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Low-Altitude Economy Research

发现了一个悖论:风险感知反而促进采纳意愿

β=0.262, p<0.001

2,609

Respondents

93.1%

Recovery Rate

0.951

KMO Score

1,695

Comments Mined

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Every technology adoption model in the last decade predicted the same thing: perceived risk deters adoption. We set out to test this for urban air mobility with 2,609 respondents (93.1% recovery rate, KMO=0.951). The TAM–SEM model proved the opposite—risk perception positively drives willingness to adopt (β=0.262, p<0.001). People who see the risk also see the reward.

We cross-validated with 1,695 Bilibili comments mined via SnowNLP sentiment analysis, confirming the paradox in public discourse. The finding challenged a decade of technology adoption literature and earned a Provincial First Prize. We delivered 4-pillar policy recommendations covering airspace management, infrastructure, regulation, and public participation.

Python
SEM
NLP
Analytics
bilibiliBilibili
SEMNLPPython2,609 Samples