Sustainability
Corporate Sustainability Assessments
Here are my recent examples of corporate sustainability assessments:
- Risk Analysis: Utilises the EN-ROADS simulator for scenario planning and compares risk evaluations with guidelines from the Task Force on Climate-related Financial Disclosures (TCFD).
- Materiality Assessment: Applies the Four Lenses Approach for analysis and uses Sustainability Accounting Standards Board (SASB) Standards for industry-specific metrics.
Other sustainability tools and resources that I discovered during my master's studies at Harvard and MIT can be found below :)

Content from Google Drive can't be displayed due to your current cookie settings. To show this content, please click "Consent & Show" to confirm that necessary data will be transferred to Google Drive to enable this service. Further information can be found in our Privacy Policy. Changed your mind? You can revoke your consent at any time via your cookie settings.

Content from Google Drive can't be displayed due to your current cookie settings. To show this content, please click "Consent & Show" to confirm that necessary data will be transferred to Google Drive to enable this service. Further information can be found in our Privacy Policy. Changed your mind? You can revoke your consent at any time via your cookie settings.
Climate Action Resources and Tools
A curated collection of data-driven tools and resources to help understand and address climate change impacts, from local to global scales.
Ecological Footprint Calculator
Personal assessment tool to measure individual environmental impact and resource consumption.
EN-ROADS Climate Simulator
Interactive climate policy simulator showing how different actions affect global temperature and environmental outcomes
Social Cost of Carbon Explorer
Resources for Future's tool for understanding the economic impacts of carbon emissions
ADB Climate Finance Dashboard
Tracking tool for climate-related investments and projects across Asia and the Pacific
Human Climate Horizons
UNDP platform showing projected climate impacts on human development across different regions
World Carbon Pricing Database
Comprehensive database of global carbon pricing initiatives and their implementation
Visualizing Energy
Interactive platform for understanding global energy systems and equitable transitions
Sustainability Goals Database
Repository of corporate sustainability targets and commitments across industries
CBAM Exposure Index
World Bank tool measuring countries' exposure to EU's Carbon Border Adjustment Mechanism
(US) Risk Factor
An in-depth tool for assessing property-specific environmental risks across the United States, including flooding, fire, and heat risks
(US) Boston Heat Map Explorer
Interactive mapping tool showing heat vulnerability across Boston neighborhoods, helping identify areas most impacted by urban heat island effects
(US) Climate Ready Boston
Comprehensive resource for Boston's climate preparedness initiatives, including adaptation strategies and neighborhood-level planning
(US) US Energy Burden Explorer
Visualisation tool showing how energy costs impact different communities across America, highlighting energy affordability challenges
(US) PV Watts Calculator
NREL's tool for estimating solar energy production and cost savings for specific locations across the United States
(US) Yale Climate Opinion Maps
Detailed visualisation of American attitudes toward climate change, broken down by geographic regions and demographic factors
(US) Lobbying Data Explorer
OpenSecrets database tracking climate and energy-related lobbying activities in U.S. politics