to propose regulatory or public investment action when necessary.
  • 4. From an economic point of view, a city is a large labor and consumer market; the larger the size of the market and the lower the costs of transactions, the more prosperous is the economy. A deficient spatial structure fragments labour and consumer markets into smaller less efficient markets; it contributes also to higher transactions costs by unnecessarily increasing distances between people and places. A deficient spatial structure increases the length of the city infrastructure network and therefore increases its capital and operating costs. Thus a deficient spatial structure can reduce a city’s productivity. From an environmental point of view, a deficient spatial structure can decrease the quality of life by increasing the time spent on transport, by increasing air pollution, and contributing to the unnecessary expansion of urbanized areas in natural sites.
  • 5. A city’s spatial structure is constantly evolving. Because of a lack of political consensus or a clear vision on spatial development, the combined effect of land use regulations and infrastructure investments may be inconsistent and contradict each other. It is therefore important that municipalities monitor the spatial trends of development and take regulatory remedial action if this trend contradicts municipal objectives. External economic conditions are continuously changing and are unpredictable in the long term, the planning department of municipalities should constantly monitor the evolution the urban spatial structure, and adjust eventually the balance and nature of regulatory incentives and disincentives.
  • 6. Comparison b/w spatial Structures of Paris and Moscow Moscow and Paris are two cities2 of roughly 10 million people. Paris is, like virtually all cities within a market system, subject to planning and regulation, but location decisions are driven primarily by markets. Moscow, on the other hand, has for most of its post 1917 – pre- Perestroika history, developed without reference to land or real estate markets. Paris Moscow
  • 7. Paris spreads out from a very dense center; while Moscow has a much smaller footprint. (In fact, Moscow’s footprint is only 53 percent of Paris’ footprint.) Moscow the highest densities are in the periphery. Despite its small footprint Moscow is not very compact. The average distance of a Moscow resident to the center is 56 percent greater than in Paris. Given that both cities exhibit a centralized pattern of employment location (by the standards of large cities), Paris is by this measure a more efficient city than Moscow.
  • 8. The Efficiency of Alternative Urban Forms Under certain simplifying assumptions about the functional forms of production and demand functions, an optimizing model of urban producers and consumers yields a negative exponential function for population density, with a dense center falling off exponentially. The most central assumption – and the one extremely important for our current purpose – is the assumption that all employment is located at the centre of the city. Many papers and models show that even when this assumption is relaxed, the general negative exponential shape can hold, as long as there is a higher density of employment at the centre than elsewhere. Many models have been developed that relax this strict monocentricity, including some that have two centres, some that have a center and a beltline of employment, others that have multiple nodes or a beltline. But even in extremely decentralized labour markets such as Los Angeles or Atlanta, population density still largely follows the negative exponential in market economies.
  • 9. In addition, many observers are concern with externalities that are difficult to handle theoretically and even more so empirically. For example, commuting and other interurban travel can engender congestion. If energy is not appropriately priced, more commuting can increase external costs including air pollution as well as congestion. The relationship between urban form and energy efficiency – or at least gasoline use –has been highlighted by Newman and Kenworthy (1989), which shows that gasoline use per capita declines with urban density. The welfare of inhabitants of cities in transition economies is linked to energy use and pollution. For example, despite less gasoline use and a lower GDP, Soviet emissions – including those attributed to transport – are generally at comparable levels to the United States. Thus it is probable that much larger improvements in air quality can come from improving automobiles and fuels, & these gains are likely to be large compared to possible modest gains from landuse changes.
  • 10. Central Planning vs. Market Oriented Development The central planning problem is the dual of a competitive market allocation. Planners should be able to allocate a good or set of goods every bit as efficiently as the market. If a good is unpriced, it will be fundamentally misallocated. where a good is unpriced and entry to the market is essentially free (e.g. fisheries). The market for land and real estate is slightly different. The good, here land, is indeed unpriced; but entry is strictly controlled by a central planning authority. One of the central characteristics of market allocation processes is that they are highly decentralized. Any given actor – producer, consumer, or regulator – needs only limited information about market conditions in their own small patch of the economy. Even with the best-trained, equipped and intentioned planners, central planning as a way to run an economy breaks down because
  • 11. The problem becomes even more difficult when we consider real estate markets. Land and real estate is the majority of the tangible capital stock in every country, market or socialist. Further complicating matters, virtually every parcel of land, and every piece of real property built upon this land, is unique. Land, housing, and other forms of real estate are characterized by extraordinary heterogeneity. Land and real estate markets are characterized by strong interdependencies and external costs and benefits. Furthermore, an important characteristic of land is its access to infrastructure; and infrastructure often exhibits extraordinary economies of scale and elements of natural monopoly. Thus in every market oriented economy, land and real estate are and should be appropriately regulated and planned.
  • 12. Another characteristic of market oriented real estate systems is that development decisions are made primarily by private actors, working under regulatory and property rights frameworks set by governments and society. Within this framework, their objective function is to maximize profits, or revenue minus cost. Another characteristic of market-oriented development is that because individuals and firms have property rights in land, and these rights can be alienated, there is an incentive to redevelop land as a city grows and highest and best use changes. Where there is no market for land or real estate, firms and households have no markets in which to capture gains from permitting redevelopment of their land; and in fact without such a market, no one quite knows what the gains to redevelopment are. Without market reference, central planners in socialist economies are at a loss for benchmarks for the efficient allocation of land, even if that was their main objective.
  • 13. The Relationship Between Price Gradients and Density Gradients In market-driven cities and market-oriented economies, density patterns occur because of price differentials. Once initial simplifying assumptions of constant returns per unit of land are relaxed real estate developers (and indirectly consumers) economize on the use of land at more expensive locations. In market-oriented cities, it is the price gradient that gives rise to the density gradient. These prices are willingness to pay for central locations, and are driven by savings in transportation costs. In the prototypical socialist city, density gradients and price gradients are not in line with each other. This is fundamentally different from market cities, where “form follows price. In extreme cases, such as Moscow, price and density gradients go in opposite directions. This has extraordinary implications for the valuation of the capital stock.
  • 14. The Measurement of Urban Form  The measure of city is often studied by population density gradient from a negative exponential function.  But actually first popularized among urban scholars by Colin Clark.  More specifically, the population density of a city is hypothesized to follow D is population density at distance u from the center of a city; D0 is the density at the center; e is the base of natural logarithms; γ is "the gradient," or the rate at which density falls from the center. The final error term, ε, is included when the formulation is stochastic. Figure below illustrates a stylized example of density patterns, for a city with a central density of 100 persons per hectare, for different values of γ.
  • 15.  The standard urban model of Alonso, Muth and Mills predicts that population density gradients will fall as incomes rise, the city grows, and transport costs fall.  Brueckner point out that in Paris, there is a stronger tendency for richer households to live centrally, while poor households often live in the suburbs.  This is in contrast to most North American cities.  Historic preservation and height restrictions prevent dense low-income housing from being developed in the center, while public housing projects have been located in the suburbs.  If rich live in the suburbs and the poor in central hinge on the income elasticity of demand for housing (and land) exceed the income elasticity of transport costs. DISPERSION  We know that cities come in many different shapes.  Cities shape can be defined by two variables: • The surface of the built-up area, the shape of the built-up area • The way the population density is distributed within this same built-up area.  We can thus represent a city as a 3-dimensional object.
  • 16.  We thus obtain a solid whose geometric properties can be analyzed.  Such a solid has a center of gravity, which is the point to which the sum of distance from all other points of the shape is the shortest.  All else equal, a city shape which decreases the distance between people's residences and the main place of work and consumption will be more favorable to the functioning of labor and consumer markets.  For a given built-up area, the shorter the average distance per person to the main place of work or to the main commercial areas, the better would be the performance of the city shape.  Traditionally, planners and urban economists consider that a city is either monocentric or polycentric, depending on the location of the main employment and retail centers.  In reality no city is purely monocentric or purely polycentric.  Cities have only degrees of monocentrism and polycentrism.
  • 17.  Polycentric cities do not contain two or three centers, but a large number of small centers. These centers do not act as CBD for the surrounding areas, they are not the center of mini-cities.  These are points of employment and commerce but because their accessibility from the rest of the metropolitan area, and the trips they generate are widely distributed across the metropolitan area.  By contrast a theoretically pure monocentric city generates only trips along its radius. POLYCENTRIC CITIES MONOCENTRIC CITY
  • 18. Dispersion index is the ratio between the average distance per person to the CBD, and the average distance to the center of gravity of a cylindrical city whose circular base would be equal to the built-up area, and whose height will be the average population density: