MétaCan
Menu
← Back to cohort
Record W7140357352

NAFTA: Economic Effects on the United States After Eight Years

2002· report· en· W7140357352 on OpenAlexaboutno aff
Arlene Wilson

Bibliographic record

VenueUniversity of North Texas Digital Library (University of North Texas) · 2002
Typereport
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsGovernment (linguistics)PopulationWork (physics)Poverty
DOInot available

Abstract

fetched live from OpenAlex

The North American Free Trade Agreement (NAFTA) among the United States, Canada and Mexico went into effect on January 1, 1994.It is the first trade agreement the United States has entered into with a geographically-close developing country and has raised concerns about its economic effect, particularly on U.S. communities and workers.Since the mid-1980s, when Mexico began reducing trade restrictions, the U.S. and Mexican economies have become more highly integrated.This is evidenced by the rapid growth in U.S. merchandise trade with Mexico, which is now 12% of all U.S. trade (up from 8% in 1993 and 6% in 1988) and especially by the growth of intra-industry and intra-firm trade.This growing integration has, by reducing costs, made the U.S. economy (and particularly the Mexican economy) more productive and globally competitive.Greater integration of the U.S. and Mexican economies probably would have occurred without the NAFTA, but the NAFTA, by improving business confidence in Mexico, may have accelerated the process.The U.S. foreign direct investment position in Mexico grew more rapidly before 1994 than after, probably in anticipation of NAFTA.Although growing significantly, U.S. foreign direct investment in Mexico is still relatively small, accounting for 2.8% of all U.S. foreign direct investment abroad in 2000.U.S. flows of direct investment to Mexico of $3.5 billion in 2000 are also very small compared with U.S. domestic investment in U.S. plant and equipment of $1,362 billion.It is estimated that NAFTA caused job dislocation for about 415,000 workers between January 1, 1994 and December 31, 2001, about 34% of whom were in the textile and apparel industry and 5% in the automotive industry.The number of U.S. workers dislocated by NAFTA over eight years is less than 1% of the 134.3 million U.S. workers employed in 2001.Nevertheless, a study published in August 2001 by the U.S. General Accounting Office of six communities who were hard-hit by job dislocation from NAFTA illustrates the need for improving the skills and job opportunities of dislocated workers.Generally, dislocated workers had less education than the U.S. workforce as a whole and many had limited English language skills.These case studies suggest that, in the past, trade adjustment assistance programs did not meet the needs of the workers in these communities.The Trade Act of 2002 includes provisions that may improve the effectiveness of trade adjustment assistance.Overall, the NAFTA has had a relatively small effect on the U.S. economy.Future free trade agreements between the United States and other countries, which are not major U.S. trading partners and are geographically further away, will likely have an even smaller effect on the U.S. 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.

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)0.002
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.637
Threshold uncertainty score0.730

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.006
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.003
Science and technology studies0.0050.001
Scholarly communication0.0060.002
Open science0.0010.002
Research integrity0.0040.003
Insufficient payload (model declined to judge)0.0240.008

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 head0.012
GPT teacher head0.172
Teacher spread0.160 · 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 designObservational
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
Published2002
Admission routes1
Has abstractyes

Explore more

Same venueUniversity of North Texas Digital Library (University of North Texas)→French-language works237,207→