Functionality of the Land Certification Program in Ethiopia: Exploratory Evaluation of the Processes of Updating Certificates
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
Ethiopia has implemented one of the world’s most cost-effective systems to document land holdings, the land certification system. After more than 15 years since its launch, questions have been raised regarding its functionality. Specifically, there are concerns about the process of updating land certificates, thus ensuring the certificates and the registry are up-to-date. This exploratory evaluation seeks to provide formative evidence regarding this question, and, if warranted, give direction as to where additional research is needed. We find that in some areas, the mechanisms for updating land certificates are functional and in other areas not. Based upon these findings, we suggest four areas for future research, namely: (1) assessing the extent of non-functionality on a broader scale, (2) investigating the causes of non-functionality and viable options for addressing the cases thereof, (3) how policy can best address uninheritable land due to its small size, and (4) evaluating the viability of the future of rural livelihoods and what services ought to be put in place to enable a transition that provides decent livelihood alternatives.
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 | 0.000 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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