Climate Value Bifurcation (CVB) Model: Methodology, Classification Protocol, and Quantification Framework

The Climate Value Bifurcation (CVB) Model is an open methodology for valuing the climate outcomes of agroecological and climate-smart agriculture programmes led by smallholder farmers. Such programmes produce mitigation, adaptation and resilience outcomes at the same time, and reporting them together invites "triple-win" claims, inconsistent classification and double counting. The CVB Model separates these outcomes into three independent tracks: Mitigation (carbon value), Adaptation (farm margin expansion) and Resilience (probability-weighted income protected against defined climate shocks). A five-step protocol assigns each intervention a primary track based on its climate mechanism, not its financial magnitude, anchored where relevant to IPCC and Verra pathways. The document sets out valuation formulas for each track, a three-tier data hierarchy with status codes, a structured literature review method, emission factor and carbon price conventions, a cash-flow separability test that governs when values may be aggregated, confidence ratings, sensitivity ranges and reporting conventions. An Engagement Localisation Annex adapts the method to any Indian landscape, with a worked example from Patratu Block, Jharkhand. Outputs are pre-feasibility estimates, not verified carbon credits. Field validation sharpens them at diligence.

Authors

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-09-29
DOI
https://doi.org/10.5281/zenodo.23031418
Primary Topic
Climate change impacts on agriculture
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
article

Climate Value Bifurcation (CVB) Model: Methodology, Classification Protocol, and Quantification Framework

Srajesh Gupta
Zenodo (CERN European Organization for Nuclear Research)
Climate change impacts on agriculture
article

Climate Value Bifurcation (CVB) Model: Methodology, Classification Protocol, and Quantification Framework

Srajesh Gupta
article en

Abstract

The Climate Value Bifurcation (CVB) Model is an open methodology for valuing the climate outcomes of agroecological and climate-smart agriculture programmes led by smallholder farmers. Such programmes produce mitigation, adaptation and resilience outcomes at the same time, and reporting them together invites "triple-win" claims, inconsistent classification and double counting. The CVB Model separates these outcomes into three independent tracks: Mitigation (carbon value), Adaptation (farm margin expansion) and Resilience (probability-weighted income protected against defined climate shocks). A five-step protocol assigns each intervention a primary track based on its climate mechanism, not its financial magnitude, anchored where relevant to IPCC and Verra pathways. The document sets out valuation formulas for each track, a three-tier data hierarchy with status codes, a structured literature review method, emission factor and carbon price conventions, a cash-flow separability test that governs when values may be aggregated, confidence ratings, sensitivity ranges and reporting conventions. An Engagement Localisation Annex adapts the method to any Indian landscape, with a worked example from Patratu Block, Jharkhand. Outputs are pre-feasibility estimates, not verified carbon credits. Field validation sharpens them at diligence.

Zenodo (CERN European Organization for Nuclear Research)
General Electric (India) (IN)
Climate action
Openalex Percentile: Top 8%
Climate change impacts on agriculture
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Climate Value Bifurcation (CVB) Model: Methodology, Classification Protocol, and Quantification Framework — Srajesh Gupta · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS