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Credential Exposure Calculator

Turn dark-web credential findings into the accounts genuinely at risk after cracking, reuse and MFA are accounted for.

About Credential Exposure Calculator

A raw exposure count overstates the problem, because most findings are stale, unusable or protected by a second factor. Applying the crackable share, then the share still valid at work, then the MFA coverage narrows hundreds of findings down to the handful of accounts an attacker could actually take over. Dark-web monitoring services report the big number, and this is the arithmetic that turns it into a work queue you can size and a loss figure you can defend.

Formula

Credential Exposure

accounts at risk = findings × crackable share × still-valid share × (1 − MFA coverage).

findings
Corporate credentials seen in breach dumps or dark-web listings
still-valid share
Exposed passwords that still authenticate against your directory

Worked example

With the default values below, Credential Exposure Calculator returns Accounts Genuinely at Risk of 11.0. Change any input above and every figure here is recalculated in your browser.

Inputs used

Employees monitoredaccepts 1–1,000,000 people
3,000 people
Corporate credentials found in dumpsaccepts 0–10,000,000 credentials
420 credentials
Findings that are plaintext or crackableaccepts 0–100 %
35 %
Exposed passwords still valid at workaccepts 0–100 %
25 %
Affected accounts covered by MFAaccepts 0–100 %
70 %
Cost per compromised accountaccepts 0–1,000,000 $
4,500 $

Results

Accounts Genuinely at Risk
11.0 accounts
Exposure RateFindings per employee monitored
14.0%
Exploitable Credentials
147 credentials
Expected Loss
$49,613
Risk Band
Medium

Step by step

  1. 1Values used
  2. 2Credential Exposure
  3. 3Accounts Genuinely at Risk= 11.0 accounts
  4. 4Exposure Rate= 14.0
  5. 5Exploitable Credentials= 147 credentials
  6. 6Expected Loss= 49,613
  7. 7Risk Band= Medium

Assumptions and limits

  • The result is derived only from the 6 inputs listed above. Anything not among them is not part of the calculation.
  • In particular, this calculator does not take inflation, tax or compounding frequency into account.
  • Figures are rounded for display to 1 decimal place, so totals built from several rounded parts can differ slightly from the unrounded arithmetic.

How these calculators are built and tested is described on the Methodology page. If a figure looks wrong, please report it.

Frequently Asked Questions

How is Credential Exposure calculated?

accounts at risk = findings × crackable share × still-valid share × (1 − MFA coverage). A raw exposure count overstates the problem, because most findings are stale, unusable or protected by a second factor. Applying the crackable share, then the share still valid at work, then the MFA coverage narrows hundreds of findings down to the handful of accounts an attacker could actually take over.

Why does Credential Exposure matter?

Dark-web monitoring services report the big number, and this is the arithmetic that turns it into a work queue you can size and a loss figure you can defend.

What values do I need to enter?

This calculator takes 6 inputs: Employees monitored, Corporate credentials found in dumps, Findings that are plaintext or crackable, Exposed passwords still valid at work, Affected accounts covered by MFA, Cost per compromised account. The pre-filled defaults are a realistic starting point — replace them with figures from your own environment for a result you can act on.

Which findings should be rotated first?

Anything plaintext, anything on an account without MFA, and anything privileged — in that order. A plaintext credential for an unprotected administrative account is an incident, not a finding.

Why filter by 'still valid at work'?

Most findings come from consumer breaches where the user registered with their work email but a different password. Only the reused ones matter, which is why forced rotation on exposure should be scoped to confirmed matches rather than every hit.

Credential Exposure Calculator | Calcrivo