Human rights due diligence: CLMRS, grievance mechanism and living income
Child labour monitoring and remediation, an independent grievance channel and living income data, from the households themselves.
Farmer1st supports human rights due diligence at the first mile. It runs child labour monitoring and remediation systems (CLMRS), offers farmers and workers a grievance mechanism independent of their employer or buyer, and collects the household data needed to track living income, giving companies evidence for CSDDD-style due diligence.
Human rights due diligence
CLMRS
Identify children at risk, record cases, plan remediation and follow each case until it is closed.
Independent grievance mechanism
Farmers and workers raise concerns through a channel independent of their employer or buyer, in their own language.
Living income
Household income, costs and production data collected with consent, to measure the gap to a living income.
Due diligence evidence
Risks identified, actions taken and results measured, documented for CSDDD-style due diligence.
Consent and protection
Sensitive data is collected with consent and access is restricted to the people who need it.
How it works
- 01
Identify risks
Household surveys and field visits identify child labour, forced labour and income risks by area and supplier.
- 02
Act
Cases are recorded and remediation is planned and followed through, from school support to income measures.
- 03
Listen
The grievance mechanism lets farmers and workers raise issues safely, with each case tracked to resolution.
- 04
Measure and report
Progress on cases, grievances and living income is reported for your due diligence.
What you get
- Child labour cases identified and followed to closure
- A grievance channel farmers can trust
- Living income measured, not estimated
- Documented due diligence on human rights
What does human rights due diligence look like at the first mile?
Human rights risks in agricultural supply chains concentrate at the first mile: on the farms and in the households that produce the crop. Child labour, forced labour, unsafe work and incomes below what a family needs to live decently are hard to see from a head office, and hard to address without data from the households themselves.
Farmer1st brings three tools onto the same farmer-controlled network: a child labour monitoring and remediation system, an independent grievance mechanism, and living income measurement.
How does child labour monitoring and remediation work?
A CLMRS (child labour monitoring and remediation system) follows a clear cycle:
- Identify. Household visits and surveys, run by trained field teams, identify children at risk.
- Record. Each case is recorded with the information needed to act, and access is limited to the people handling it.
- Remediate. Actions are planned with the family and the community, such as school support, birth registration, or income measures for the household.
- Follow up. Repeat visits check whether the situation has improved, until the case can be closed.
Because the CLMRS runs on the same registry as traceability, cases can be linked to suppliers and areas, and progress is visible without exposing individual children beyond the people who need to know. Visits are organised through field agent management.
Why an independent grievance mechanism?
Farmers and workers rarely report problems through the organisation they depend on for income. A grievance mechanism that is independent of the employer or buyer makes it safer to speak up.
On Farmer1st, farmers and workers can raise a concern through the farmer app, by voice or text, in their own language, or through a field contact. Each grievance is recorded, routed to the right people and tracked to resolution, and the person who raised it can follow what happened. Patterns across grievances show where systemic problems sit.
How is living income measured?
Living income is the income a household needs for a decent standard of living in its location. Measuring the gap requires household data: production, prices received, costs and other income sources. Farmer1st collects it with consent, through farmer surveys and field visits, and compares it with a benchmark for the area.
| What you measure | What it shows |
|---|---|
| Household income by source | How dependent families are on one crop |
| Production costs | Where support could reduce costs |
| Gap to living income | Which groups are furthest from it |
| Change over time | Whether your programmes are working |
Actions that close the gap, such as better practices through training and quizzes, can then be measured against the same indicators.
How does this support the CSDDD?
The Corporate Sustainability Due Diligence Directive, Directive (EU) 2024/1760 (CSDDD), as amended by Directive (EU) 2026/470, requires the largest companies to identify, prevent, mitigate and account for adverse human rights and environmental impacts in their chains of activities, and to provide a complaints procedure. First-mile evidence on child labour, grievances and income is part of what that due diligence rests on. Together with EUDR compliance, it gives a single view of environmental and social risks at plot and household level.
How are farmers and children protected?
Data about households and children is among the most sensitive a company can hold. It is collected with consent, restricted to the people who need it for each case, and encrypted in transit and at rest. Farmers see what is recorded about their household.
Farmer1st is the first-mile infrastructure built around farmers: a farmer-controlled network where companies, governments and organisations collect, verify and share origin data, and build the services they need on top of it.
Can this follow our own policies and programmes?
Yes. Case definitions, remediation options, grievance routing and benchmarks follow your policies. Modules switch on as you need them, and anything specific, we prototype with you in the Nursery.
Frequently asked questions
What is a CLMRS?
A child labour monitoring and remediation system identifies children at risk of child labour, records each case and follows remediation until the situation is resolved. It is widely used in cocoa and other smallholder supply chains, and Farmer1st runs it on the same registry as traceability and farmer engagement.
Why does the grievance mechanism need to be independent?
Farmers and workers rarely report a problem through the organisation they depend on for income. A channel independent of the employer or buyer, available in local languages and protecting the person who reports, makes it more likely that real problems surface.
How does this relate to the CSDDD?
The Corporate Sustainability Due Diligence Directive, Directive (EU) 2024/1760, as amended by Directive (EU) 2026/470, asks the largest companies to identify, prevent, mitigate and account for adverse human rights and environmental impacts in their chains of activities. First-mile data on child labour, grievances and income is part of the evidence that due diligence relies on.
How do you measure living income?
With household data collected by consent: production, prices received, costs and other income sources. Compared with a living income benchmark for the area, it shows the gap for each group of households and whether it narrows over time.
How is sensitive data about children and households protected?
Data is collected with consent, access is limited to the people who need it for each case, and data is encrypted in transit and at rest. Farmers see what is recorded about their household.
Related services
Farmer surveys
Ask the farmers you need to hear from, by country, region, gender, age or crop. Consented, verified answers, fairly compensated.
Explore the module →Training & quizzes
Train the right farmers, test what stuck, train again where it didn't, and measure the impact on the indicators you report.
Explore the module →Farmer app & engagement
Offline, in local languages, with voice: a direct channel to farmers, where they control their data and receive payments.
Explore the module →Field agent management
Missions, routes, offline collection and supervision for the teams who gather first-mile data, with quality checked as it comes in.
Explore the module →Tell us about your supply chain.
Ten minutes with our scoping assistant. We come back with a first sketch of your service.