{"id":1130,"slug":"rule-replace-implicit-with-bounded-loss-framing","title":"R9 — Stop using implicit-loss framing; replace \"you'll fall behind\" with bounded loss (\"specific cost of current configuration over 12 months, in lost leads / wasted spend\")","kind":"rule","scope":"business","status":"current","audiences":["kevin","candid-team"],"topics":["psychology-aversion","behavioral-economics","persuasion-design"],"reference_body":"**Rule:** Remove implicit-loss framing from Candid content. Replace with bounded-loss framing: **\"here is the specific cost of the current configuration over the next 12 months, expressed in lost leads or wasted spend\"** wherever possible.\n\n**Why:** The implicit-loss frame (\"you'll fall behind\") fails on this audience for three reasons documented in [[bounded-vs-implicit-loss-frame-distinction]]: unbounded loss can't be calculated; violates affordable-loss decision rule ([[sarasvathy-effectuation-bird-in-hand-affordable-loss]]); triggers overconfidence-on-in-house-execution counter-response ([[overconfidence-in-house-comparator-pattern-for-gc-pitches]]).\n\nThis is a direct **refinement** of the foundation brief's ([[research-brief-psychology-gc-marketing-aversion-may-2026]]) loss-framing recommendation. The foundation brief recommended loss-framing in general; this rule specifies which kind works.\n\n**How to apply:**\n- Audit existing Candid copy and proposal templates for \"you'll fall behind,\" \"competitors are pulling ahead,\" \"if you don't do this now\" — these are implicit-loss patterns. Replace.\n- For each implicit-loss claim, ask: can I express the loss as a concrete number over a defined period? If yes, do that. If no, the claim is probably not load-bearing enough to keep.\n- Concrete forms that work: \"Without [specific change], at your current conversion rate of X%, you're losing approximately Y inquiries per month to your three closest competitors.\" Specific, calculable, bounded.","rationale_body":null,"metadata":null,"links":{"outgoing":[{"slug":"research-brief-risk-aversion-post-failure-may-2026","title":"Research brief: risk aversion, loss aversion, and post-failure decision patterns in GC and trades-business decision-makers (May 2026)","kind":"reference","scope":"business","link_type":"relates-to"},{"slug":"bounded-vs-implicit-loss-frame-distinction","title":"Bounded-loss vs implicit-loss frame — implicit (\"you'll fall behind\") fails; bounded (\"max exposure $X, kill points at month 2 and 4\") works","kind":"reference","scope":"business","link_type":"depends-on"},{"slug":"sarasvathy-effectuation-bird-in-hand-affordable-loss","title":"Sarasvathy effectuation (2001, 2008) — expert entrepreneurs decide on affordable loss + bird-in-hand, NOT on expected value","kind":"reference","scope":"business","link_type":"depends-on"},{"slug":"overconfidence-in-house-comparator-pattern-for-gc-pitches","title":"The \"my nephew can build it\" pattern — loss-aversion on the invoice + overconfidence on in-house execution as mechanistically linked","kind":"reference","scope":"business","link_type":"depends-on"}],"incoming":[]},"created_at":"2026-05-25T13:13:31.115Z","updated_at":"2026-05-25T13:13:31.115Z"}