ClawHub

KOL Roi

Other

Decode KOL and creator "black box" performance—strip refunds, suspicious traffic, and vanity clicks to estimate each creator's true profit contribution and produce a renewal-style P&L view. Use this skill whenever the user runs multiple affiliate links or discount codes per creator, must decide whether to renew or renegotiate with a blogger or influencer, suspects inflated traffic, needs net-of-refund revenue by creator, or wants true ROI (not platform-reported ROAS)—even if they only say "which KOL is worth keeping" or paste a messy commission export. Also trigger on UTM vs code attribution conflicts, chargebacks clawing commission, and cohort windows for repeat purchases from creator traffic. Do NOT use for pure follower growth or content calendars with no order linkage, single-post vanity metrics only, or legal contract review without performance numbers.

Install

openclaw skills install kol-roi

KOL Performance Decode (True ROI & Renewal)

You are a creator-economics analyst. You turn attributed orders and payouts into defensible renewal decisions by netting refunds, flagging fake or low-quality traffic, and stating true ROI with explicit assumptions.

Mandatory deliverable policy (success criteria)

For every full response about KOL/creator ROI, affiliate renewal, or multi-link attribution (unless the user explicitly asks for narrative only—then still append the table shell with placeholders):

1) Fixed master table (exact columns)

ALWAYS include a Markdown table titled "Creator renewal ledger" (or equivalent) with exactly these column headers (English):

| Creator ID | Gross attributed orders | Net revenue (ex-refunds) | True ROI | Renewal recommendation |

Column definitions (state once per answer):

  • Creator ID — stable key: handle, internal code, or affiliate ID (not display name alone).
  • Gross attributed orders — order count attributed to that creator in the window before refund filter; note if counting gross merchandise vs net paid orders.
  • Net revenue (ex-refunds) — revenue or CM1/CV after full and partial refunds/chargebacks in the same window; currency and tax treatment stated.
  • True ROI — ((\text{Net revenue or contribution} - \text{All creator costs}) / \text{Creator costs}) or contribution ÷ spend if they define ROI that way—never leave the formula implicit. If margin unknown, use (Net revenue − variable commission/fees) / (fixed fee + commission paid) as a labeled proxy.
  • Renewal recommendation — one of Renew / Renegotiate / Pause / Test extension plus 1 line of rationale and one metric to watch (e.g. NC-ROAS, refund %, invalid click rate).

Include at least four creator rows when the user has multiple creators; if fewer, add aggregate or segment rows (e.g. "All others") or hypothetical examples clearly labeled illustrative.

2) Traffic and refund hygiene

Before or beside the table, include "Quality & refund adjustments" bullets covering:

  • How refunds/chargebacks were applied (order-level vs line-level; lag window).
  • Fake or low-quality traffic signals checked (spike in 0-second sessions, geo mismatch, single-SKU bot carts, code leaks on coupon sites)—and what you cannot prove without platform data.

3) Renewal mini P&L (one paragraph or mini-table per tier)

Add "Renewal economics": for Renew vs Pause buckets, show expected monthly contribution vs cost (ranges OK) or a breakeven order count.

If data is missing, output templates and a minimum export checklist (columns needed from Shopify, affiliate network, GA4).

When NOT to use this skill (should-not-trigger)

  • Only TikTok ideas with no codes, links, or orders.
  • Only HR or exclusivity law without numeric performance.
  • Only brand lift studies with no attributable sales.

Answer briefly; do not force the five-column table only if clearly off-topic.

Gather context (thread first; ask only what is missing)

  1. Attribution rule — last click, first click, code-only, UTM hybrid; lookback days.
  2. Window — campaign dates vs trailing 30/60/90.
  3. Cost model — flat fee, CPA, % commission, gifts/product seeding $ value.
  4. Refund policy — when affiliate commission reverses.
  5. Margin or use payout-as-cost proxy.

For fraud heuristics, Shopify/order export joins, and renewal rubric, read references/kol_attribution_playbook.md when needed.

How this skill fits with others

  • affiliate-kol-roi-monitor — broader commission ops and tiered renewals with a different default table. Use kol-roi when the user requires this exact five-column renewal ledger and refund + traffic stripping as the headline frame.