MétaCan
Menu
Back to cohort
Record W1518435073

U.S. Motor Vehicle Industry Restructuring and Dealership Terminations

2009· article· en· W1518435073 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.

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

VenueUniversity of North Texas Digital Library (University of North Texas) · 2009
Typearticle
Languageen
FieldSocial Sciences
TopicAsian Industrial and Economic Development
Canadian institutionsnot available
Fundersnot available
KeywordsRestructuringBankruptcyLegislationBusinessAutomotive industryGovernment (linguistics)General motorsFinanceEngineeringIndustrial organizationLawPolitical science
DOInot available

Abstract

fetched live from OpenAlex

As Chrysler and General Motors (GM) moved toward and into bankruptcy, they sought and received permission from the U.S. Bankruptcy Court to terminate about 2,000 contracts with auto dealers.Many of the dealers want their contracts reinstated and have sought relief from Congress to accomplish that goal.This report examines the changed economic landscape facing the auto sector, automaker arguments in favor of dealer reductions, and dealer counterpoints.It also highlights recent legislation introduced to address dealers' concerns.Chrysler and GM have emerged from bankruptcy as significantly smaller companies, reflecting the end of a multiyear restructuring process for both companies.Chrysler is now controlled by the Italian carmaker, Fiat, while GM's current majority owner is the U.S. Government.GM, which in 2008 operated 47 assembly, powertrain, and stamping facilities, is to operate 34 plants by the end of 2010 and 33 by 2012.The number of hourly employees will have declined from 78,000 on December 31, 2007 to 62,200 at end-2008, to an estimated 40,000 in 2010.By way of contrast, GM had 304,000 hourly workers in 1991.GM also discontinued one brand (Pontiac) and is to sell Hummer, Saab, and Saturn, and some percentage of its GM Europe operations, Opel and Vauxhall.The new Chrysler reduced its number of production facilities from 25 to 17 as part of its restructuring.The company employed 45,000 hourly U.S. employees in January 2008 and 27,000 in February 2009.For the first time, GM and Chrysler are not owned by private investors; rather, the UAW's retiree health trust, the U.S. Treasury, and the Canadian government have taken ownership stakes in both companies.The auto dealership network, a critical intermediary between automakers and final consumers, has not escaped this turmoil.Auto dealers are independent businesses with contracts with the automakers.Most of the approximately 20,000 U.S. auto dealers are family-owned and have been in business in their hometowns for decades.As with all stakeholders in GM and Chrysler, the dealer owners are faced with stark choices as the automakers downsize and seek a more competitive business model.As part of their restructuring, Chrysler cut 789 dealers immediately and GM is to eliminate more than 1,300 when the dealer's contracts expire in October 2010.While dealer reductions of this magnitude would not have been possible in the normal course of business, the bankruptcy court approved both the Chrysler and GM requests to terminate dealerships as part of larger processes that have allowed a new GM and a new Chrysler to emerge from bankruptcy with many fewer assets and no liabilities.Of the roughly 2,000 dealers affected by these changes, many oppose the changes and have taken their battle against GM and Chrysler to Congress.Congressional hearings have been held and a number of bills to restore the dealer terminations have been introduced.On July 16, 2009, the House passed the Financial Services and General Government Appropriations Act, 2010 (H.R. 3170), which includes a committeeapproved amendment offered by Representative LaTourette that would require automobile companies that receive federal funds and are partially owned by the federal government to reinstate agreements with franchise dealerships that had a valid dealer agreement prior to Chapter 11 proceedings.It would apply only to General Motors and Chrysler and would require them to reinstate the roughly 2,000 dealerships they have dropped or would like to drop as part of their cost cutting, downsizing, and overall restructuring.On July

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)0.000
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 score0.046
Threshold uncertainty score0.863

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 studies0.0010.001
Scholarly communication0.0000.003
Open science0.0010.000
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 head0.018
GPT teacher head0.189
Teacher spread0.171 · 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