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. 2020 Jul 15;12(4):761–768. doi: 10.1007/s12571-020-01083-2

Table 1.

Monitoring indicators for food production systems performance disruption

Productivity factors Data types and sources
Internal farm factors Labor • Spatially-explicit family labor opportunity costs and hired labor costs. Studies of hired labor availability and scarcity.
Resource supply and management factors

• Spatially-explicit farmer-survey based diagnostic studies of farmers’ ability to supplement external inputs of nutrients with regenerative agricultural techniques, (e.g., productive options for low-external input agriculture, with coupling to pest management techniques)

• Comprehensive studies of access to water and irrigation resources at the farm level

• Inventories of farm machinery and equipment

• Inventories of animal, fish, and poultry stock and productivity levels

Internal or external Seed

• Seed replacement rates and seed availability studies for key varieties at the farmer level

• Seed stock reserves available with public and private agencies and seed demand forecasts. Seed production information from key hybrid seed suppliers

External inputs Fertilizers

• Current fertilizer stock and price information, and sufficiency assessment at the manufacturer, distributor, retailer levels, coupled with production forecasts at the manufacturer level

• Fertilizer import data and fertilizer demand estimates

• Global fertilizer production and shipment data from international agencies, e.g., from the International Fertilizer Association

Pest control products

• Availability and prices of key pesticides, veterinary and aquacultural medicines sourced from surveys at the farmer, input retailer, manufacturer, and import-broker levels

• Import country mapping of the supply chain for widely used products to facilitate an understanding of possible disruptions (if countries are dependent on imports for particular products)

• Feasibility studies for alternative products (e.g., locally available biopesticides or biocontrol agents if pest threats are severe and availability of the chemicals are limited)

Livestock and aquaculture

• Studies at the input dealer and industry level on the availability and costs of animal feed, fingerlings, brood stock, chicks, calves and heifers

• Information on production figures from hatcheries compared to normal volumes

Agricultural services Farm machinery

• Readiness of machinery factories in shipping new and anticipated orders for machines and parts

• Cost and service type data from agricultural machinery service providers, dealers, manufacturers, and importers indicating the availability and prices for four-wheel and two-wheel tractors, transplanters, seed drills, irrigation pumps, harvesters and reapers, and post-harvest equipment

• Diagnostic surveys providing time-series data on the prevailing cost and payment modality for services from these machineries to farmer-clients

• In the case of irrigation and harvesting services, remotely sensed data on areas with localized water deficits and area of mature and harvested crop fields (to target services delivery)

Extension

• Comprehensive databases of governmental, NGO and private sector extension agents with contact information including telephone number, email, social media identification

• Inventory of extension agent specializations

Logistics

• Panel data on cost and vehicle availably data from courier services, trucking and shipping companies

• Agricultural goods and equipment import and export records, including the rate at which imports clear for distribution after arrival in ports

Credit and capital

• Credit disbursal data from commercial and agricultural banks, micro finance institutions, and informal banking sources

• Farm level data related to cash liquidity and credit availability for purchasing inputs

Processing and marketing Processing and mills

• Time series data on the volume, costs of processing, and sales of processed goods

• Studies to assess the degree to which imports of processed goods and feed can be substituted

• Data on milk purchases by processing companies and prices

Output market

• Data from wholesale traders and middlemen, data from feed and grain mills

• Monthly international price data published by USDA and/or FAO, in addition to other sources

• Consumer level price data on cereals, vegetables, milk, meat, fish and poultry