Climate Risk and Resilience Analytics with Financial Metrics

## About AlphaGeo

Climate volatility is redefining the landscape of investment, dividing the world into resilient and obsolete zones. AlphaGeo specializes in geographic arbitrage, supporting risk management while guiding investors into resilient physical and financial assets that will outperform in the uncertain years ahead.

## Our Products

AlphaGeo collects and harnesses an expanding database of structured and unstructured data across a wide range of categories (macro, geospatial, climate, socioeconomic, demographic, market, fiscal, migration, etc.), using our in-house feature engineering pipelines to extract explainable features from them via computer vision and natural language processing (NLP) algorithms.

We employ proprietary methods to downscale the latest global climate models (GCMs) across six major hazard indicators (Heat Stress, Wildfire, Coast Flooding, Inland Flooding, Hurricane Wind and Drought) to the most granular coordinate level for every location on Earth. Each risk indicator is available for four different periods (2025, 2035, 2050, 2100) and three climate emission pathways (SSP245, SSP370, SSP585). Across the six risk indicators, we also provide the ~50 underlying feature datasets that determine the value of the individual risk scores.

Additionally, AlphaGeo has extracted localized data on adaptation features on a global scale. These include measures such as water treatment facilities, flood controls, urban green density, building strength, fire stations and many more. We leverage this data to provide a resilience-adjusted risk scoring for all locations, giving a more accurate “ground truth” assessment of their capacity or preparedness to cope with climate-related disruptions.

Our product suite also includes forecasts of OpEx and CapEx expenditures such as insurance premiums, energy/utilities costs and maintenance/retrofit costs for discounted cashflow analyses.

This listing contains data for 20 sample assets around the world with all features described above. Please refer to our data dictionary and documentation for a detailed description of the methods and data.

Upon request, our location data can also be accessed at different spatial levels, such as national, province/state, county, city, postal code, census tract, address and coordinate.

搜集汇总

背景与挑战

背景概述

该数据集由AlphaGeo提供，专注于气候风险与韧性分析，整合了多源结构化与非结构化数据，通过特征工程提取可解释特征，并基于全球气候模型提供六大灾害指标的下行风险评分及韧性调整评估。数据集包含20个全球样本资产的全套特征，并支持不同空间级别的数据访问，同时涵盖保险、能源等财务预测指标，用于投资风险管理和现金流分析。