ACE ACORD Expert Data Governance & Quality Management 2 — Questions and Answers
Question 1: Which practice helps ensure ACORD XML message quality before transmission to a trading partner?
- Compressing the message to reduce file size
- Schema validation against the published ACORD XSD (Correct answer)
- Encrypting the message with a proprietary cipher
- Converting the message to a CSV file for review
Correct answer: Schema validation against the published ACORD XSD
Validating an ACORD XML message against its published XML Schema Definition (XSD) catches structural and data-type errors before the message reaches the recipient.
Question 2: What is a 'data lineage' map and how does it support data quality in insurance?
- A geographic map of where policyholders reside
- A visual or documented trail showing the origin, movement, and transformation of data across systems (Correct answer)
- A record of which employees accessed sensitive data
- A chart of organizational reporting relationships
Correct answer: A visual or documented trail showing the origin, movement, and transformation of data across systems
Data lineage documents every source, transformation, and destination of a data element, enabling insurers to trace errors to their root cause and demonstrate auditability.
Question 3: How does the ACORD Data Standards Reference Architecture (DSRA) recommend organizing data domains?
- By the age of the data (hot, warm, cold storage tiers)
- By functional subject areas such as Party, Policy, Claim, and Finance (Correct answer)
- By geographic region of the insured risk
- By the regulatory jurisdiction that governs each data element
Correct answer: By functional subject areas such as Party, Policy, Claim, and Finance
ACORD's DSRA organizes insurance data into subject-area domains (Party, Policy, Claim, Finance, etc.) to provide clear ownership boundaries and consistent definitions.
Question 4: Which US regulation most directly drives the need for strong personal data governance practices at insurance companies?
- Sarbanes-Oxley Act (SOX)
- NAIC Insurance Data Security Model Law (MDL-668) (Correct answer)
- Dodd-Frank Wall Street Reform Act
- Bank Secrecy Act (BSA)
Correct answer: NAIC Insurance Data Security Model Law (MDL-668)
The NAIC Insurance Data Security Model Law (MDL-668) requires insurers to implement an information security program including data governance controls to protect nonpublic information.
Question 5: What is a 'data quality scorecard' used for in an insurance data governance program?
- Rating the performance of individual underwriters
- Measuring and tracking data quality KPIs (completeness, accuracy, timeliness) over time to drive improvement (Correct answer)
- Scoring policyholders for premium rating purposes
- Grading reinsurers on their claims-paying ability
Correct answer: Measuring and tracking data quality KPIs (completeness, accuracy, timeliness) over time to drive improvement
A data quality scorecard quantifies quality dimensions for key data assets, providing visibility into trends and enabling governance teams to prioritize remediation efforts.
Question 6: In ACORD's framework, what role does a 'data dictionary' play in supporting insurance data standards?
- It translates insurance documents into foreign languages for international customers
- It provides authoritative definitions, formats, and valid values for every standard data element (Correct answer)
- It serves as a log of all data transmissions between trading partners
- It stores encrypted copies of policyholder personally identifiable information
Correct answer: It provides authoritative definitions, formats, and valid values for every standard data element
The ACORD data dictionary defines each standard element's name, description, data type, allowable values, and usage context, ensuring unambiguous interpretation across organizations.
ACE ACORD Expert Data Governance & Quality Management 2
Which practice helps ensure ACORD XML message quality before transmission to a trading partner?