AI Associate Data for AI Practice Question
A company is training a customer service chatbot using historical conversation logs. Which TWO data preparation practices should be followed to ensure data quality?
⚠ Common exam trap
Salesforce often tests the distinction between data quality practices (e.g., completeness, diversity, accuracy) and data governance practices (e.g., privacy, security), so candidates mistakenly select privacy-related options like Option A when the question explicitly asks about data quality.
Answer choices
Why each option matters
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Include answers with varied phrasing to enhance language variety
Training a chatbot on varied phrasing (e.g., synonyms, different sentence structures) improves its ability to understand and generate natural language responses. This practice enhances the model's robustness and generalization, preventing overfitting to a narrow set of expressions and ensuring it can handle the diverse ways customers phrase their queries.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Exclude all user identifiers to protect privacy
Why it's wrong here
While privacy is important, this is not a data quality practice; it's a compliance step.
- ✓
Include answers with varied phrasing to enhance language variety
Why this is correct
Varied phrasing improves model generalization.
- ✗
Include only successful interactions that were resolved
Why it's wrong here
Excluding failures limits learning from mistakes.
- ✗
Filter only English conversations for consistency
Why it's wrong here
Limiting to one language may not represent the user base.
- ✓
Use conversation logs with complete transcripts
Why this is correct
Complete context is needed for accurate intent recognition.
Go deeper
Related to this question
About these practice questions
This AI Associate question is part of Courseiva's 753-question bank — original exam-style content with full explanations and wrong-answer analysis, never real exam questions or exam dumps. Learn why practice questions differ from exam dumps →
JA
Written by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
This AI Associate practice question is part of Courseiva's free Salesforce certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the AI Associate exam.