Predictive Analytics
Predictive analytics takes your historical project data and uses it to forecast what's likely to happen on the next project — cost trajectories, change order probability, resource bottlenecks. The value isn't in the math. It's in surfacing patterns your team doesn't have time to find manually across hundreds of past projects.
What I Build
1. Project Financial Performance Analyzer
Compares current project financials against your historical data to flag when costs are trending off plan. If your concrete costs on a healthcare project are running 12% above what you've historically spent on similar scope, the system tells you now — not during the post-mortem.
How it works:
- Ingests your historical project cost data by cost code
- Builds a baseline for each project type, size range, and region
- Monitors active projects against that baseline and flags significant deviations
- Identifies which cost categories are driving the variance
2. Change Order Predictor
Analyzes your past projects to identify which conditions led to change orders — project type, contract structure, client history, scope complexity, season. Then scores each new project for change order risk before you've even broken ground.
How it works:
- Catalogs historical change orders with their root causes and project context
- Identifies recurring patterns (e.g., fast-track projects with aggressive specs consistently generate 15%+ change orders)
- Scores new projects for change order probability at the bid stage
- Gives your estimators a more informed basis for contingency pricing
3. Resource Allocation Optimizer
Uses your production rate data from past projects to predict labor and equipment needs for upcoming phases. Catches scheduling conflicts across projects before they become a problem.
How it works:
- Analyzes actual vs. planned production rates across your project history
- Predicts resource requirements for upcoming project phases based on comparable work
- Identifies conflicts where multiple projects need the same crew or equipment simultaneously
- Recommends reallocation options ranked by cost impact