Predict the profitability of potential coffee shop locations using SQL and Python. Combines data engineering with feature-rich regression modeling, visual analytics, and business insights to support data-driven site selection and retail decision-making.

KnowSite: Leveraging Urban Knowledge Graph for Site Selection

Public charging station utilization dataset for the city of Hamburg. Dataset is described in the respective paper: Placing BEV Charging Infrastructure: Influencing Factors, Metrics, and their Influence on Observed Charger Utilization

Coco provides a fast, exact method to solve variations of the Reserve Selection problem including connectivity. It provides a python implementation using the Gurobi ILP solver

Interactive Streamlit app using ML and geospatial analysis to prioritize EV charging station locations

Land acquisition intelligence skill for Claude — score parcels for datacenters, warehouses, solar farms, and industrial sites using free ArcGIS/OSM data

Interactive Tableau dashboard for evaluating AI data center deployment readiness across 50 countries.

A multi-criteria decision analysis (MCDA)-based composite proxy target variable generation technique for business decision modeling that uses relevant features or independent variables conceptually related to the intended target variable.

This project analyzes restaurant site selection in Cambridge by examining human mobility patterns, street network centrality, and land use. Using check-in data from Gowalla and OSMnx for street network and land-use mapping, it identifies optimal restaurant locations. The study prioritizes accessibility to maximize foot traffic and profitability.

Live data-center, power-grid, fiber, gas & M&A intelligence MCP for AI agents — 51 tools over 21,000+ facilities (170+ countries), 300+ markets (DC Hub Power Index), all 7 US ISOs + EU/UK/AU/Taiwan grids, 3,000+ M&A deals. Query and cite (CC-BY-4.0).

Interactive choropleth map dashboard for retail and operations site selection in Malaysia

说出想开什么店 + 城市，AI 反向扫描全城，找出「需求旺、对手少」的机会洼地（蓝海点）选址，输出蓝海评分报告 + 高德地图二维码。别再凭直觉赌选址。LBS × AI 高德开放平台 Skill。

A platform for supporting onshore wind farm siting in Australia

GIS screening model ranking Warsaw real estate development opportunity zones using OSM, Python/GeoPandas, and QGIS.

Streamlit tool for retail real-estate site selection — glass-box scoring, BAFU flood risk, leasehold pro-forma & portfolio management, on open data (OSM · Swiss BFS · BAFU). Reference brand: On.

Sports/Leisure Centre Site Selection with ArcGIS Raster Analysis

String matching with regrex to extract Nevada site selection factors

Wind turbine site selection for Jeju Island using AHP multi-criteria analysis on a 100m grid

GIS-based wind farm site selection using AHP, integrating terrain, infrastructure, and environmental constraints with validation against existing turbines.

Modular EU geospatial site-suitability scorer for AI Gigafactories — Streamlit + CLI, 15+ public-dataset loaders