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Record W2298261975 · doi:10.14288/1.0104682

Optimum city size and municipal services efficiency: British Columbia as a case study

2011· article· en· W2298261975 on OpenAlexaboutno aff
William Beverly Griggs

Bibliographic record

VenuecIRcle (University of British Columbia) · 2011
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicRegional Economics and Spatial Analysis
Canadian institutionsnot available
Fundersnot available
KeywordsGeography

Abstract

fetched live from OpenAlex

The last few decades have witnessed the appearance of a new dimension in the field of the social sciences -namely the applied aspect. This emphasis is reflected in the application of complex and sophisticated quantification techniques and procedures that have been adopted by many researchers. One direction in which attention is being focussed is towards the determination of the optimum size of cities. Sociologists, geographers, economists, demographers, planners, and persons from other disciplines, are becoming increasingly concerned, from different viewpoints, about the size and structure of cities. The question that they raise is: "What is the most desirable or optimum size for a city?" This thesis attempts to determine the value for the optimum size of cities in the Province of British Columbia using efficiency of municipal services as the variable with which to determine this size. Such a pursuit is a relatively new phenomenon and very few studies have adopted this type of an approach. To accomplish this objective, the thesis has been divided into four major sections. The first, represented by Chapter II, discusses the evolving concepts regarding the ideal shape and form of cities. This chapter outlines the various methods that have been adopted through the years, to determine the ideal or optimum size and shape of cities. The second section, represented by Chapter III, outlines the various expenditure and revenue activities that are practised by incorporated areas in the Province of British Columbia. An understanding of the implications regarding these activities, and the effects they have upon budget procedures provides an insight into some of the fiscal problems that confront municipalities. Chapter IV, which comprises the third major section, justifies the selection of municipal services that are investigated; the selection of the sample size regarding the number of cities, and the classification of these into separate groups; and the time period for the investigation. The municipal services chosen are: fire protection, public works, sanitation and waste removal, recreation, and education. The year 1965 was selected as accurate results were available from the 1965 Census. The sample size included all incorporated areas in this province which amounted to ninety-eight centres. The final section, represented by Chapter V attempts to compare cost with level of performance for individual services. This involved carrying out several intermediate steps. These were. 1. measuring the level of service for each municipal service; 2. equating per capita expenditures for a given service with the level of performance it provides to each inhabitant; and 3. the ranking of each municipal service in terms of the relative importance between it and the remaining ones. The final results obtained from this investigation were as follows; 1. Smaller incorporated areas in the Province of British Columbia expend lower sums of money, in terms of per capita values, on the maintenance and operation of municipal services than do larger municipalities. 2. Smaller incorporated areas receive lower amounts of grants, subsidies, and contributions, in terms of per capita values, from higher levels of governments than larger municipalities. 3. Larger municipalities generate greater sums of money, in the forms of revenue raised from local taxation practices, on a per capita basis, than do smaller ones. 4. Larger municipalities provide higher levels of fire protection services, public works activities, sanitation and waste removal operations, recreation services, and education services than do smaller incorporated areas. 5. By equating cost with level of service, and ranking each municipal service according to its relative importance, the largest size group of cities attains the highest score. The contention of this thesis is that, when using efficiency of municipal services as one measure with which to determine the optimum size of cities, the largest size group of cities represents the optimum size. The results of this investigation have indicated that cities with populations of fifteen thousand or more persons represent the optimum size.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.030
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.020
GPT teacher head0.173
Teacher spread0.153 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2011
Admission routes1
Has abstractyes

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