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Record W7036738319

Collective Representation and Bargaining for Self-Employed Workers: Final Report

2021· article· en· W7036738319 on OpenAlexaboutno aff

Bibliographic record

VenueeYLS (Yale Law School) · 2021
Typearticle
Languageen
FieldEarth and Planetary Sciences
TopicPaleontology and Evolutionary Biology
Canadian institutionsnot available
Fundersnot available
KeywordsCollective bargainingRepresentation (politics)Statutory lawCollective actionCharterWork (physics)Labour law
DOInot available

Abstract

fetched live from OpenAlex

This report seeks to identify and discuss feasible models for collective representation and bargaining for self-employed contractors in the federal jurisdiction. The term “self-employed contractors” refers to workers who would be classified as “independent contractors” under the Canada Labour Code (CLC) Part I and, consequently, be excluded from the ambit of CLC collective representation and bargaining provisions. The study utilizes fieldwork, in the form of interviews and focus group discussions, in four sectors of interest, namely, road transportation, broadcast media, technology, and telecommunications, in order to explore and assess potential models for statutory collective representation and bargaining for self-employed workers. At the outset, the report provides necessary background for the models sought to be tested through fieldwork by delineating freedom of association obligations under the Canadian Charter and international labour law and outlining key approaches or models by categorizing them along a continuum from collective representation to collective bargaining. The literature reviewed includes research on the capacity and activities of non-union organizations as well as theories and findings pertaining to the propensity and needs of workers to organize. The report, with respect to each sector of interest, identifies fundamental features of organization of work by self-employed workers that are relevant to collective representation and bargaining. It also examines the degree of unionization of each sector, with a specific emphasis on self-employed workers, and applies relevant theories of organizing propensity to theoretically evaluate the possibility of self-employed workers in the sector organizing. Moreover, the report sheds light upon cross-sectoral considerations relevant to organizing, including confusion pertaining to the applicability of federal jurisdiction, the perceived prevalence of misclassifying employees or dependent contractors as independent contractors, conflict of interests amongst workers, and the accentuated vulnerability of recent immigrants and foreign workers, whilst pointing out the limited capacity of non-union organizations to engage in collective representation or bargaining on behalf of self-employed workers. Additionally, the report also outlines six potential statutory models to facilitate collective representation and bargaining for self-employed workers in the four sectors of interest: (i) CLC Extension Model, which applies the provisions of CLC Part I to self-employed workers, (ii) Sectoral Bargaining Model, which establishes a sectoral bargaining system that allows the “most representative” association to bargain a sector-wide minimum standards agreement operating in parallel with the CLC, (iii) Bernier Model, under which worker associations may seek certification for one of three forms of workplace representation, namely, individual representation in relation to individual workplace matters, workplace consultation and information rights, and collective bargaining, whilst gradually advancing along this gradation; (iv) Sectoral Standard-Setting Model, under which the representatives of self-employed workers and employers would negotiate, with government representative participation, minimum standards, which would be incorporated into enforceable regulations after being accepted by the government; (v) Worker Forum Model, which provides for individual representation at the workplace level and collective representation at the sectoral level, and (vi) Protection for Collective Activity Model, which makes CLC unfair labour practice protection and relevant remedies applicable to self-employed workers so as to cover both organizing and non-organizing activity insofar as it is collective and pertains to workplace concerns. Lastly, the report, based on this analysis, provides recommendations for each of the sectors of interest.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.005
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.349
Threshold uncertainty score0.694

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.002
Science and technology studies0.0030.002
Scholarly communication0.0050.002
Open science0.0010.002
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0160.002

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 head0.030
GPT teacher head0.266
Teacher spread0.236 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
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
Published2021
Admission routes1
Has abstractyes

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