Resources Library

1. Cross-Cutting: Authoritative Data Sources

Live or regularly-updated authoritative datasets. Cite these as primary or near-primary sources in assessment work, not secondary summaries.

Our World in Data

Free, openly licensed data + visualizations on climate, energy, food, health. Excellent for HS-readable charts you can cite.

Origin

Oxford-affiliated research project; data curated from primary sources (IPCC, IEA, FAO, etc.).

Purpose

Public-education and policy-informing: explicitly designed to make global data accessible.

Value

Pre-built downloadable charts, transparent methodology, every chart has its data sources listed.

Limitations

Synthesis of others' data, not primary collection. Update cadence varies by indicator. Some topics underrepresented (Indigenous data; informal economies).

IPCC Assessment Reports (AR6)

Global scientific consensus on climate science. Summary for Policymakers + Technical Summary are HS-accessible.

Origin

Intergovernmental Panel on Climate Change; reports written and reviewed by thousands of scientists, signed off by governments.

Purpose

To inform policy with assessed scientific consensus. NOT advocacy, by design.

Value

Most authoritative climate-science synthesis available; explicit confidence language ('virtually certain' vs. 'likely').

Limitations

Summary for Policymakers language is negotiated with governments: consensus-softened. 5-7 year cadence means rapid developments (recent extremes) underrepresented. Long; chapter selection matters.

USGS Earthquake Catalog + ShakeMap

Real-time + historical earthquake data globally, with shake-intensity mapping. Live updating.

Origin

U.S. Geological Survey; aggregates from global seismic networks (IRIS, etc.).

Purpose

Public hazard awareness + scientific research. Free, official, real-time.

Value

Comprehensive, authoritative, includes magnitude + intensity + felt reports + tectonic context.

Limitations

Stronger coverage in instrumented regions (US, Japan, Europe); sparser in low-instrumentation areas. Catalog limits at small magnitudes.

NASA Exoplanet Archive

Confirmed exoplanet catalog with measured parameters, detection methods, host star data.

Origin

NASA-funded research database, IPAC at Caltech, peer-reviewed publication confirmations.

Purpose

Authoritative scientific reference for exoplanet research and education.

Value

Every entry traceable to a peer-reviewed paper. Filter/sort interface excellent for student research.

Limitations

Parameters often have wide uncertainty (atmospheric composition usually unknown). Discovery-method biased (transit-survey heavy).

Global Forest Watch

Near-real-time global tree-cover loss mapping, plus drivers and historical context.

Origin

World Resources Institute (WRI) + university partners; uses Landsat + Sentinel satellite imagery.

Purpose

Transparency for forest loss + conservation advocacy. Partly funded by foundations with conservation agendas.

Value

Granular spatial data, downloadable, free, regularly updated.

Limitations

Tree-cover loss ≠ deforestation (includes plantations harvested in rotation); drivers algorithmically estimated. Recent loss may be over- or under-counted depending on cloud cover.

IEA World Energy Outlook + IEA data

Global energy data, country profiles, scenarios. Annual flagship WEO is the standard reference.

Origin

International Energy Agency, OECD-affiliated, member-government funded.

Purpose

Inform energy policy across OECD + member states. Historically fossil-leaning; in recent years has aligned more with energy-transition framing.

Value

Most comprehensive global energy dataset; scenarios standard in industry + policy debates.

Limitations

Paywall on detailed datasets; free tier sufficient for HS use. Historical underestimate of renewables growth is well-documented critique.

Climate Action Tracker

Country-by-country tracking of climate pledges + actual progress vs. 1.5°C and 2°C targets.

Origin

Climate Analytics + NewClimate Institute (independent research orgs); foundation-funded.

Purpose

Hold governments accountable to Paris commitments. Explicitly evaluative: they rate countries 'critically insufficient' to '1.5°C compatible.'

Value

Comparable country ratings, transparent methodology, frequent updates.

Limitations

Rates pledges + actions, not all economic / social context. India is rated 'highly insufficient': discuss why with the framing, not as endpoint.

Climate Reanalyzer

Live daily global temperature, sea surface temperature, sea ice. Used heavily by climate scientists on social media.

Origin

University of Maine Climate Change Institute. Uses NOAA + Copernicus data feeds.

Purpose

Public-facing visualization of ongoing climate state. Often the first place anomalies are visible.

Value

Daily-update granularity; visually clear; widely cited by climate journalists.

Limitations

Daily anomaly framing can over-read short-term weather noise as climate signal. Pair with longer-term data for honest interpretation.

UNU-INWEH: Environmental Cost of AI's Energy Use (2026)

First global UN assessment of AI's carbon, water, and land footprints: the primary source behind the U0 Block 1 launch article. Selected key points are on-site; the full PDF is free.

Origin

UN institution research report: United Nations University Institute for Water, Environment and Health (UNU-INWEH), the UN's water-and-environment think tank; named authors including Madani and Aczel.

Purpose

To give policymakers and the public the first consolidated global accounting of AI's environmental footprints.

Value

Primary/near-primary source: the report the news coverage summarizes; per-figure page citations; models its own AI-use disclosure (p. 11).

Limitations

Notes its own dependence on corporate disclosure: its data-center figures are only as complete as what companies report about their operations.

2. Cross-Cutting: External Simulators Worth Using

Use these instead of building our own where they already exist. En-ROADS in particular replaces any need for a course-built climate simulator.

En-ROADS (MIT / Climate Interactive)

World-class climate policy simulator. Adjust 18 levers (carbon price, renewables subsidy, deforestation, etc.) and see 2100 temperature impact in real time. Used in IPCC workshops.

Origin

MIT Sloan + Climate Interactive (nonprofit); peer-reviewed model.

Purpose

Public education + workshop facilitation for climate policy. Designed for non-experts.

Value

The single best free climate-policy sim available. Replaces any need for us to build one. Excellent for U4 + U7.

Limitations

Aggregated to global level: does not show regional/national variation. 'Reference scenario' assumes business-as-usual which is debated.

NASA Eyes on Exoplanets

3D interactive tour of known exoplanetary systems. Visual + good for orienting students to scale.

Origin

NASA Jet Propulsion Laboratory.

Purpose

Public outreach + education. Free.

Value

Visually impressive; lets students fly through real exoplanet systems with accurate orbital parameters.

Limitations

Renders are artist's impressions for surface visuals: we don't actually know what these planets look like. Worth flagging.

PhET: Plate Tectonics

Interactive plate boundary visualization. Build oceanic vs. continental boundaries and watch the geology emerge.

Origin

PhET Interactive Simulations, University of Colorado Boulder. NSF-funded, peer-reviewed for pedagogy.

Purpose

K-12 + undergraduate STEM education. Free, open license.

Value

Cleanly designed, focused on a single concept at a time, well-tested in classrooms.

Limitations

Simplified models (boundaries are smoother than reality; rates accelerated). For HS+, supplement with real-data examples.

PhET: The Greenhouse Effect

Visualize how atmospheric composition changes outgoing infrared radiation. Essential for U4.

Origin

Same as above.

Purpose

Same.

Value

Lets students manipulate atmospheric CO₂ + see immediate radiation balance shift.

Limitations

Doesn't model feedback loops (ice-albedo, water vapor): pair with a separate explanation.

Global Carbon Atlas

Interactive country + sector breakdowns of CO₂ emissions. Time-series mappable.

Origin

Global Carbon Project, scientific consortium.

Purpose

Transparency for emissions accounting. Used by IPCC and Paris-process negotiations.

Value

Granular country + per-capita + per-GDP comparisons. Excellent for U4 + U7.

Limitations

Territorial vs consumption-based accounting differ substantially: defaults to territorial which under-counts wealthy importing countries.

Stellarium Web

Free browser planetarium. Pan and zoom anywhere in the night sky; jump to any date.

Origin

Open-source software project; data from professional astronomy catalogs.

Purpose

Astronomy education + amateur stargazing. Free.

Value

Excellent for orienting U1 to actual sky; show what stars Chennai sees, where exoplanetary systems sit.

Limitations

Web version is simpler than desktop Stellarium; for advanced features, the desktop version is free too.

HHMI BioInteractive

Free hub of short documentary films, Click-and-Learn interactives, and Data Points activities. Built for HS + intro college. Strong Earth science + evolution + ecology coverage despite the 'Bio' branding.

Origin

Howard Hughes Medical Institute (HHMI); science films + curriculum designed with practicing scientists.

Purpose

Free high-quality science education. Explicitly designed for classroom use, with teacher guides + assessments.

Value

Production values rival broadcast documentary; pedagogical materials are research-grounded. The short-film format (15-25 min) fits within an 80-min block with discussion time on either side. Specific clips called out in U2, U4, and U6 below.

Limitations

Despite the 'Bio' branding, coverage of physical Earth sciences (tectonics, atmosphere) is thinner than ecological coverage. Some films are US-centric in examples.

3. Cross-Cutting: Reading + Journalism (Global)

General-audience climate + environment journalism. Useful for background reading + finding op-ed exemplars (especially for U7).

Yale Climate Connections

Climate-science journalism; clear writing for general audiences. Daily updates.

Origin

Yale Center for Environmental Communication; foundation + Yale funded.

Purpose

Public climate-literacy + journalism. Explicitly accepts climate science as settled; investigates implications.

Value

Accessible, fact-checked, well-sourced. Strong for entry-level climate reading.

Limitations

Position is 'climate science is settled, what do we do', not neutral on the science question (because the science is settled). May read as partisan to skeptics.

The Conversation (Environment section)

Academic-journalism platform: working researchers write for general audiences with editorial support.

Origin

Non-profit; authors are academics with institutional affiliations disclosed; editors check journalistic standards.

Purpose

Translate research into accessible writing. Open-license republishing.

Value

Each article is by a real researcher with named expertise. Strong for current-research framing.

Limitations

Researcher voice means perspective matters; not balanced reporting in the traditional sense. Check author affiliations.

Mongabay

Environmental journalism with strong tropical-forest + biodiversity coverage. Regional bureaus including India + Indonesia + Latin America.

Origin

Non-profit environmental news org; founded 1999. Foundation-funded.

Purpose

Investigative + advocacy journalism on environment + conservation.

Value

Deep regional reporting on stories that mainstream media skips. Excellent for U6 + U7.

Limitations

Conservation-aligned editorial perspective. Worth pairing with industry sources for full picture.

Inside Climate News

Pulitzer-winning investigative climate journalism. Strong on fossil-fuel industry accountability.

Origin

Non-profit, foundation-funded; Pulitzer for 2013 exposé on Exxon's climate knowledge.

Purpose

Investigative journalism on climate, energy policy, environmental health.

Value

Long-form investigations rare elsewhere. Free to republish under Creative Commons.

Limitations

Accountability angle is strong: coverage emphasizes industry malfeasance. Pair with industry-perspective sources for balance.

OpenStax (Astronomy 2e, Biology 2e, and others)

Free, peer-reviewed, openly-licensed (CC BY-NC-SA 4.0) college textbooks from Rice University. Useful as foundational reading where the course needs a textbook spine. Specific chapter pointers in U1 and U6 below.

Origin

Rice University (founded 1999); textbook authors are practicing university faculty; content peer-reviewed before release; CC BY-NC-SA 4.0 license.

Purpose

Make college textbooks free and accessible globally. Explicit social-mission framing: addresses the textbook-cost barrier that disproportionately affects students from lower-income backgrounds.

Value

High-quality, free, durable, citable secondary source. Astronomy 2e and Biology 2e are HS-accessible despite the 'college' framing. Multiple formats (PDF, web, print-on-demand). Aligned to common college course outlines.

Limitations

Limited Earth & Env catalog: no standalone Earth Science textbook; coverage of U2/U3/U4/U5/U7 content is thin or absent. EXPLICIT RESTRICTION: OpenStax does not permit their content to be 'used in the training of large language models or otherwise be ingested into large language models or generative AI offerings without OpenStax's permission.' For our course: students may READ OpenStax chapters freely, but should NOT upload OpenStax PDFs into NotebookLM, Claude Projects, Gemini Gems, or similar tools as source material. Discuss this restriction explicitly in U0: it's a teaching artifact about the unsettled state of AI-and-copyright.

OpenStax, Astronomy 2e [open-license university textbook]

The textbook behind Earth as a Planet (sections 8.1, 8.3, 8.4 and 8.5). Our page is an adaptation, not a copy, which is why you can point an AI partner at our page freely but not at the book.

Origin

OpenStax, Rice University. Written by practicing university faculty, peer-reviewed before release, second edition. Licensed CC BY-NC-SA 4.0.

Purpose

A free first-year undergraduate astronomy survey, written to replace a paid textbook.

Value

Current, free, citable and openly licensed, which is why the course can adapt it rather than only link to it.

Limitations

A tertiary source written for first-year undergraduates, so it summarizes rather than reports. At least two of its numbers now sit behind the current literature: see the three-numbers note on our page, which says which figures we went with and why.

4. Cross-Cutting: AI Tools + AI Literacy

Practical AI tools students can use under the AI Documentation Protocol, plus literacy resources. Course-specific AI partners are on the AI Partners page. Class work happens on your section's assigned platform (Flint or BoodleBox); the entries below are here for AI-literacy reference: knowing what exists, and how to OPVL it, is part of the course.

NotebookLM (Google)

Upload sources (PDFs, links, docs); the AI answers questions grounded in those sources only. Generates summaries, study guides, podcasts.

Origin

Google product, Gemini-powered.

Purpose

Source-grounded AI research assistant. Designed to reduce hallucinations by restricting to user-provided material.

Value

Citation-by-source-paragraph means students can trace any AI claim back to which source said it. Genuine improvement over chat-only research.

Limitations

Only as good as the sources you provide; will not surface evidence outside the corpus. Free tier has session limits.

Perplexity

Search-grounded AI: every claim links to web sources. Free tier sufficient for student research.

Origin

Perplexity AI (commercial).

Purpose

Replace 'ask ChatGPT' with 'ask ChatGPT with citations'. Reduces but does not eliminate hallucinations.

Value

Citations are clickable; students can verify directly. Pro mode adds focused models.

Limitations

Citations sometimes don't fully support the synthesized claim: Verify, don't trust. Pro tier paywall for advanced features.

Claude Projects (Anthropic)

Create persistent project-context chats with custom system prompts. Used to build the course's 16 AI partners.

Origin

Anthropic (Claude).

Purpose

Custom AI assistants with persistent instructions + reference materials.

Value

How the course's named AI partners are deployed. See AI Partners page for the 16 specific partners.

Limitations

Requires Claude account; free tier has limits. System prompt quality determines partner usefulness.

Gemini Gems (Google)

Google's equivalent of Claude Projects. Custom personas + persistent context.

Origin

Google (Gemini).

Purpose

Same as Claude Projects.

Value

Free tier is generous; integrates with Google Workspace if your school uses it.

Limitations

Same caveats as above; quality depends on prompt design.

Stanford Civic Online Reasoning curriculum

Free curriculum for evaluating online sources, including AI-generated content. Designed by the Stanford History Education Group.

Origin

Stanford University, peer-reviewed pedagogical research.

Purpose

Civic education. Adapted for K-12 source-evaluation work.

Value

Research-grounded; aligns closely with the U0 OPVL throughline. Lateral-reading techniques are directly applicable.

Limitations

US-centric examples; instructors should swap in local + relevant Indian/Chennai examples for relevance.

AI Hallucination examples (live archive: student-collected)

(local: see Student Hub > Hallucination Wall)

Class-maintained collection of hallucinations students have caught in their own work. Pattern: prompt + AI output + correction + source.

Origin

Student-collected, instructor-curated.

Purpose

Make hallucination concrete by collecting actual examples from THIS class's work.

Value

Most concrete possible evidence: your students' own findings.

Limitations

Quality depends on collection discipline. Aim for one example per student per semester.

5. Indian-Specific Sources

India-specific data, journalism, government, and academic sources. The course is anchored in Chennai and South India: many cases (Cauvery, Pallikaranai, Western Ghats, Tamil Nadu agriculture, Greater Chennai climate planning) require Indian primary sources.

Down to Earth (CSE)

India's premier environmental magazine. CSE's editorial voice on climate, water, energy, biodiversity. Fortnightly print + daily online.

Origin

Centre for Science and Environment, Delhi-based NGO; founded 1980 by Anil Agarwal.

Purpose

Environmental journalism with development-justice framing: explicit equity focus on Global South climate burden.

Value

Most authoritative Indian environmental publication; covers stories Western press skips (Cauvery, Ganga, monsoon variability, local industrial pollution).

Limitations

CSE has policy positions (climate justice, equity-led negotiations); editorial voice reflects them. Read alongside Indian government sources for full picture.

Mongabay India

India-specific bureau of Mongabay. Strong on Western Ghats, NE India biodiversity, Indigenous land rights, river systems.

Origin

Mongabay (see global entry); India bureau staffed by Indian journalists.

Purpose

Environmental journalism, conservation-aligned.

Value

Coverage of Indian regional stories Western press doesn't reach. Excellent for U6 Western Ghats, U5 transboundary water issues, U2 Pichavaram + mangroves.

Limitations

Conservation editorial perspective; pair with industry voices for the full debate.

The Hindu (Environment + Science sections)

Chennai-headquartered national daily; respected environment + science desks. Free archive search.

Origin

The Hindu Group; established 1878. Largely independent editorial.

Purpose

General-audience daily journalism. Environment coverage is straight reporting plus occasional analysis.

Value

Geographic proximity to your students; covers Tamil Nadu + South India in depth (Cauvery disputes, Chennai climate adaptation, Marina + coastal erosion).

Limitations

General-interest depth; for technical depth, follow up with the cited primary sources. Some pages paywalled after several views.

India Meteorological Department (IMD) Pune

Official Indian weather + climate data. Historical records back over a century.

Origin

Government of India, Ministry of Earth Sciences.

Purpose

Operational meteorology + official climate records.

Value

Authoritative for Indian weather; long historical records (since ~1880s) make it the only source for India-specific climate baselines.

Limitations

Government data can lag for political-sensitive metrics. Some interfaces are dated; data access through search interface, not always API.

ISRO Bhuvan

India's official geospatial portal. Satellite imagery, land use, disaster maps, hydrology: all India-focused.

Origin

Indian Space Research Organisation, National Remote Sensing Centre.

Purpose

Official mapping + earth-observation portal for Indian government + researchers.

Value

India's equivalent of Google Earth but with India-specific layers (agricultural land use, watershed, urban sprawl, coastal erosion). Free.

Limitations

Interface is less polished than Google Earth; some layers India-only (which is the point but limits global comparison).

Cauvery Water Management Authority (CWMA)

Official body governing Cauvery allocation between Karnataka, Tamil Nadu, Kerala, Puducherry. Established by 2018 Supreme Court order.

Origin

Government of India, established by SC verdict.

Purpose

Implement Cauvery allocation + arbitrate disputes.

Value

Primary-source allocation data + meeting minutes + dispute logs. Essential for U5 Position Paper if your case is Cauvery.

Limitations

Bureaucratic interface; data downloads sometimes broken; politically-sensitive documents may be incomplete.

India Energy Outlook (IEA + Indian government)

Comprehensive analysis of India's energy system + 2040 projections. The reference for India energy policy debates.

Origin

IEA, with Government of India cooperation.

Purpose

Inform India's energy transition planning.

Value

Most rigorous India-specific energy analysis publicly available. Excellent for U7 if students choose an Indian city.

Limitations

2021 vintage: fast-moving sector; check IEA for updates.

Centre for Policy Research (CPR): Climate and Environment

Delhi-based think tank with rigorous climate + environment research. Strong on Indian climate policy + finance.

Origin

Independent Indian think tank, multi-funder.

Purpose

Research + policy analysis for Indian government + civil society.

Value

Indian voices on Indian climate policy. Counterweight to Western-think-tank-only readings.

Limitations

Think tank not government; positions are researcher-led, sometimes critical of government policy.

Forest Survey of India: Indian State of Forest Report (ISFR)

Biennial official Indian forest cover + carbon stock assessment.

Origin

Forest Survey of India, Ministry of Environment.

Purpose

Official Indian government forest accounting.

Value

Authoritative Indian forest data; essential for U6 if students study Indian regions.

Limitations

ISFR's 'forest cover' definition includes plantations + degraded forest, which inflates numbers vs. natural-forest definitions used elsewhere: flag this explicitly.

Wildlife Institute of India

Premier Indian wildlife + biodiversity research institute.

Origin

Government of India autonomous research institute.

Purpose

Wildlife research + species management for India.

Value

Primary source for Indian biodiversity data, especially Western Ghats + tiger reserves + protected areas.

Limitations

Government-affiliated; some politically-sensitive research (e.g., Indigenous rights vs. protected-area expansion) may be soft-pedaled.

Indian Network for Climate Change Assessment (INCCA)

(via Ministry of Environment, Forest and Climate Change site)

India's parallel to the IPCC at national scale. Regional climate projections + sectoral impact assessments.

Origin

Government of India, multi-institutional network.

Purpose

Inform India's national climate policy.

Value

India-specific climate projections at regional scale: IPCC global resolution doesn't reach Tamil Nadu or Karnataka specifically.

Limitations

Government-funded; consensus document; updates slower than IPCC.

Bengaluru-based / Chennai-based local civil society orgs

(varies: Citizen Matters, Citizens for Bengaluru, Arappor Iyakkam etc.)

Local civil-society + investigative-journalism orgs covering city-specific environmental + governance issues.

Origin

Various local NGOs + citizen-journalist networks.

Purpose

Local accountability + civic education.

Value

Hyperlocal coverage of Chennai marsh encroachment, Bengaluru lake pollution, etc. Invaluable for U2 + U5.

Limitations

Quality varies dramatically by org; verify before citing. Some orgs have strong advocacy positions.

6. Cross-Cutting: Student Tools

Tools students will use across multiple units. Zotero in particular pairs with the OPVL throughline: the note field is the right place to record OPVL analyses for citations.

Zotero

Free citation manager. Browser extension grabs source metadata, generates citations in any format.

Origin

Open-source project; originally Roy Rosenzweig Center for History and New Media (George Mason).

Purpose

Make academic citation accessible to non-specialists.

Value

Free, cross-platform, browser-integrated. Pairs naturally with the U0 OPVL throughline: Zotero's note field is the right place to record OPVL analyses.

Limitations

Initial setup curve; metadata grabber occasionally mis-reads pages and needs manual correction.

Datawrapper

Free web-based chart maker. Used by major newsrooms (NYT, FT, Guardian). Charts embeddable in docs + sites.

Origin

Berlin-based company; freemium model.

Purpose

Make publication-quality charts without design skills.

Value

Charts default to good practice (no chartjunk; honest scales). Excellent for the Climate Brief + Op-Ed.

Limitations

Free tier has Datawrapper branding on charts. Some advanced chart types require paid tier.

Google Earth (web version)

Browser-based satellite view + historical imagery + 3D terrain. Free.

Origin

Google.

Purpose

Public mapping + exploration tool.

Value

Excellent for U2 landscape reading + U6 land-use observation. Historical imagery layer lets you see change.

Limitations

Imagery dates vary by region; commercial labels may not match local naming conventions; resolution variable.

Climate Mind

Climate connection-mapping tool: pick what you care about (health, justice, animals, etc.) and see which climate impacts touch it.

Origin

Non-profit, open-source.

Purpose

Help non-experts find climate entry-points relevant to them.

Value

Useful for the Op-Ed (U7): students struggling to pick a public-audience angle can use this to find an entry-point.

Limitations

US-centric examples; less coverage of South Asian impact contexts.

Per-Unit Selected Sources (U0 to U7)

Each unit gets a focused list of 5-8 sources directly tied to the unit's content + assessment. Cross-cutting items are referenced briefly here ('See cross-cutting Data') and detailed in Sections 1-6.

U0: Selected Sources

Foundations: Doing Science, Using AI, Citing Evidence

Stanford History Education Group: Lateral Reading

Free curriculum on how professional fact-checkers evaluate online sources (lateral reading: leave the page, search the source).

Origin

Stanford University; peer-reviewed pedagogy.

Purpose

Civic-education curriculum; freely usable.

Value

Operationalizes OPVL's Origin question: how do you investigate the origin of a source you've never heard of?

Limitations

US-centric examples; swap in Chennai/India examples.

AllSides Media Bias Chart

Comparative chart of news outlets' editorial perspectives. Useful conceptual handle for Origin + Purpose evaluation.

Origin

AllSides Inc. (US-based, bipartisan team).

Purpose

Help readers see partisan framing.

Value

Concrete demonstration that 'news' is not uniformly objective.

Limitations

US-only outlets; need Indian + global equivalent for our context. The bias-axis framing has its critics (Adfontes alternative).

Anthropic's Responsible Disclosure documentation

Example of corporate AI-use disclosure norms. Reading material for the AI Documentation Protocol discussion.

Origin

Anthropic (AI company).

Purpose

Public-facing corporate transparency about AI safety.

Value

Models the disclosure language we ask students to use.

Limitations

Corporate voice; PR-shaped. Read alongside critical takes.

MIT Technology Review: AI section

Rigorous tech journalism on AI capabilities, limits, harms.

Origin

MIT-affiliated publication.

Purpose

Tech journalism for educated general audience.

Value

Better than mainstream press on AI technical claims; less hype than industry pubs.

Limitations

Some content paywalled; consistent skeptical-but-not-doomer editorial position.

OPVL framework: IB History resource

(IB History Internal Assessment guide; available via your IB coordinator)

The original OPVL framework from IB History. Used as our model.

Origin

International Baccalaureate Organization.

Purpose

Source-evaluation pedagogy for IB History students.

Value

Our course's OPVL throughline is adapted from this. Worth citing the source.

Limitations

IB-internal; not publicly free; consult IB History colleagues at AISC.

OpenStax: worked OPVL example (textbook as a source)

Use OpenStax as the in-class worked example of OPVL applied to a textbook. A free, peer-reviewed, CC BY-NC-SA licensed textbook WITH explicit AI-use restrictions is a teaching artifact about the unsettled state of AI-and-copyright. Students apply OPVL and discover the L row matters more than they expected.

Origin

Rice University; founded 1999; peer-reviewed by practicing faculty; CC BY-NC-SA 4.0 licensed; authors named on every book.

Purpose

Make college textbooks free and accessible globally. Explicit social-mission framing addresses the textbook-cost barrier.

Value

Authoritative, free, durable, citable. Excellent specimen for showing students what a GOOD secondary source looks like: clear authorship, peer review, transparent licensing, version history.

Limitations

Explicit no-AI-training language in the license restricts how students can use it with tools. They may read but not upload to LLMs. Limited Earth & Env catalog; examples skew U.S. The L row in this OPVL is the teaching moment: even a high-quality, openly-licensed source has terms-of-use constraints students must read.

U1: Selected Sources

Earth and Universe: Habitability and Systems

NASA Exoplanet Archive

See cross-cutting Data section. Primary source for student-chosen exoplanet research.

Origin

See cross-cutting.

Purpose

See cross-cutting.

Value

Required for Goldilocks Report.

Limitations

Many planet parameters have wide uncertainty bounds: students should cite uncertainties, not central values only.

NASA Eyes on Exoplanets

See cross-cutting Simulators. 3D system explorer.

Origin

See cross-cutting.

Purpose

See cross-cutting.

Value

Excellent scale intuition for U1.

Limitations

Artist renderings of surfaces: flag with students.

Kepler Mission press releases archive

Discovery announcements for Kepler exoplanets including Kepler-22b, 186f, 452b: common student picks.

Origin

NASA; primary source for discovery dates + characterization.

Purpose

Public outreach + scientific record.

Value

Authoritative for discovery context; cite-able in Goldilocks Reports.

Limitations

Press-release framing is celebratory; cross-reference with the underlying papers for full caveats.

Centauri Dreams

Long-running serious blog on exoplanet research + interstellar exploration.

Origin

Paul Gilster; affiliated with the Tau Zero Foundation.

Purpose

Science writing for engaged amateurs + students.

Value

Long-form pieces dig into research papers; good for going one level deeper than press releases.

Limitations

Single-author blog; perspective rather than reporting; check claims against primary sources.

Habitable Worlds Observatory (NASA upcoming mission)

Forthcoming flagship NASA exoplanet mission: useful context for 'what's next' framing.

Origin

NASA.

Purpose

Mission documentation + public outreach.

Value

Lets students discuss what we'll learn in the next decade vs. what we can claim now.

Limitations

Mission is still in development; specs may shift.

Stellarium Web

See cross-cutting Simulators.

Origin

See cross-cutting.

Purpose

See cross-cutting.

Value

Show students where Trappist-1, Proxima Centauri actually sit in Chennai's sky.

Limitations

Some objects below resolution.

OpenStax Astronomy 2e: Chapters 1, 4, 30

Free textbook spine for U1. Read Chapter 1 (Science and the Universe: A Brief Tour) for scale + AU/light-year setup; Chapter 4 (Earth, Moon, Sky) for orbital mechanics basics; Chapter 30 (Life in the Universe), ESPECIALLY Section 30.2 Astrobiology, for the habitable-zone and multi-criteria habitability treatment that directly aligns with the Goldilocks Report.

Origin

Rice University / OpenStax; authors Andrew Fraknoi, David Morrison, Sidney Wolff (practicing astronomers); peer-reviewed.

Purpose

Free college-level astronomy textbook.

Value

Section 30.2 covers the habitability framework in HS-readable prose with figures, including the habitable zone, atmospheric retention, biosignatures, and the limits of Earth-centric assumptions. Use as foundational reading BEFORE students draft the Goldilocks Report.

Limitations

U.S. observational examples dominate; recent JWST exoplanet atmosphere results may be underrepresented (textbook last updated 2022): supplement with current NASA press releases. AI-training restriction applies, see cross-cutting OpenStax entry. May read; may not upload to NotebookLM/Claude.

U2: Selected Sources

Surface Processes: Reading the Landscape

ISRO Bhuvan

See Indian Sources. Essential for Chennai-region satellite imagery + historical land-cover layers.

Origin

See Indian Sources.

Purpose

See Indian Sources.

Value

India-specific layers (Pallikaranai, Cooum, Adyar visible).

Limitations

Interface dated.

Google Earth (web)

See cross-cutting Tools. Historical imagery slider essential for landscape biography.

Origin

See cross-cutting.

Purpose

See cross-cutting.

Value

Historical imagery for Chennai goes back to early 2000s; lets students see encroachment + coastal change.

Limitations

Coverage gaps in some years.

Care Earth Trust (Chennai marsh + wetland conservation)

Chennai-based NGO with deep documentation of Pallikaranai Marsh, Adyar Estuary, local wetland ecology.

Origin

Chennai-based NGO; conservation-aligned.

Purpose

Wetland conservation + advocacy.

Value

Primary documentation of Pallikaranai's history that exists almost nowhere else in English.

Limitations

Advocacy organization: strong conservation perspective on encroachment; balance with planning-authority sources for full picture.

Geological Survey of India (GSI)

Official Indian geology + minerals + earthquake data.

Origin

Government of India, Ministry of Mines.

Purpose

Official Indian geological data.

Value

Primary geological maps + stratigraphy for Indian regions including the Eastern Ghats and Coromandel.

Limitations

Interface dated; some datasets behind request forms.

Indian Institute of Geomorphologists papers

(search via Google Scholar; many open-access)

Academic papers on Indian geomorphology: coastal change, monsoon-driven erosion, river-delta evolution.

Origin

Academic researchers.

Purpose

Peer-reviewed primary research.

Value

Deepest available science on Indian geomorphology.

Limitations

Technical; need scaffolding for HS readability.

HHMI BioInteractive: The Day the Mesozoic Died (short film)

33-min documentary on the discovery of the K-Pg extinction evidence (iridium layer + Chicxulub crater). Excellent on how landscape + sediment records preserve catastrophic events.

Origin

HHMI BioInteractive; features Walter Alvarez + others on camera.

Purpose

Science education + scientist-at-work narrative.

Value

Models how field geology + chemistry + paleontology converge on a hypothesis. Useful for the U2 'reading the landscape' frame at deep-time scale.

Limitations

Length doesn't fit a single block tidily: show in two chunks across U2 or U3.

U3: Selected Sources

Plate Tectonics: Hazards and Engineering

USGS Earthquake Catalog + ShakeMap

See cross-cutting Data. Required for hazard profile work.

Origin

See cross-cutting.

Purpose

See cross-cutting.

Value

Live + historical; shake-map intensity essential for U3.

Limitations

Coverage variation by region.

GEM Foundation (Global Earthquake Model)

International collaboration mapping global seismic hazard + risk. Open-source.

Origin

Non-profit foundation, Switzerland-based; UN-recognized.

Purpose

Public seismic-risk data + open modeling tools.

Value

Country + city-level risk profiles; uniform global methodology.

Limitations

Modeled risk; uncertainty bands wide for low-instrumentation regions.

IRIS (Incorporated Research Institutions for Seismology)

Research consortium running global seismic data + education resources.

Origin

US-based NSF-funded research consortium; merged with UNAVCO into EarthScope in 2023.

Purpose

Scientific research + education.

Value

Excellent free educational materials on earthquake science. Real-time station data.

Limitations

Heavy US instrumentation focus.

Earthquake Engineering Research Institute (EERI) reconnaissance reports

Post-earthquake field reports: what failed, what survived, lessons for engineering.

Origin

Professional society of earthquake engineers.

Purpose

Professional learning + research synthesis.

Value

Concrete engineering case studies, Tohoku, Christchurch, Wenchuan, Yokohama, that directly support U3 portfolio work.

Limitations

Technical writing; requires scaffolding for HS.

PhET Plate Tectonics simulation

See cross-cutting Simulators.

Origin

See cross-cutting.

Purpose

See cross-cutting.

Value

Excellent low-friction visualization of boundary types.

Limitations

Simplified.

Tectonic City Builder (course simulator)

(local, see Simulators page)

Our internally-built simulator for U3.

Origin

Course-authored; AI-assisted build.

Purpose

Pedagogical simulator for U3 engineering design.

Value

Custom-built for the course.

Limitations

Model assumptions documented in the simulator's 'Show assumptions' panel: apply OPVL.

U4: Selected Sources

Climate: Mitigation, Adaptation, and the Brief

IPCC AR6 Reports

See cross-cutting Data. Start with WG1 SPM (the physical science) + WG2 Chapter 10 (Asia regional).

Origin

See cross-cutting.

Purpose

See cross-cutting.

Value

Authoritative; WG2 Ch.10 is South Asia-specific.

Limitations

SPM is negotiated; chapter text is fuller.

En-ROADS

See cross-cutting Simulators. THE climate-policy sim worth using.

Origin

See cross-cutting.

Purpose

See cross-cutting.

Value

Replaces need for a course-built climate sim.

Limitations

Global aggregation; doesn't show Chennai-specific impacts.

Climate Action Tracker

See cross-cutting Data. Use India's rating page directly with students: it's a teaching artifact in itself.

Origin

See cross-cutting.

Purpose

See cross-cutting.

Value

Specific country pages directly usable in Climate Brief.

Limitations

Pledges vs. actions framing has critics.

India Meteorological Department (IMD)

See Indian Sources. Essential for Chennai-specific historical climate data.

Origin

See Indian Sources.

Purpose

See Indian Sources.

Value

Only source for India-specific long records.

Limitations

Interface dated.

Greater Chennai Corporation: Climate Action Plan

(search 'Greater Chennai Climate Action Plan': most recent version)

Chennai's official city climate plan. Direct relevance to the Climate Brief assessment.

Origin

Greater Chennai Corporation (municipal government).

Purpose

Operational city climate planning + public commitment.

Value

Primary source: what Chennai's government has actually committed to. Students writing a Brief should know this exists.

Limitations

Government document; aspirational where action is incomplete.

Down to Earth: climate coverage

See Indian Sources. India-perspective climate journalism.

Origin

See Indian Sources.

Purpose

See Indian Sources.

Value

Equity + climate-justice framing valuable counterweight to global-North centered coverage.

Limitations

CSE editorial position.

HHMI BioInteractive: Sea Level: On the Rise (short film)

Short documentary on the science of sea-level rise (thermal expansion + ice-sheet contribution) with field footage from Greenland + Florida.

Origin

HHMI BioInteractive; on-camera scientists.

Purpose

Climate-science education.

Value

Tight 10-15 min runtime fits a block opener. Visualizes both mechanisms (thermal + ice melt) in a way the IPCC text cannot.

Limitations

US East Coast framing for impacts; pair with Chennai sea-level data from IMD or the Climate Data Reference for local relevance.

HHMI BioInteractive: Coral Bleaching (interactive + films)

Multiple resources on coral bleaching: short films + Click-and-Learn on the symbiosis mechanism.

Origin

HHMI BioInteractive.

Purpose

Same.

Value

Excellent for the Chennai climate brief: Tamil Nadu's Palk Bay + Gulf of Mannar reefs are vulnerable to bleaching. Concrete teaching of climate-biology linkage.

Limitations

Reefs shown are Caribbean/Pacific; cite Indian Ocean bleaching data alongside.

U5: Selected Sources

Hydrosphere: Water, Stakeholders, and Position

Cauvery Water Management Authority

See Indian Sources. Primary source if Cauvery is the chosen case.

Origin

See Indian Sources.

Purpose

See Indian Sources.

Value

Official allocation data + minutes.

Limitations

Politically-sensitive documents may be incomplete.

Supreme Court of India: Cauvery verdicts (2007 + 2018)

(search 'Cauvery Final Order 2007' and 'State of Karnataka v. State of Tamil Nadu 2018' on Indian Kanoon)

Primary legal documents establishing the current Cauvery allocation regime.

Origin

Supreme Court of India.

Purpose

Authoritative legal record.

Value

Required reading for any Cauvery Position Paper. The reasoning is the position-paper exemplar.

Limitations

Long; judicial prose. The Position Paper Sentence Stems doc has extracted key paragraphs.

Murray-Darling Basin Authority

Australian equivalent to Cauvery dispute. Worked Example uses Murray-Darling.

Origin

Australian government agency.

Purpose

Operational management of Australia's largest river basin.

Value

Comparator case for Cauvery; transparent data + management plans publicly available.

Limitations

Australian legal + governance context differs from Indian; comparison is structural, not direct.

UN Watercourses Convention (1997 + 2014 commentary)

The international legal framework for transboundary watercourses. 'Equitable utilization' principle comes from here.

Origin

United Nations International Law Commission + General Assembly.

Purpose

International legal framework.

Value

Authoritative for the 'equitable utilization' allocation principle. India has not ratified; relevant context.

Limitations

International law's enforcement is weak; treaty is signed but India + China are not parties.

India's National Water Policy (latest version)

India's national-level water-allocation framework + principles.

Origin

Ministry of Jal Shakti, Government of India.

Purpose

National water policy framework.

Value

Frames how India officially thinks about water allocation.

Limitations

Aspirational document; implementation patchy.

International Water Management Institute (IWMI)

CGIAR research institute on water management. Strong South Asia work.

Origin

International research institute, CGIAR consortium.

Purpose

Water-management research + policy.

Value

Rigorous research on South Asian water issues including Indus + Ganga + Cauvery basins.

Limitations

Research-oriented; not advocacy.

U6: Selected Sources

Biosphere and Land Use: Multi-Objective Planning

Global Forest Watch

See cross-cutting Data.

Origin

See cross-cutting.

Purpose

See cross-cutting.

Value

Spatial granularity for any chosen region.

Limitations

Tree cover ≠ deforestation.

IPBES Global Assessment (2019)

Equivalent of IPCC for biodiversity. THE reference for global biodiversity status.

Origin

Intergovernmental Science-Policy Platform on Biodiversity and Ecosystem Services.

Purpose

Inform biodiversity policy globally.

Value

Most authoritative synthesis available. Source of the '~1 million species at risk of extinction' headline.

Limitations

5-year cadence; updates lag rapid changes.

Forest Survey of India: ISFR

See Indian Sources. Required for any Indian region in U6.

Origin

See Indian Sources.

Purpose

See Indian Sources.

Value

Authoritative India forest data.

Limitations

Forest definition controversial.

Mongabay India: Forests + Indigenous Rights

See Indian Sources. Specific coverage of Forest Rights Act, IPLC land rights, Western Ghats.

Origin

See Indian Sources.

Purpose

See Indian Sources.

Value

Indigenous-rights coverage that government sources downplay.

Limitations

Editorial perspective.

Garnett et al. 2018: Nature Sustainability

The peer-reviewed paper behind the 'Indigenous lands ~25% of land, ~80% of biodiversity' finding.

Origin

Academic paper, peer-reviewed.

Purpose

Scientific publication.

Value

Primary source for a widely-quoted claim. Cite this, not the press release.

Limitations

One study; subsequent literature has refined the numbers. Read the abstract carefully: the methodology matters.

Project Drawdown: Land Use solutions

Climate-solutions database; many land-use solutions (agroforestry, silvopasture, regenerative agriculture) with carbon + cost estimates.

Origin

Non-profit; founded by Paul Hawken.

Purpose

Catalogue climate solutions with comparable impact estimates.

Value

Useful for U6 land plans wanting to argue 'this practice scales to climate-relevant impact.'

Limitations

Estimates are modeled; uncertainty bounds wide; some solutions debated (e.g., BECCS).

HHMI BioInteractive: Some Animals are More Equal than Others (Paine + sea stars)

Short film on Robert Paine's keystone-species experiments + Mary Power's river food-web work. The foundational case for trophic cascades + biodiversity-as-function.

Origin

HHMI BioInteractive; on-camera ecologists telling their own work.

Purpose

Ecology education + scientist-as-storyteller.

Value

The clearest classroom-ready explanation of why biodiversity matters functionally (not just morally). Sets up the U6 ecosystem-services framing perfectly.

Limitations

US Pacific Northwest + California examples; pair with Indian ecosystem-services research for relevance.

HHMI BioInteractive: Serengeti trophic cascade Click-and-Learn

Interactive exploration of how rinderpest virus eradication cascaded through the Serengeti ecosystem.

Origin

HHMI BioInteractive.

Purpose

Ecology education through real ecosystem case.

Value

Concrete demonstration that ecosystems are interconnected systems: supports the U6 multi-objective thesis (changing one variable propagates everywhere).

Limitations

African-context case; bridge to Indian ecosystems (Project Tiger, Western Ghats trophic structure) for transfer.

OpenStax Biology 2e: Unit 8 (Ecology) + Chapter 47

Free textbook spine for U6. Unit 8 (Chapters 44-47) covers population, community, and ecosystem ecology. Chapter 47 (Conservation Biology and Biodiversity) is directly relevant to the multi-objective land use thesis and the Sustainable Land Plan assessment.

Origin

Rice University / OpenStax; biology faculty authors; peer-reviewed.

Purpose

Free college-level biology textbook.

Value

Chapter 47 explicitly treats biodiversity loss, conservation strategies, ecosystem services, and the human-impact context. The framing aligns with how U6 asks students to balance objectives in their land plan.

Limitations

Light on Indigenous-managed land use and Traditional Ecological Knowledge: supplement with Garnett et al. 2018 + Mongabay India (already in U6 list) for that lens. Western-conservation framing dominates. AI-training restriction applies: students may read but not upload to LLMs.

U7: Selected Sources

Energy and Sustainability: Mix Design and the Op-Ed

Our World in Data: Energy

Best public energy-data portal. Country profiles, source breakdowns, time-series: all chartable + downloadable.

Origin

See cross-cutting.

Purpose

See cross-cutting.

Value

Excellent for choosing a city + getting baseline data.

Limitations

Country-level; sub-national requires other sources.

Lazard Levelized Cost of Energy Analysis

Annual report; industry-standard LCOE comparisons across all sources. Free PDF.

Origin

Lazard (investment bank).

Purpose

Industry analysis for investors + policymakers.

Value

Authoritative LCOE numbers; updated annually; transparent methodology.

Limitations

US-context defaults; international LCOEs vary substantially. Industry source: read alongside academic LCOE.

IEA World Energy Outlook

See cross-cutting Data. Annual flagship report; scenario-based projections to 2050.

Origin

See cross-cutting.

Purpose

See cross-cutting.

Value

Scenarios are reference for industry + policy debate.

Limitations

Has historically underestimated renewables growth.

India Energy Outlook (IEA)

See Indian Sources. Essential if students choose New Delhi, Pune, or other Indian city.

Origin

See Indian Sources.

Purpose

See Indian Sources.

Value

India-specific scenarios.

Limitations

2021 vintage; check for updates.

Climate Action Tracker: country pages

Each country's climate + energy pledges + actual progress. Use the page for your student's chosen country.

Origin

See cross-cutting.

Purpose

See cross-cutting.

Value

Useful framing for whether a city's transition is on track or behind.

Limitations

Pledge-vs-action framing has critics.

Vox Climate + Energy section

Explanatory journalism on energy + climate. Strong on the political-economy side that pure-science sources miss.

Origin

Vox (US-based explanatory journalism).

Purpose

Public-audience explanation of complex topics.

Value

Excellent op-ed exemplars: David Roberts (now at Volts), Umair Irfan, etc. The voice the U7 Op-Ed asks students to emulate.

Limitations

US-context heavy; explicit liberal-progressive editorial perspective.

Op-Ed exemplars: NYT Climate, Guardian Climate

(search NYT Climate + Guardian Climate for recent op-eds)

Concrete examples of climate op-eds for a public audience. Read 3-5 before drafting.

Origin

Various; journalist + expert authors.

Purpose

Public opinion journalism.

Value

Show students what 'public audience' actually means in voice + structure.

Limitations

NYT + Guardian editorial perspectives; read for craft, not for consensus.