Ecological frameworks help interpret evidence — they do not create it.

Kokonut uses ecological-impact frameworks after farm activity has produced evidence. Two lenses currently appear across the Framework:

EBF — Ecological Benefits Framework for organizing ecological-benefit claims;
CRISP-style risk review for examining uncertainty that could weaken ecological, climate, financial, operator, or evidence-delivery assumptions.

They should sit above:

farm observations;
actual measurements;
operational records;
financial actuals;
MRV review;
published evidence.

MRV asks what the evidence says. EBF helps organize ecological-benefit interpretation. Risk review asks what could make the interpretation fail, weaken, reverse, or mislead.

Read the EBF source

EBF Commons describes the external framework around Air, Water, Soil, Biodiversity, Equity, and Carbon.

Start with MRV

Follow the evidence lifecycle before applying an ecological-benefit or risk interpretation.

Use the Positive Impact claim ladder

Keep alignment, activity, measured outcome, and impact interpretation separate.

See the live reference farm

Inspect which ecological practices, measurements, forecasts, and evidence gaps currently exist at Adelphi.

Neither EBF nor Kokonut’s CRISP-style risk review is a substitute for the methodology required by a carbon standard, biodiversity-credit standard, environmental regulator, scientific study, certification body, lender, insurer, or other external assurance process.

EBF and risk review at a glance

Layer	Core question	Status in Kokonut	Does not automatically provide
MRV	What was observed, measured, reviewed, and published?	Active evidence methodology	Ecological interpretation by itself
EBF	Which ecological-benefit domains are relevant, and what evidence supports them?	External framework used as an interpretation lens	Certification, data validation, carbon-credit eligibility
CRISP-style review	What could weaken, reverse, delay, or invalidate the expected benefit or claim?	Developing Kokonut risk-review pattern	A recognized external risk certification or universally valid score
Positive Impact Methodology	How strong can the final claim be?	Active Framework methodology	Evidence that does not exist

The old version of this page expanded CRISP as “Carbon Risk Identification and Scoring Principles.” The current repository does not link that expansion to an authoritative external source. This page therefore uses CRISP-style risk review as Kokonut terminology rather than presenting that full name as an established external standard.

Where these frameworks sit

The important ordering is:

evidence first → interpretation second → decision third

Not:

framework → score → proof

EBF — Ecological Benefits Framework

What the external EBF actually organizes

The externally maintained Ecological Benefits Framework describes six interconnected domains:

Air
Water
Soil
Biodiversity
Equity
Carbon

EBF Commons explicitly describes the framework as a shared set of definitions/agreements rather than a data standard or certification. Kokonut should therefore use EBF as:

a common ecological-benefit vocabulary;
a way to organize evidence;
a way to expose gaps across more than carbon;
a partner/reporting lens;
a comparison structure when semantics are consistent.

It should not be treated as automatic proof that a benefit exists.

The six EBF domains in Kokonut

EBF domain	Useful Kokonut question	Example evidence	Overclaim to avoid
Air	Did farm activity measurably change emissions, smoke, dust, pollutants, or another defined air indicator?	Fuel/input records, air-quality data, emissions methodology	“Regenerative farming automatically improved air quality”
Water	Did water availability, use, runoff, erosion, infiltration, or quality change?	Irrigation records, water quantity/quality data, runoff observations	“Ground cover automatically improved watershed health”
Soil	Did a defined soil condition change?	Soil moisture, EC, temperature, organic matter/carbon where methodologically appropriate	“Biochar means soil health improved”
Biodiversity	Did species, habitat, survival, abundance, or another defined biodiversity indicator change?	Inventory, survival, repeated surveys, habitat observations	“More species planted means biodiversity was restored”
Equity	Who receives benefits, decision power, opportunity, access, and costs?	Ownership, roles, compensation, participation, benefit distribution	“Women-led ownership proves broader equality improved”
Carbon	Did an appropriate methodology establish an emissions reduction/removal/storage outcome?	Baseline, boundary, carbon method, soil/biomass/input data, uncertainty, verification where required	“Biochar/agroforestry automatically equals verified carbon”

EBF is broader than ecology in the narrow sense

The Equity domain matters because ecological projects affect people through:

land access;
ownership;
labor;
income;
participation;
distribution of benefits;
distribution of costs and risks.

That is also why EBF should connect to the Kokonut Pillars—especially WHO, CONTRIBUTION, RISK, and PUBLIC GOODS.

EBF evidence maturity

An EBF domain can be relevant at different claim levels.

Claim level	Soil example	Equity example
Alignment	Farm design includes soil-building practices	Project design includes women-led ownership or local participation
Activity	Biochar/cover/biological-input practice occurred	Training, work, ownership, or participation occurred
Measured outcome	A defined soil indicator changed	Compensation, opportunity, participation, or benefit-distribution indicator changed
Impact interpretation	Evidence supports a bounded soil-condition conclusion	Evidence supports a bounded equity conclusion

Do not create an “EBF score” merely by counting how many of the six domains are mentioned. Six represented domains are not six achieved benefits.

Kokonut’s 8 Forms of Capital are an internal value-classification lens. EBF is an external ecological-benefit framework. They can overlap without being collapsed.

EBF domain	Likely Kokonut capital forms
Air	Natural, Health
Water	Natural, Health, Material
Soil	Natural, Material
Biodiversity	Natural, Intellectual
Equity	Social, Human, Financial, Cultural
Carbon	Natural, Financial where an actual market/credit relationship exists

EBF domains should not be converted into capital units, and capital forms should not be converted into an EBF score without a transparent methodology.

CRISP-style risk review

What Kokonut means by it

Across the current Knowledge Base, CRISP is used as shorthand for a structured risk lens around ecological and carbon-related delivery. Because the repository does not currently provide an authoritative external source for the expansion “Carbon Risk Identification and Scoring Principles,” Kokonut should document the method by what it actually does:

Identify material risks, connect them to evidence, assign ownership and mitigation, and revisit them as the farm changes.

That makes it useful even when no numeric score is appropriate.

Risk categories

A farm-level ecological risk review can include:

Risk category	Core question	Evidence to inspect
Methodology / claim risk	Does the method actually support the claim being made?	Protocol, baseline, boundary, units, uncertainty, reviewer
Climate / physical risk	Could drought, flood, heat, storm, fire, erosion, or water stress reverse or weaken outcomes?	Weather/climate context, water system, field records, contingency plans
Permanence / reversal risk	Could the measured benefit later be lost?	Management continuity, mortality, disturbance, land-use change, maintenance
Leakage / displacement risk	Did the intervention move a burden elsewhere rather than reduce it?	Input sourcing, land-use displacement, waste/material flows, externalized impacts
Agronomic / ecological risk	Could pests, disease, poor establishment, nutrient imbalance, or inappropriate design undermine the system?	Crop/animal/soil records, survival, field review
Data-quality risk	Is the evidence incomplete, stale, biased, inconsistent, or incomparable?	Provenance, timestamps, calibration, missing records, review state
Operator / execution risk	Can the responsible people actually execute and maintain the intervention?	Milestones, roles, maintenance, reporting discipline, capacity
Financial risk	Can the farm sustain the activity long enough for the expected benefit to occur?	Budget, actual spend, cash flow, revenue actuals, maintenance funding
Legal / land / policy risk	Could tenure, permits, standards, certification, or policy change affect the claim or activity?	Agreements, land records, legal review, external requirements
Equity / social risk	Could benefits/costs be distributed unfairly or participation create harm?	Compensation, consent, participation, benefit distribution, grievance records
Technology / infrastructure risk	Could sensor, irrigation, data, energy, storage, or software failure weaken delivery/evidence?	Uptime, maintenance, QA, backups, failure logs

These categories should be adapted to the farm and claim. They are not a fixed universal taxonomy.

Risk scoring is optional — transparency is not

A risk review can be useful without reducing every risk to one number. A minimum risk record should capture:

Field	Question
Risk	What can fail, reverse, or mislead?
Claim / asset affected	Which ecological benefit or farm outcome is exposed?
Evidence	What makes this risk credible?
Likelihood / uncertainty	How plausible is it, using the current evidence?
Consequence	What happens if it materializes?
Mitigation	What reduces the likelihood or consequence?
Owner	Who is responsible for managing it?
Trigger / indicator	What would show the risk is increasing?
Residual risk	What remains after mitigation?
Review date	When should the assessment be revisited?

If a numeric score is used

Document:

scale;
weights;
formula;
evidence inputs;
treatment of missing data;
thresholds;
reviewer;
version;
sensitivity to changed assumptions.

A number without a transparent scoring method is decoration, not risk analysis.

Relationship to the Pillars of Value

The Pillars already contain RISK. The ecological risk review is a more detailed extension for claims where ecological, climate, permanence, evidence, or external-standard risk is material. This keeps risk connected to the actual claim instead of producing a detached farm-wide score.

EBF and CRISP-style review work together

The two lenses ask different questions.

Lens	Question
EBF	Which ecological-benefit domain does the evidence relate to?
Risk review	What could weaken, reverse, invalidate, or overstate that benefit?
MRV	What source evidence exists?
Positive Impact Methodology	What claim level does that evidence justify?

Example:

EBF Soil: a repeated soil indicator improved during the reporting period.

Risk review then asks:

Was the baseline comparable?
Could rainfall explain part of the change?
Was the same method used?
Could later disturbance reverse it?
Is the reporting period long enough?
Is the result being generalized beyond the measured plot?

The risk analysis narrows and contextualizes the benefit claim. It does not erase a real measured outcome, and it does not manufacture one.

Adelphi: EBF interpretation with current evidence boundaries

Adelphi can be mapped across all six EBF domains, but the evidence maturity differs substantially.

EBF domain	Current Adelphi basis	Safe current claim	Stronger evidence still needed
Air	Biological-input strategy and farm-operation choices may affect emissions/exposure	Air-related pathways may be relevant	Defined emissions/air-quality baseline, activity data, methodology
Water	Irrigation/water infrastructure, soil-cover and erosion-management practices	Water-management practices are implemented	Water-use efficiency, runoff, infiltration, water-quality or comparable outcome evidence
Soil	Biochar, biological inputs, cover, soil observations/probes	Soil-management practices and measurement capability are documented	Repeated comparable soil indicators tied to defined claims
Biodiversity	Two syntropic plots, agroforestry, nursery, 12+ native/at-risk species identified in repository materials	Biodiversity-relevant design and propagation activity are documented	Verified conservation status, survival, repeated species/habitat evidence
Equity	Women-led ownership/operations, seven documented jobs, community/training infrastructure	Women-led operation and work/community pathways are documented	Compensation, participation, benefit distribution, wider equity outcomes
Carbon	Biochar, agroforestry, perennial vegetation, soil practices	Climate-relevant practices create a co-benefit hypothesis	Carbon methodology, baseline, boundary, measurements, uncertainty, permanence, appropriate verification

Adelphi should not currently be described as having a completed EBF impact score, verified carbon outcome, proven biodiversity restoration, improved watershed condition, or demonstrated community-wide equity outcome unless the corresponding evidence and methodology are actually present.

Adelphi: current risk-review examples

Risk	Why it matters	Evidence / mitigation to strengthen
Long-cycle crop timing	Coconut/perennial value takes years to mature	Updated survival/phenology/harvest actuals; liquidity plan
Water / climate	Production and ecological establishment depend on water availability and weather	Water records, infrastructure performance, contingency plan
Soil-claim risk	Practices may exist before measurable soil response is established	Baseline + repeated comparable measurements
Biodiversity-claim risk	Species presence/planting can be mistaken for restoration	Survival, repeated surveys, habitat indicators, verified taxonomy/status
Carbon-claim risk	Biochar/agroforestry can be overstated as quantified sequestration	Carbon method, application/biomass data, uncertainty, permanence review
Financial risk	Forecast crop revenue may not match realized yield/price/cost	Harvest, sale, cost, cash-flow actuals
Operator capacity risk	Infrastructure and multi-system farm management require sustained local execution	Roles, maintenance, milestones, operating records
Data-quality risk	Sparse or inconsistent measurements can create misleading trends	Provenance, reporting periods, QA, missing-data visibility
Equity risk	Women-led ownership/jobs may be overstated as wider community equity	Compensation, participation, decision-power and distribution evidence

Publication and attestations

Published evidence

A published farm record means it passed the applicable Kokonut lifecycle and is available to approved downstream surfaces. It does not automatically mean:

external audit;
scientific peer review;
regulatory approval;
environmental certification.

EAS

An EAS attestation can preserve:

signer;
schema;
timestamp;
evidence reference;
provenance.

It cannot independently determine whether an EBF benefit or risk conclusion is scientifically valid.

IPFS / Filecoin

Content-addressed storage can preserve evidence artifacts. It is useful where durable public evidence matters. It is not required for every ecological record, and it proves file identity/integrity rather than truth.

A reusable ecological-interpretation record

For a material EBF or ecological-risk statement, capture:

Field	Requirement
Framework/lens	EBF domain, risk review, or both
Claim	What exactly is being asserted?
Claim level	Alignment, activity, measured outcome, impact interpretation?
Farm / boundary	Which site, plot, stakeholder group, ecosystem, or system?
Baseline	What was the starting condition?
Intervention	What action is relevant?
Metric / observation	What was recorded?
Method	How was it measured or assessed?
Reporting period	When?
Source	Which governed record/dataset?
Reviewer	Who reviewed the evidence/interpretation?
EBF domain	Air, Water, Soil, Biodiversity, Equity, Carbon
Contribution context	What else may explain the outcome?
Material risks	What can fail, reverse, or distort the conclusion?
Mitigation / owner	Who does what next?
Evidence pointer	Hub record, dataset, file, CID, attestation, report?
Next evidence	What would strengthen or falsify the conclusion?

This makes the output auditable without pretending the framework itself performed the measurement.

Reporting cadence should follow the evidence

The old page made EBF and CRISP an annual requirement by default. Annual review can be useful. It should not be the only cadence. Different evidence moves at different speeds:

Evidence	Useful cadence example
Weather / irrigation / operational events	Daily to monthly where material
Harvest / sales / inputs	Per event / crop cycle
Soil measurements	Method-dependent; avoid meaningless over-sampling
Vegetation remote sensing	Regular comparable periods
Biodiversity / survival	Seasonal / annual / methodology-dependent
Equity / work evidence	Reporting-period / program / employment-cycle
Carbon	Standard/methodology-defined
Full EBF synthesis	Periodic when enough reviewed evidence exists
Risk review	Proposal, major change, incident, expansion, reporting period

Choose cadence because it matches the claim and method—not because a dashboard wants another data point.

How Kokonut Intelligence can support this layer

Kokonut Intelligence can help:

retrieve reviewed records by EBF domain;
compare reporting periods;
calculate defined indicators;
identify missing baselines;
flag stale evidence;
assemble EBF evidence packets;
maintain risk registers;
surface changed assumptions;
compare forecast vs. actual;
draft interpretations for review;
link published evidence to attestations.

It should not independently:

declare a farm EBF-certified;
invent a CRISP standard that has not been documented;
create carbon-credit eligibility;
convert weak evidence into a high ecological score;
hide uncertainty;
decide scientific causality;
substitute AI confidence for domain review.

Common failure modes

Failure mode	Better practice
“EBF proves ecological impact.”	EBF organizes interpretation; measurements/methodology support the claim
“EBF has four Kokonut dimensions.”	Use EBF’s external six-domain structure: Air, Water, Soil, Biodiversity, Equity, Carbon
“A practice checks the Soil/Biodiversity box.”	Separate activity from measured outcome
“Six EBF domains = six impacts.”	Evaluate each claimed outcome independently
“CRISP is an externally standardized Kokonut carbon-risk framework.”	Treat current usage as Kokonut CRISP-style risk analysis unless an authoritative source is adopted
“Every risk needs a numeric score.”	Use structured qualitative risk when scoring adds false precision
“A high score means the project is safe.”	Preserve evidence, assumptions, residual risk, and review date
“EAS verifies EBF/CRISP conclusions.”	EAS supports provenance, not scientific validity
“An annual report proves current conditions.”	Check reporting period and freshness
“Biochar means Carbon benefit.”	Apply the relevant carbon methodology before quantification
“Women-led means Equity improved.”	Report the documented ownership structure; measure wider equity separately
“Remote sensing proves Biodiversity.”	Use vegetation indicators as context; use biodiversity-specific evidence for biodiversity claims

Who should use this layer

Farm operators

Use ecological and risk lenses to decide what needs to be measured, maintained, changed, or mitigated in real operations.

Impact & research reviewers

Check EBF-domain evidence, methods, claim maturity, contribution context, uncertainty, and risk.

Capital governance participants

Use ecological interpretation and risk as decision inputs without treating either as an automatic funding verdict or overriding farm/domain expertise.

Guilds & contributors

Turn ecological evidence gaps and risk mitigations into bounded research, field, data, documentation, or implementation work.

Partners & grant reviewers

Trace ecological claims to source evidence and distinguish external EBF vocabulary from Kokonut’s developing risk-review tooling.

Developers & agents

Preserve framework version, evidence pointers, risk assumptions, scoring methodology if used, and human/domain review.

Current maturity

Surface	Status	Interpretation
EBF external framework	External / active reference	Six domains: Air, Water, Soil, Biodiversity, Equity, Carbon
EBF use in Kokonut	Active interpretation lens	Organizes ecological-benefit evidence; not external certification by itself
CRISP terminology in Kokonut	Developing / internally documented	Risk-review shorthand; current repo does not establish the old expanded name as an external standard
Numeric CRISP scoring	Optional / methodology-dependent	Requires explicit scales, weights, formula, versioning, and evidence
Adelphi EBF mapping	Reference implementation	All six domains can be screened; outcome maturity varies
Adelphi carbon outcome	Climate co-benefit hypothesis	No verified carbon result without fit-for-purpose methodology
Kokonut Intelligence support	Active/developing	Can assemble evidence and decision support; does not certify ecology
Cross-farm ecological comparison	Developing	Requires comparable boundaries, methods, periods, semantics, and evidence

Continue through the Framework

EBF Commons

Review the external source for the Ecological Benefits Framework and its six ecological-benefit domains.

Positive Impact Methodology

Apply alignment → activity → measured outcome → impact interpretation before making stronger ecological claims.

Pillars of Value

Use WHAT, WHO, HOW MUCH, CONTRIBUTION, RISK, and PUBLIC GOODS to structure value and uncertainty.

8 Forms of Capital

Categorize broader value without collapsing unlike outcomes into one ecological score.

MRV Methodology

Follow the source evidence and review lifecycle beneath EBF and risk interpretation.

Adelphi Physical Systems

Inspect the practices and infrastructure that create ecological hypotheses at the live reference farm.

Ecological frameworks are most credible when they make the evidence and uncertainty easier to inspect—not when their names are used as substitutes for measurement, methodology, or external assurance.

​Ecological frameworks help interpret evidence — they do not create it.

Read the EBF source

Start with MRV

Use the Positive Impact claim ladder

See the live reference farm

​EBF and risk review at a glance

​Where these frameworks sit

​EBF — Ecological Benefits Framework

​What the external EBF actually organizes

​The six EBF domains in Kokonut

​EBF is broader than ecology in the narrow sense

​EBF evidence maturity

​EBF and the 8 Forms of Capital are related — but not identical

​CRISP-style risk review

​What Kokonut means by it

​Risk categories

​Risk scoring is optional — transparency is not

​If a numeric score is used

​Relationship to the Pillars of Value

​EBF and CRISP-style review work together

​Adelphi: EBF interpretation with current evidence boundaries

​Adelphi: current risk-review examples

​Publication and attestations

​Published evidence

​EAS

​IPFS / Filecoin

​A reusable ecological-interpretation record

​Reporting cadence should follow the evidence

​How Kokonut Intelligence can support this layer

​Common failure modes

​Who should use this layer

Farm operators

Impact & research reviewers

Capital governance participants

Guilds & contributors

Partners & grant reviewers

Developers & agents

​Current maturity

​Continue through the Framework

EBF Commons

Positive Impact Methodology

Pillars of Value

8 Forms of Capital

MRV Methodology

Adelphi Physical Systems

Ecological frameworks help interpret evidence — they do not create it.

EBF and risk review at a glance

Where these frameworks sit

EBF — Ecological Benefits Framework

What the external EBF actually organizes

The six EBF domains in Kokonut

EBF is broader than ecology in the narrow sense

EBF evidence maturity

EBF and the 8 Forms of Capital are related — but not identical

CRISP-style risk review

What Kokonut means by it

Risk categories

Risk scoring is optional — transparency is not

If a numeric score is used

Relationship to the Pillars of Value

EBF and CRISP-style review work together

Adelphi: EBF interpretation with current evidence boundaries

Adelphi: current risk-review examples

Publication and attestations

Published evidence

EAS

IPFS / Filecoin

A reusable ecological-interpretation record

Reporting cadence should follow the evidence

How Kokonut Intelligence can support this layer

Common failure modes

Who should use this layer

Current maturity

Continue through the Framework