The Role of Supply Chain Management on Organized and Unorganized Grocery Retailers-A Review on Indian Perspective
Bibliographic record
Abstract
The retail industry in India is slowly taking a new shape and structure. The dominant unorganized retailing started losing its stand in the market and the organized sector is taking its importance in the industry. The organized retailers have changed the perceptions of the consumers and chased out the consumer from the unorganized retailers.What the customers look for from today’s retailers is ambience, price, variety, assortments and merchandise which are addressed meticulously by the organized retailers. With a change in the purchasing power, tastes and preferences of the Indian retail consumer, read availability of product with the retailer is playing a major role in the sustainability of the retailers. In this context supply chain management (SCM) plays a vital role. The mechanism which helps in decreasing the waste, decreasing the inventory, decreasing the transportation cost, finally giving, the consumer an affordable price and improving the performance of the retailer is what is called as Supply Chain Management. This article emphasis on the role of SCM in the organized and unorganized Indian retail and the roles of various factors like information flow, inventory management, sourcing, transportation, warehousing, reverse logistics, demand forecasting and supply chain execution as key drivers for an efficient supply chain management.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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".