Build Time Calculation

• https://chatgpt.com/c/69d3faa8-f158-8330-8b2f-2eaaf4a67e34

Data Analysis Task - Predictive Build Time Model - Internship Context and Proposed Contribution

For context, OSE is not a conventional internship environment. OSE operates as a build-and-produce learning system. Participants contribute to real projects, such as housing production, open hardware development, and documentation, while learning in a hands-on setting.

Given your background in data science and statistics, one relevant area of contribution would be developing a build-time prediction model for construction.

This would involve:

• Estimating construction time based on design inputs, such as part count, connections, component size or weight, and module complexity
• Breaking build time into granular operations, such as cuts, fasteners, placements, and related tasks
• Comparing predicted versus actual build times and refining the model

A target would be to reach approximately ±25% accuracy at the module level.

Next Step

Please outline how you would approach this problem over an 8–12 week period. Specifically:

• What variables you would track
• How you would structure an initial model
• How you would test and improve it

OSE is not looking for a complete solution at this stage, only a clear and practical starting approach.

Based on that response, OSE can determine whether there is a strong fit and define a potential project scope.

Links

• Build Time - deriving 1 hr/sf
• Build Time Automation from Photos
• Drywall Install Time
• Build Phase Time Breakdown for SH6+
• Seed Eco-Home Optimized Build Time