Assessing longitudinal relationships between financial performance and downsizing
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 – The purpose of this paper is to suggest that divergent financial performance triggers different rationales for the decision to downsize (excuses, justifications, apologies or denials) and that organizational financial performance post-downsizing varies based on the initial downsizing rationale. Design/methodology/approach – A mixed methods approach paired content analysis of 178 downsizing announcements from 2005 to 2011 with organizational financial data pre and post-downsizing event. Paired sample t -tests determined mean differences in organizational financial performance pre- and post-downsizing based on six commonly used organizational performance measures (accounting and human resources metrics). Longitudinal performance trends were evaluated using event history analysis. Findings – Organizational experiencing both financial growth and decline engage in downsizing, but organizational financial performance varies based on downsizing rationale. For example, organizations engaging in excuse-based downsizing experienced significant levels of volatility and decline pre-downsizing, but growth post-downsizing. However, organizations engaging in justification-based downsizing experienced financial decline pre-downsizing, but no significant additional decline post-downsizing. Research limitations/implications – Collection of information over multiple business or economic cycles, or categorizing organizations based on industry, organizations size or number of employees may provide additional information on the relationship between downsizing and organizational financial performance. Practical implications – Organizational performance pre- and post-downsizing varies based on downsizing rationale. Additionally, metrics used to evaluate downsizing success or failure should be considered carefully. Originality/value – The authors help explain divergent results in existing research on the relationship between downsizing and organizational financial performance by identifying downsizing as a multi-dimensional event. The study indicates that organizational experience both financial growth and decline engage in downsizing, but rationalize the downsizing differently (according to social accounts).
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| 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