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Record W67361582

Regional and Sectoral Growth in Canada's Emerging Economy

2004· article· en· W67361582 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

venuePublished in a venue whose home country is Canada.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueCanadian Journal of Regional Science · 2004
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicRegional Economics and Spatial Analysis
Canadian institutionsnot available
Fundersnot available
KeywordsDiversification (marketing strategy)Government (linguistics)Agency (philosophy)Public policyNatural resourceEconomic growthEconomic geographyEconomyEconomicsBusinessPolitical scienceMarketing
DOInot available

Abstract

fetched live from OpenAlex

Abstract This paper studies regional and sectoral concentrations of business activity in Canada. The analysis compares the spatial and sectoral characteristics of rapidly-growing firms, Next Wave businesses, with the largest firms in the country, Establishment businesses. The study shows that British Columbia, a strong next wave performer, has a sectorally-diverse and geographically-concentrated next wave business community, while Saskatchewan's relatively weak next wave community is sectorally-concentrated and geographically-dispersed. The paper discusses these results and links the findings to the further development of the literature of economic geography and its public policy applications. ********** Despite years of attention by federal and provincial levels of government, Canada continues to be marked by a concentration of economic activity in a select few urban regions. Although government policies, programs, and agencies over the past decades have focused on many aspects of encouraging economic development in Canada, the distinct geographic character of economic activity has been one of the most enduring issues vexing public policy makers. Regional economic development agencies such as the Atlantic Canada Opportunities Agency and Western Economic Diversification Canada, and their predecessors, have been established by the federal government specifically to address long-standing issues related to natural resource dependence and the consequent lack of diversification in many of Canada's regional economies. This paper focuses attention on business communities and economic development in Canada's regions. Regional scientists in Canada have demonstrated a high level of interest in the linked issues of regional growth and diversification (Polese 2000; Polese and Shearmur 2002). One aspect of recent work in regional science that relates directly to the level of development, diversification, and control resident in regional economies is research into the location and distribution of advanced administration functions and high-level support services. Numerous studies over the past decades have established the ongoing metropolitan orientation of head offices and information-intensive services in North America (Semple 1973, 1996; Klier and Testa 2002). A large-city bias has endured in head office location over the decades, but this has not been unaccompanied by change in business locations. A variety of researchers (Semple 1973; Lyons 1994; Klier and Testa 2002) have demonstrated an ongoing dispersion of head office activities throughout the United States from the 1950s to the 1990s. Similar observations have been made for Canada, although the Canadian urban system has been much slower than its US counterpart in distributing head office activities throughout its regions. For example, Meyer and Green (2003) show that in 2000 the top four head office centres in Canada hosted 56.4% of all head offices. In Canada's case in particular, research providing insight into regional business growth is of great importance, as the lack of dispersion of advanced decision-making and service activity presents many challenges for a country that continues to hold economic development and diversification of the country's regions as a national priority. This study investigates the location of head office activity in the regions of Canada. The analysis focuses on three unique regions: the Ontario-Quebec core long identified as the social and economic heartland of the country; the British Columbia region, far from the country's economic centre and continuing to have a high reliance on resource industries, but with vast economic potential in its growing international links to the Pacific Rim; and Saskatchewan, a peripheral, resource-rich province with a long history of economic struggle and out-migration. The study chooses the Ontario-Quebec core for analysis as a whole because of the region's collective and long-standing dominance of key industries in the national economy. …

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.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.272
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
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 head0.023
GPT teacher head0.187
Teacher spread0.164 · 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