“…Under the influence of the external environment, the combination and use of households' human capital, natural capital, physical capital, financial capital, and social capital affect the choice of livelihood strategies and, ultimately, the output of livelihood outcomes [10,11]. Livelihood research has covered many fields, with a strong focus on livelihood vulnerability [12,13], livelihood resilience [14][15][16], livelihood sustainability [17], livelihood diversification [18,19], livelihood security [20,21], livelihood capital and livelihood strategy analysis [22][23][24][25][26], household livelihood and the environment [27,28], and livelihood transitions [29][30][31]. Forest restoration, climate anomalies, and transport infrastructure and investment can influence household livelihoods.…”