Duration Prediction

Business Case

Problem Statement

Project duration estimation challenges:

• Subjective expert estimates
• Lack of historical benchmarking
• Inaccurate early-stage predictions
• Difficulty comparing similar projects

Solution

Machine learning-based duration prediction using k-Nearest Neighbors and regression models trained on historical project data.

Technical Implementation

import pandas as pd
import numpy as np
from typing import Dict, Any, List, Optional, Tuple