First-order effects

• TikTok gains a quantified economic-impact argument for its US SMB ecosystem, though the study’s funding means its attribution figures should be read as sponsor-backed estimates rather than an independent causal finding.
• SMBs that use TikTok can point to a platform-level case for continued investment in short-form content, creator partnerships, and customer discovery on the service.

Second-order effects

• Competing social and commerce platforms face greater pressure to show that their ad and creator tools produce measurable revenue outcomes for smaller merchants, not just reach or engagement.
• The evidence strengthens the commercial logic behind TikTok’s later shopping push: TikTok Shop’s reported US sales growth suggests discovery can increasingly be converted into transactions on-platform.

Third-order effects

• If platforms can consistently link attention, creator content, and merchant sales, competition will shift toward owning the full path from product discovery to checkout—a higher-value form of small-business customer acquisition.
• Economic-impact claims may become more central to debates over TikTok’s US future, but sponsor-funded studies alone will not settle questions about attribution or policy trade-offs.