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Record W2072249127 · doi:10.1353/cjs.2004.0014

A Comparison of the Labour Market Outcomes of Postsecondary Graduates of Various Levels and Fields over a Four-Cohort Period

2004· article· en· W2072249127 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

VenueThe Canadian Journal of Sociology · 2004
Typearticle
Languageen
FieldSocial Sciences
TopicEducation Systems and Policy
Canadian institutionsnot available
Fundersnot available
KeywordsPeriod (music)CohortSociologyDemographic economicsPostsecondary educationLabour economicsEconomicsHigher educationEconomic growthStatisticsMathematicsArt

Abstract

fetched live from OpenAlex

Abstract: The evolving economy is widely believed to affect the labour market outcomes of highly educated workers. However, there are conflicting arguments regarding the needs of the new economy, and there is little evidence available in the research literature to determine whether the labour market outcomes of various postsecondary graduates have changed among graduates of recent cohorts. Drawing on the 1982, 1986, 1990, and 1995 National Graduates Surveys, this paper builds on previous research by comparing the earnings and employment outcomes of graduates of various levels of postsecondary schooling (i.e. trades, college, and university) and fields of study over a 13-year period. The analyses suggest that the labour market experiences of postsecondary graduates of the various programs have remained relatively stable over the period investigated. Introduction More than a decade ago, it was argued that if Canada is to remain competitive and benefit from the current microelectronics and information technology revolution, it must provide a closer integration of skill development, on one hand, and skill utilization, on the (Lowe and Krahn, 1989: 187). This assertion may be even more important now, as we continue to move through the early stages of the economy. Characterized by globalization and the production of knowledge, particularly in areas related to information technology, the evolving knowledge-based economy is believed to require skills that previously did not exist. The changing skill requirements of employers have likely had a profound effect on the transition from school-to-work for graduates with postsecondary credentials (Economic Council of Canada. 1987). However, there is little evidence available to assess whether the relative employment outcomes of graduates with different types of postsecondary credentials have changed over the last few decades, particularly when controlling for a variety of sociodemographic characteristics that might play an important role in the relationship. Drawing on a series of large cross-sectional Canadian datasets, the purpose of this paper is to build on previous research by comparing the employment outcomes of graduates of four cohorts who were surveyed two years after graduation. By pooling recent waves of the National Graduates Surveys (NGS), this study is able to assess changes in the earnings and employment status of graduates of various levels of postsecondary schooling and fields of study, while, at the same time, controlling for other possible sociodemographic factors. Review of the Literature The North American economy has undergone some remarkable changes during the second half of the twentieth-century. It has been marked by two primary epochs, characterized as the transition from the industrial (Fordist) era to the post-industrial era (Esping-Andersen, 1993). Fordism is considered as the form of capitalism constructed after 1945 in all of the advanced capitalist countries (Jenson, 1989: 70). It entailed a form of manufacturing involving standardized mass production oriented toward greater consumption, where organizational structures are considered to be rigid and hierarchical in order to distinguish between management and workers (see Piore and Sabel, 1984). However, beginning in the 1970's, investigators argued that the economy had transformed as a result of advancements in technology, whereby manufacturing jobs largely disappeared, creating a new economic form of structural organization (see Bell, 1973). This new post-industrial economy has been characterized by a type of productive activity round in knowledge sectors, which include research and development, as well as computer and technology areas (See Bell, 1973). (1 2) It is also marked by the emergence and expansion of a new professional class of experts, researchers, scientists and technicians. This new professional class of white-collar workers largely replaced the preexisting labour-management arrangement. …

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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.130
Threshold uncertainty score0.885

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
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 head0.053
GPT teacher head0.357
Teacher spread0.304 · 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