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. 2026 Jun 16;14:1846138. doi: 10.3389/fpubh.2026.1846138

Table 13.

Cross-sector spillovers: non-manufacturing workers’ health.

Variable Subjective health change Objective health Mental health
(1) (2) (3) (4) (5) (6)
Non-manufacturing Services Non-manufacturing Services Non-manufacturing Services
Panel A. Crowding-Out spillover
Robot −0.0064*** (−4.118) −0.0070*** (−4.702) 0.0025** (2.284) 0.0024** (2.012) 0.0024** (2.176) 0.0026** (2.034)
Robot × lnserve −0.0053*** (−3.114) −0.0059*** (−2.961) 0.0018* (1.664) 0.0024 (1.442) 0.0015* (1.658) 0.0014 (1.438)
lnserve 0.0147** (2.201) 0.0131*** (2.986) −0.0026 (−0.034) 0.0118 (0.228) −0.0014 (−0.043) 0.0132 (0.239)
Panel B. Crowding-In spillover
Robot −0.0055*** (−3.971) −0.0058*** (−4.053) 0.0018 (0.712) 0.0026 (1.291) 0.0009 (0.701) 0.0015 (1.246)
Robot × high 0.0098 (0.968) 0.0137 (0.924) 0.0034* (1.701) 0.0149* (1.744) 0.0043* (1.722) 0.0161* (1.756)
Observations 15,976 13,464 15,976 13,464 15,976 13,464