A Critical Analysis of Social Development: Features, Definitions, Dimensions and Frameworks
Bibliographic record
Abstract
The concept of development has evolved over the past two centuries. The main idea of economic development expanded from economic growth to poverty alleviation, sustainable development, human development, Millennium Development Goals (MDGs), and Sustainable Development Goals (SDGs). Preliminary findings show that these concepts are mainly focused on the physical and material development, ignoring social development which is very fundamental to development. In recent years, the literatures have begun to emphasise that social development is an important dimension of development and its importance was confirmed globally after introducing SDGs. However, the findings in these works remain inconsistent to what constitutes social development, they lack consensus and clear definition of social development, they focus on the physical dimension of social development and, they emphasise on the physical dimension of social development frameworks. This study aims critically to examine the shortcomings and limitations of existing social development, along with its features, definitions and dimensions. The study also attempts to identify the shortcomings of social development frameworks, and to recommend the direction towards developing social development framework, which will be more comprehensive in nature. The paper employs meta-analysis and content analysis methods through the review and analysis of related literature on development, especially social development.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.003 | 0.002 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".