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. 2025 Nov 18;13:1713295. doi: 10.3389/fpubh.2025.1713295

Table 2.

Baseline regression results.

Variables (1) (2) (3) (4) (5) (6) (7) (8)
GrdE GrdE GrdE GrdE GopE GopE GopE GopE
DID 0.163*** 0.054*** 0.013*** 0.017*** 0.162*** 0.053*** 0.017*** 0.014**
(0.003) (0.003) (0.005) (0.006) (0.003) (0.003) (0.006) (0.006)
Age 0.003** 0.008** 0.007** 0.006*** 0.011*** 0.009***
(0.001) (0.004) (0.004) (0.001) (0.003) (0.003)
Size −0.005*** −0.005 −0.005 −0.010*** −0.007** −0.008**
(0.001) (0.003) (0.003) (0.001) (0.003) (0.004)
Leverage −0.019*** −0.015 −0.017 −0.011* −0.012 −0.014
(0.006) (0.013) (0.013) (0.006) (0.010) (0.011)
Share −0.000 −0.000 −0.000 0.000 0.000 −0.000
(0.000) (0.000) (0.000) (0.000) (0.000) (0.000)
TFP 0.014*** 0.008** 0.008** 0.018*** 0.008** 0.010***
(0.002) (0.003) (0.004) (0.002) (0.004) (0.004)
Digital 0.001*** 0.000 0.001 0.001*** 0.000 0.001
(0.000) (0.000) (0.001) (0.000) (0.000) (0.001)
Number of clusters (City) 260
Observations 23,682 23,682 23,682 23,682 23,682 23,682 23,682 23,682
R-squared 0.097 0.359 0.551 0.561 0.097 0.361 0.546 0.557
Firm FE No No Yes Yes No No Yes Yes
Year FE No No Yes Yes No No Yes Yes
Prov × Year FE No No No Yes No No No Yes
Ind × Year FE No No No Yes No No No Yes

This table reports the baseline DID estimates of the AI Pilot Zone Policy on firms’ green R&D efficiency (GrdE) and green innovation output performance (GopE). The main regressor, DID, equals one for firms in pilot cities after policy implementation. All regressions are estimated via reghdfe, with standard errors clustered at the city level. Firm fixed effects account for time-invariant characteristics; year fixed effects capture nationwide shocks; province-by-year fixed effects absorb regional variations over time; and industry-by-year fixed effects control for sector-specific temporal trends. ***, **, and * indicate significance at the 1, 5, and 10% levels.