Monetary Policy and Corporate Investment: Evidence from Chinese Micro Data
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
Abstract This paper investigates how a firm's characteristics restrict the influence of monetary policy changes on its investment behavior. Focusing on China's listed companies for a sample period from the first quarter of 2002 to the first quarter of 2011, we find that quantity‐oriented and price‐based monetary policies have heterogeneous impacts on corporate investment behavior, but the influence of monetary policies is constrained by the liquidity, inventory, size and asset–liability ratio of a firm. Firms with higher liquidity, lower inventory level and lower asset–liability ratios are less sensitive to the impact from two kinds of monetary policies. The larger the size of the firm, the less it is subject to influence from quantity‐oriented monetary policy; it responds more to price‐based monetary policy. The policy implication is that the monetary authorities should pay attention to the importance of policy‐making based on the monetary demand of microeconomic entities.
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 | 0.006 |
| Open science | 0.001 | 0.001 |
| 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