Optimal budgetary participation and firm performance: empirical evidence
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.
Bibliographic record
Abstract
Purpose This study aims to reexamine the relationship between budgetary participation and firm performance by using a nonlinear model that captures an inverse U-shaped relationship. Design/methodology/approach Adopting a hypothetico-deductive approach, this study analyzes data from a questionnaire-based survey of budget managers in Cameroonian SMEs. Data were collected between January and March 2019, with 200 questionnaires distributed and 80 valid responses retained (a response rate of 40%). We applied multiple regression analysis to test the hypotheses, including interaction and quadratic terms to capture nonlinear effects. We also used partial least squares structural equation modeling to corroborate the consistency of the observed relationships. Findings The results reveal a nonlinear, inverse U-shaped relationship between budgetary participation and firm performance. Within the Cameroonian context, the authors identify an optimal level of budgetary participation: increasing participation from low levels to this optimal level enhances SME performance, while exceeding it leads to a decline in performance. Research limitations/implications This study’s findings are based on a small, culturally homogeneous sample from Cameroon, limiting generalizability. While a nonlinear inverse U-shaped relationship was found, its context-specific nature and reliance on resource constraints mean that future research should use broader, cross-national samples to confirm if this trend is universally applicable. Practical implications SME managers should aim for moderate participation to maximize performance. Excessive participation risks information asymmetry and inefficiency. Originality/value This paper makes two key contributions. First, to the best of the authors’ knowledge, it represents the first study to empirically demonstrate the existence of an optimal level of budgetary participation through modeling the nonlinear relationship between budgetary participation and performance. Second, while extensive research has examined budget participation in large companies in developed countries, this study addresses a notable gap in developing-country contexts by investigating the effects of budgetary participation on SME performance in Cameroon.
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 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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it