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Record W7052488465

The Rise of Corporate Profits in the Time of Covid

2022· article· en· W7052488465 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
Fundersnot available
KeywordsProfit marginProfit (economics)Corporate taxGovernment (linguistics)Coronavirus disease 2019 (COVID-19)For profitBusiness sectorIncome tax
DOInot available

Abstract

fetched live from OpenAlex

SUMMARY In recent months, Canadians have seen significant price increases in everyday goods. New analysis shows that along with prices increasing, so too have corporate profit margins, which is not a coincidence. In 2021, when Canada was in the middle of the covid pandemic, large corporations in all major sectors of the economy saw their profit margins substantially exceed 20 year averages, with many hitting record levels. The Finance, Insurance Real Estate Sector (FIRE), which already had the highest sectoral profit margin over the last two decades, also had the biggest increase in 2021—reaching a profit margin of 22%. As the federal government considers its 2022 budget, it is critically important that both rising profit margins and all-time lows in corporate taxation be addressed. Our previous research shows that in 2021, corporations enjoyed their lowest ever effective income tax rate of 16.6%, which contributed to the sharp rise in corporate profit. However, the key contributor to the jump in corporate profits is increasing prices. This report indicates that in 2021 corporations brought in unprecedented levels of profit largely by increasing what they charge for their goods and services. This allowed corporations to almost double profit margins in 2021 to 16%, compared to the 9% average for 2002 to 2019. When corporations choose to raise their prices in order to boost their profit margins, they drive up inflation. While much emphasis is put on inflation being caused by government spending, the corporate pursuit of higher profits through price increases is a much simpler explanation, though more poorly understood and less discussed. This misunderstanding plays into the hands of individuals, organizations and lobby groups pushing an austerity agenda. Such an agenda would have a range of negative repercussions on the Canadian economy, while benefiting only the very rich. The more Canadians understand what causes prices to rise, the better we can respond in a manner that helps the overall economy, as opposed to enriching only a fortunate few. Beyond driving inflation and reducing the affordability of goods and services, higher corporate profit margins also contribute to rising inequality. The overwhelming majority of corporate owners are part of the 1% and they receive the majority of capital income. Fortunately, a number of reasonable, immediately applicable solutions exist, including bringing corporate income tax rates closer to where they used to be, applying an excess profits tax on top pandemic profits, closing the most egregious tax loopholes, and improving corporate financial transparency.

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)0.001
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: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.184
Threshold uncertainty score0.366

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.002
Scholarly communication0.0060.002
Open science0.0000.002
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0070.002

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 head0.021
GPT teacher head0.260
Teacher spread0.239 · 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
Published2022
Admission routes1
Has abstractyes

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