Efectos del gasto público en comercio y del ingreso por trabajo de la población en la recaudación municipal por habitante en Loreto 2014-2023
Bibliographic record
Abstract
Understanding the socioeconomic mechanisms that affect the financial health of municipalities is crucial for public management. The perception of households, by serving as an indicator of consumption trends and the purchasing power of the population, becomes a determining factor for the generation of tax revenues for local governments. Furthermore, expenses directed at the commercial sector can have a considerable impact on economic activity and, therefore, on municipal revenue. In this sense, this thesis analyzes the effects of public spending on commerce and the monthly income from work of the economically active employed population on the evolution of municipal revenue per inhabitant in the department of Loreto during the period 2014-2023. To achieve the stated objectives, a quantitative investigation of an explanatory level and non-experimental design has been established with longitudinal data, collected from the first quarter of 2014 to the fourth quarter of 2023. The results show that, when public spending on trade increases by 1%, two quarters later the municipal collection per inhabitant increases by 0.12%, and, when the income from work of the PEAO increases by 1%, two quarters later the municipal collection per inhabitant increases by 0.91%.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.004 | 0.003 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
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; both teacher heads agree on what is shown here.
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".