Sample interview questions: How do you handle situations where data collection methodologies need to be adapted or modified during analysis?
Sample answer:
Adapting and Modifying Data Collection Methodologies During Analysis
1. Assess Existing Data and Identify Limitations:
- Evaluate the available data for completeness, accuracy, and relevance.
- Identify any gaps or biases that may affect the analysis.
2. Consult with Subject Matter Experts:
- Collaborate with scientists, engineers, or other domain experts to understand the underlying processes and identify appropriate modifications.
3. Pilot Testing and Refinement:
- Design a small-scale pilot study to test proposed modifications.
- Collect additional data and assess its quality and comparability to the existing dataset.
4. Transparent Documentation and Reporting:
- Clearly document the rationale and methodology used for any adaptations or modifications.
- Explain how these changes impact the data interpretation … Read full answer
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