2019-2025 Multi-Year Analysis + Machine Learning

NYC Airbnb
Market Intelligence

6 years of data (2019-2025) analyzed with 5 ML algorithms. 3 data sources combined. Inside Airbnb Oct 2025 data included.

-57% Listings (6yr)
+54% Price (6yr)
5 ML Algorithms
13 Visualizations
151K Listings
$153 Avg Price
5 ML Algorithms
2 Data Sources
💡 Click any graph to expand • Click again to close

📊 Market Overview

Key Stats
Key Statistics
Price by Borough
Price by Borough
Room Types
Room Types
Top Neighborhoods
Top Neighborhoods

📈 Market Analysis

Manhattan Premium
Manhattan Premium
6-Year Evolution
6-Year Evolution
Host Analysis
Host Analysis
Data Sources
Data Sources

🤖 ML Results

ML Winner
🏆 Best Model
Model Comparison
5 Models Compared
Market Segments
Market Segments
Anomaly Detection
Price Anomalies

💡 Key Takeaways

Key Takeaways
Summary

6-Year Market Evolution (2019 → 2025)

Inside Airbnb data reveals dramatic market transformation

2019 vs 2025 Comparison
6Y

Listings: 48,884 → 21,110 (-57%) | Prices: $153 → $235 (+54%)

NYC regulations drastically reduced supply, prices surged

Price Prediction Model

Gradient Boosting achieves $49 mean absolute error

Price Prediction Model
ML

Random Forest vs Gradient Boosting

Feature importance: Room Type + Location drive 60% of predictions

Market Segmentation

K-Means clustering reveals 5 distinct market segments

Market Segmentation
K

Budget Stays | Popular Picks | Luxury Escapes | Long-Term | Hidden Gems

PCA visualization + Elbow method for optimal K

Anomaly Detection

Isolation Forest identifies overpriced and underpriced listings

Anomaly Detection
!

2,433 Anomalies Found (5% of data)

1,108 overpriced | 1,325 underpriced deals

Advanced Spatial Analysis

DBSCAN clustering and demand forecasting

Geographic Hotspots
G

Price Hotspots (DBSCAN)

Density-based spatial clustering of premium listings

Demand Analysis
D

Demand & Availability

Booking rate patterns with regression trends

Geographic & Price Analysis

Exploratory data analysis across NYC

NYC Map
M

NYC Listing Map

48,895 listings color-coded by borough and price

Price by Borough
$

Price by Borough

Manhattan: $197 | Brooklyn: $124

Top Neighborhoods
N

Top Neighborhoods

Most listed vs most expensive

Room Types
R

Room Type Breakdown

Entire home vs private room pricing

Host Analysis
H

Host Analysis

Multi-listing professionals dominate supply

Dataset Comparison
2

Dataset Comparison

Two Kaggle sources analyzed

Complete Summary

All insights at a glance

Summary Dashboard