predictive-analytics-construction
Forecast project outcomes using historical data: cost overruns, schedule delays, risk probabilities. Machine learning models for construction prediction.
npx skills add majiayu000/claude-skill-registry --skill predictive-analytics-construction --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# Predictive Analytics for Construction ## Overview Use historical project data to predict future outcomes: cost overruns, schedule delays, quality issues, and risks. Apply machine learning models tailored for construction industry patterns. ## Business Case Predictive analytics enables proactive project management: - **Early Warning**: Identify projects likely to overrun before it happens - **Resource Optimization**: Allocate resources based on predicted needs - **Risk Mitigation**: Focus on high-risk areas early - **Better Estimates**: Learn from historical accuracy ## Technical Implementation ```python from dataclasses import dataclass, field from typing import List, Dict, Any, Optional, Tuple import pandas as pd import numpy as np from datetime import datetime from sklearn.ensemble import RandomForestRegressor, GradientBoostingClassifier from sklearn.preprocessing import StandardScaler, LabelEncoder from sklearn.model_selection import train_test_split, cross_val_score from sklearn.metrics import mean_absolute_error, accuracy_score, classification_report import warnings warnings.filterwarnings('ignore') @dataclass class PredictionResult: prediction: float confidence: float predi
- Overview
- Business Case
- Technical Implementation
- Quick Start
- Dependencies
- Resources
pip install pandas numpy scikit-learn
What does the predictive-analytics-construction skill do?
Forecast project outcomes using historical data: cost overruns, schedule delays, risk probabilities. Machine learning models for construction prediction.
How do I install it?
Run `npx skills add majiayu000/claude-skill-registry --skill predictive-analytics-construction --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.