Stuck in Place: The Effect of Land Transfer Taxes on Housing Transactions
Bibliographic record
Abstract
Numerous provinces and municipalities across Canada levy Land Transfer Taxes (LTTs). An LTT is a charge paid to a municipality or provincial government, upon the sale or transfer of real estate or similar immovable object. LTTs can be expensive, and make up a significant portion of the expenses associated with ordinary housing transactions, making moving more costly. The higher transaction costs, owing to the LTT, may cause some households to tolerate living in ill-suited homes for longer than they would have otherwise desired. Other potential effects of LTTs include government revenue volatility, commercial real estate market distortions, and higher construction costs. Municipalities that levy LTTs should limit themselves to other revenue-raising tools and replace the LTT with a revenue-equivalent property tax levy. Provincial governments that impose an LTT should replace their LTTs with revenue from value-added taxes.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.023 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.005 | 0.006 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.004 | 0.002 |
| Research integrity | 0.011 | 0.011 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".