Introduction
To improve Orchard's Home Valuation Tool for more accurate estimates in rapidly changing markets, we need to focus on enhancing data sources, refining algorithms, and incorporating real-time market indicators. I'll outline a strategic approach to address this challenge, considering user needs, market dynamics, and technological capabilities.
Step 1
Clarifying Questions (5 mins)
Why it matters: Determines the baseline for improvement and identifies potential gaps. Expected answer: Traditional sources like historical sales data, property characteristics, and local market trends. Impact on approach: Would focus on expanding data sources or improving data quality if current sources are limited.
Why it matters: Helps tailor improvements to actual user needs and usage scenarios. Expected answer: Mix of one-time users (potential sellers) and frequent users (real estate professionals). Impact on approach: Would prioritize features based on dominant use cases and user segments.
Why it matters: Identifies key areas where the tool needs to adapt quickly. Expected answer: Rapid price fluctuations, changes in inventory levels, or shifts in buyer preferences. Impact on approach: Would focus on incorporating more real-time data and market sentiment analysis.
Why it matters: Ensures proposed improvements align with overall company goals. Expected answer: Increasing user trust, driving lead generation, or supporting other Orchard services. Impact on approach: Would tailor solutions to support specific business objectives beyond just accuracy.
At this point, you can ask interviewer to take a 1-minute break to organize your thoughts before diving into the next step.
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