EV retail expansion depends on adaptive underwriting models and residual value assessment frameworks. In emerging markets, resale uncertainty and credit profiling complexity slow adoption. Structured financing ecosystems reportedly improve affordability and lender participation. Data-driven credit scoring strengthens portfolio sustainability while accelerating clean mobility penetration.