Child labour risk organizing communication: a longitudinal analysis of corporate narratives
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Bibliographic record
Abstract
Purpose This study aims to examine how Nestlé organises and communicates its child labour risk discourse in its corporate reports Design/methodology/approach Data sources include various corporate reports and media reports for the period 2011–2021. A qualitative interpretive analysis was conducted to longitudinally investigate how the company organized and communicated the discourse of child labour risk over a two-decade period. Findings The organization transitions through four modes of organizing risk, namely, pre-prospectively, prospectively, in real-time and retrospectively. In each identified mode of risk organizing, the authors have identified a strategy related to the organization’s communications about child labour risk in its own operations and supply chains. The authors show that the organization moves from distancing (denying the existence of) to complying (admitting the possibility of), recognizing (admitting the existence of) and remediating (correcting the occurrence of) child labour risk. These risk communication strategies are connected to how the organization circles back to prospective risk analysis in a shell-like movement. Once the organization moves from the real-time mode to the retrospective mode, the organization’s risk communication efforts feature new risk appraisal tools whilst providing the organization with a new higher profile as an expert in child labour risk assessment. The authors argue that the communication of risk organizing has performative effects. Practical implications The findings have significant implications for the Sustainable Development Goals (SDGs) framework and the United Nations Guiding Principles on business and human rights. The authors argue that without radical progress in eradicating child labour from the corporate supply chains, the SDG 8.7 target of eliminating child labour by 2025 is simply not going to be achieved. Originality/value The authors build upon and extend a risk organizing framework by examining the child labour risk organizing disclosures of Nestlé. The authors extend the framework by adding a new mode of organizing risk – pre-prospective risk organizing.
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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 | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.011 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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