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
The fast-paced economic and political changes across the world are forcing India to be more globally-oriented. This paper traces these global changes in a historical perspective and examines how India can be integrated into the global economy. It discusses the primary growth engines at different phases of the world growth cycle and suggests the main area around which there is a need to reengineer the country for global competitiveness. While Western Europe and the US/Canada engineered the 18th and the 19th century growth respectively, the author sees the large emerging nations as the 21st century growth engines and purchasing power parity (PPP) as the new measure of economic growth. As India integrates into the world economy, there is a need for it to reposition itself as a country. From the domestic-oriented, self-sufficient license raj, it has come a long way to become a globally-oriented economy focusing on those key sectors of the economy where it has a resource advantage over other nations. The objective is to offer better products at lower prices. Exports to the most demanding markets, after all, are the key to success for a globally competitive economy. To achieve this objective, India needs to reengineer itself in the following areas: Industrial policy through ideology-free policy; privatization of public enterprises; incentives for quality; innovation and productivity; employment through growth; intellectual property rights; and environment policy. International trade through convertible currency anchored to dollar; target exports to selective markets; balanced trade with anchor partners; and focus on selective exports based on comparative advantage. Domestic industry through industry consolidation for scale efficiency; globalization of domestic markets; investment in quality and innovation; process reengineering; and reduction in unorganized sector. National infrastructure through upgradation of transport and logistics; information infrastructure capital markets; financial institutions; special economic zones and energy reliability. Of these, domestic infrastructure is the weakest link. The Indian industries must reposition themselves from the diversified domestic corporations to focused global enterprises. To be a global hub, they need quality and reputation and must, therefore invest in design and research, create brand equity, increase productivity, leverage human capital, get access to low cost capital, and organize global supply chain. The author concludes with the following observations: India is destined to become a major economic power in the 21s century. India's future, however, will depend on the geopolitical realignment of nations and the emergence of ‘triad’ markets. Design is a very strong competitive advantage for India. Public enterprises should not be disinvested and should instead be encouraged to go global along with the private enterprises not just through exports but through mergers and acquisitions. The Indian industries must reposition themselves from the diversified domestic corporations to focused global enterprises.
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 | 0.002 | 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 | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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