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DF4IT Methodology


🧭 How We Score β€” DF4IT Risk Index Methodology

At Don’t Fall 4 It, every review includes a DF4IT Score β€” an independent metric estimating the likelihood that a product, service, or offer may cause financial loss, deception, or harm to consumers.

The DF4IT Score is not a legal verdict, but an evidence-based indicator derived from multiple publicly verifiable factors.

🌍 β€œHow We Score” Table

βš™οΈ Core Evaluation Factors

FactorDescriptionCommon IndicatorsTypical % RangeNotes
Evidence (E)Verifies the presence of real, verifiable proof behind claims or complaints.Screenshots, receipts, verified purchases, duplicate reports.2–3 strong proofs = 70–80% Β· 5+ = 90–100%.Heavier weight due to factual accuracy.
Corroboration (C)Measures how widely the issue is confirmed across platforms.Reddit, BBB, Trustpilot, forums, or media coverage.1 source = 30% Β· 2–3 = 60% Β· 4+ = 85–100%.Consistency across independent sources strengthens it.
Behavior (B)Detects recurring red flags or deception patterns.Fake reviews, pressure tactics, hidden fees, domain changes.Good conduct = 10–25% Β· Repeated deception = 75–100%.Tracks long-term integrity.
Responsiveness (R)Evaluates how the entity engages with criticism or complaints.Fast, helpful replies = 80–100% Β· Delays = 40–60% Β· No reply = 0–10%.Higher responsiveness reduces overall risk in the final formula.

πŸ’¬ β€œWhy Responsiveness Reduces Risk”

Responsiveness acts as a balancing factor.
Many reports may appear negative, but if a business consistently answers, clarifies, or compensates users, that transparency should lower their total risk score.

This inversion β€” expressed as (100 – R) β€” ensures the DF4IT Score rewards genuine accountability, not just reputation volume.


πŸ“Š Understanding the DF4IT Score

  • 0 – 25 % β†’ Low Risk – transparent operations, few or no complaints
  • 26 – 50 % β†’ Moderate – mixed reputation or limited verification
  • 51 – 75 % β†’ High – repeated red flags or unverified claims
  • 76 – 100 % β†’ Very High Risk – strong evidence of deceptive or loss-causing activity

βš–οΈ Disclaimer

The DF4IT Score reflects publicly available evidence, independent reports, and observable behavior at the time of evaluation.
It should be interpreted as editorial analysis, not a legal judgment or financial guarantee.

If you represent an organization featured on this site and wish to provide documentation, clarification, or a rebuttal, please use the Right-to-Reply Form on the post/page.