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Record W4399828378 · doi:10.32920/26060836

TD Bank Site Selection Using a Multi-criteria Decision Approach

2024· preprint· en· W4399828378 on OpenAlexaffabout
Charanpreet Batth

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldEngineering
TopicUrban and Freight Transport Logistics
Canadian institutionsToronto Metropolitan UniversityUniversity of Toronto
Fundersnot available
KeywordsAnalytic hierarchy processSite selectionSelection (genetic algorithm)Computer scienceScale (ratio)Process (computing)HierarchyBusinessOperations researchGeographyEngineeringArtificial intelligenceEconomicsCartographyPolitical science

Abstract

fetched live from OpenAlex

<p>This study uses Geographical Information Systems (GIS)and Analytical Hierarchy Process (AHP) to find suitable locations to open new TD bank branches in the City of Toronto. While there are transitions within the banking sector towards digital/online consumer channels, physical locations still play an important role. As with other sectors, site selection is an important in ensuring a suitable location is chose that matches the needs of the business (in this case banks). The AHP process, drawing on expert opinions (i.e., expert surveys based on the Saaty scale), provides a robust and structured approach to evaluate all areas in Toronto at the dissemination area level. The research was able to determine three dissemination areas in Toronto which were deemed to be optimal for opening a new TD bank. Furthermore, this research was able to provide a deep analysis on why Toronto (the former municipality) was considered to be the best choice for site selection.</p>

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)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: Simulation or modeling
GenreCandidate signal: Methods · Consensus signal: none
Teacher disagreement score0.657
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.068
GPT teacher head0.268
Teacher spread0.200 · 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 designSimulation or modeling
Domainnot available
GenreMethods

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
Published2024
Admission routes2
Has abstractyes

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