Complete and PublicSynthetic data
Construction Project Controls Analytics
Early Warning Analysis for Cost and Schedule Performance
Descriptive and early-warning analytics
Project teams often detect cost and schedule stress after intervention options have narrowed. This case study tests which controls metrics move early enough to support management action.
75 synthetic projects · $5.83B portfolio · 2022–2025
75 synthetic projects$5.83B portfolio BAC13.0% forecast overrunWeighted CPI 0.884Average delay 33.7 days50 Red, 13 Yellow, 12 Green
All project, client, cost, schedule, RFI, and change-order data in this case study is synthetic and does not represent actual client performance or confidential records.
Complete and PublicSynthetic data
Construction Change Order and RFI Analytics
Root-Cause, Cycle-Time, and Impact Analysis for Construction Decision Workflows
Diagnostic workflow analytics
Change orders and RFIs move through many reviews, handoffs, and approvals. This case study identifies where cycle time, aging, backlog, and handoff patterns create cost and schedule exposure.
90 synthetic projects · 3,318 RFIs · 1,119 change orders · 2022–2025
90 synthetic projects3,318 RFI records1,119 change orders12.21-day average RFI response$204.57M approved change value29 Red, 48 Yellow, 13 GreenPearson r = 0.817 tested relationship
All projects, organizations, people, budgets, schedules, RFIs, change orders, workflow events, and performance records in this case study are synthetic and must not be represented as actual client, company, or industry-benchmark information.
Complete and PublicSynthetic data
Predictive Construction Project Overrun Model
Early-Warning Classification and Regression for Cost Overruns and Schedule Delays
Predictive early-warning modeling
Cost and schedule outcomes are usually confirmed too late to change them. This case study tests which early and mid-project controls and workflow indicators predict material overruns and delays while intervention is still possible.
2,362 clean modeling projects · 40 predictors · 2019–2025
2,362 clean modeling projects40 predictorsTime-based 2019–2025 splitCost ROC-AUC 0.899, PR-AUC 0.774Schedule ROC-AUC 0.756, PR-AUC 0.524188 Red, 138 Yellow, 110 GreenHuman review required before action
All projects, organizations, budgets, schedules, workflow records, and outcomes in this case study are synthetic. Model results are portfolio demonstrations, not industry benchmarks.
