Compassion Benchmark
ACC · Compassion Benchmark Dimension

What is the Accountability score?

Accountability (ACC) is one of the 8 core dimensions in the Compassion Benchmark framework — the independent 0–100 scoring system applied to governments, companies, AI labs, robotics labs, and cities. Accountability measures whether an institution acknowledges harm honestly, accepts corrections, maintains honesty under pressure, and provides calibrated transparency about its own nature and limitations.

Accountabilityis scored using 5 anchored subdimensions, each rated 0–5 against documented evidence. Those subdimension scores combine into the entity's ACC dimension score, which contributes equally alongside the other 7 dimensions to the entity's overall composite score and performance band.

The 5 Accountability subdimensions

Each subdimension is a specific assessment question, scored 0–5 against a behavioral anchor ladder from documented evidence.

AB1

Harm Acknowledgment

When this entity causes harm, does it acknowledge without deflection?

0–5 anchor scale for AB1
  1. Harm denied or attributed to the affected person
  2. Acknowledged only after external establishment
  3. ≥1 case acknowledged before legal obligation
  4. Acknowledgment structurally prior to investigation
  5. Self-initiated harm disclosure, community confirms being believed

AB2

Correction Willingness

Does this entity change course when shown it is causing harm?

0–5 anchor scale for AB2
  1. Harmful practices continue even when documented
  2. Correction eventually, under pressure, minimal
  3. ≥1 significant course correction based on harm evidence
  4. Internal process reliably reaches leadership, correction documented
  5. Self-initiated correction before external pressure

AB3

Transparency

Does this entity operate with genuine transparency about performance and failures?

0–5 anchor scale for AB3
  1. Performance data not public, only positives shared
  2. Some data shared, failures when legally required
  3. ≥1 report disclosing unflattering finding
  4. Annual report includes failures, gaps, corrective actions
  5. Comprehensive, independently audited, community can verify

AB4

Systemic Learning

Does this entity institutionally learn from failures?

0–5 anchor scale for AB4
  1. Failures addressed individually, same failures recur
  2. Some post-incident review, rarely translates to systemic change
  3. Formal systemic review process, ≥2 documented systemic changes
  4. 3+ specific practices changed because of failure analysis
  5. Longitudinal tracking, findings shared with broader field

AB5

Reparative Action

Does this entity make concrete repair to those it has harmed?

0–5 anchor scale for AB5
  1. No repair beyond minimal legal settlement
  2. Gestures toward repair in high-visibility cases only
  3. ≥1 case of reparative action considered meaningful by those harmed
  4. Co-designed with harmed parties, considered adequate
  5. Systematic approach, harmed parties describe repair as genuine

Frequently asked questions

What is the Accountability score?
Accountability measures whether an institution acknowledges harm honestly, accepts corrections, maintains honesty under pressure, and provides calibrated transparency about its own nature and limitations.
What does Accountability (ACC) measure?
Does this entity own its failures, correct course, and make genuine repair?
How many subdimensions make up Accountability?
Accountability is scored across 5 subdimensions: AB1 (Harm Acknowledgment), AB2 (Correction Willingness), AB3 (Transparency), AB4 (Systemic Learning), AB5 (Reparative Action).
How is the Accountability score calculated?
Each of the 5 Accountability subdimensions is scored 0–5 against an anchored behavioral scale. The 5 subdimension scores combine into a ACC dimension score, which is averaged with the other 7 dimensions and converted into the entity's 0–100 composite score. See the full methodology for the exact formula.