Agriculture
22 columns
58 rows
8 formats

Agri Cooperative Supply Chain Risk Signals

This dataset provides granular, AI-powered risk signals for rural agricultural cooperatives, covering weather disruptions, logistics issues, supplier delays, and market shocks. Each record includes risk probability, severity, expected impact, and actionable recommendations, enabling small operators to proactively manage supply chain vulnerabilities and optimize procurement. Ideal for risk analytics, supply chain optimization, and early warning systems.

last updated 31 Dec 2025
by GoMask

The brief that made it

Early warning and risk monitoring for rural cooperatives

Sample rows

preview · 8 of 58 rows · all 22 columns

signal_idstring	alert_levelstring	risk_severityinteger	alert_generatedboolean	cooperative_idstring	cooperative_namestring	regionstring	crop_typestring	signal_datedate	risk_categorystring	risk_subtypestring	risk_probabilityfloat	expected_impactstring	impact_valuefloat	impact_unitstring	signal_sourcestring	supplier_idstring	supplier_namestring	logistics_partner_idstring	logistics_partner_namestring	recommendationstring	notesstring
SIG-20240601-001	warning	3	true	COOP-1001	Green Valley Farmers	Midwest	corn	2024-06-01	weather	drought	0.76	yield_loss	18.5	percent	weather_station	blank	blank	blank	blank	Implement irrigation and monitor soil moisture.	Recent dry spell predicted to continue.
SIG-20240601-002	info	2	true	COOP-1002	Sunrise Ag Collective	Great Plains	wheat	2024-06-02	logistics	road_closure	0.48	delivery_delay	3	days	logistics_partner	blank	blank	LOG-210	Agile Logistics Inc.	Reroute shipments via alternate highways.	Flooded local roads affecting delivery trucks.
SIG-20240601-003	critical	4	true	COOP-1003	Prairie Roots Co-op	Southeast	soybean	2024-05-28	supplier_delay	fertilizer_shortage	0.89	input_shortage	27.1	percent	supplier_report	SUP-301	Midwest Fertilizer LLC	blank	blank	Seek alternative fertilizer suppliers immediately.	Supplier unable to fulfill contract due to upstream disruptions.
SIG-20240601-004	blank	2	false	COOP-1001	Green Valley Farmers	Midwest	corn	2024-06-03	weather	hailstorm	0.33	yield_loss	7.8	percent	weather_station	blank	blank	blank	blank	blank	Forecast shows isolated hail possibility.
SIG-20240601-005	critical	4	true	COOP-1004	Blue River Coop	Pacific Northwest	barley	2024-05-31	market_shock	export_ban	0.82	price_increase	14.2	percent	market_data	blank	blank	blank	blank	Hedge price with futures contracts.	Key export market temporarily banned imports.
SIG-20240601-006	info	2	true	COOP-1005	Delta Harvest Group	Delta	rice	2024-06-04	supplier_delay	equipment_backorder	0.41	input_shortage	11	percent	supplier_report	SUP-189	RiceTech Supplies	blank	blank	Schedule maintenance for existing equipment.	blank
SIG-20240601-007	warning	3	true	COOP-1002	Sunrise Ag Collective	Great Plains	wheat	2024-06-05	weather	flood	0.61	yield_loss	13.6	percent	weather_station	blank	blank	blank	blank	Monitor fields and prepare drainage.	Heavy rain forecast for next week.
SIG-20240601-008	blank	2	false	COOP-1006	Canyon Ridge Growers	Southwest	cotton	2024-06-04	market_shock	price_spike	0.29	price_increase	8.4	percent	market_data	blank	blank	blank	blank	blank	Cotton prices volatile after export news.
SIG-20240601-009	warning	3	true	COOP-1007	Northern Plains Co-op	Northern Plains	canola	2024-05-29	logistics	rail_delay	0.59	delivery_delay	4	days	logistics_partner	blank	blank	LOG-303	Northern Rail Transport	Increase inventory buffer for key shipments.	Railcar shortage affecting outbound logistics.
SIG-20240601-010	blank	2	false	COOP-1008	Heartland Grains	Midwest	corn	2024-06-02	weather	heatwave	0.36	yield_loss	5.7	percent	weather_station	blank	blank	blank	blank	blank	blank
SIG-20240601-011	warning	3	true	COOP-1009	Evergreen Crops	Pacific Northwest	wheat	2024-06-04	supplier_delay	seed_shortage	0.67	input_shortage	8.9	percent	supplier_report	SUP-430	Evergreen Seed Co.	blank	blank	Contact secondary seed vendors.	Main supplier delayed by upstream production.
SIG-20240601-012	blank	2	false	COOP-1010	Riverbend Farms	Southeast	soybean	2024-06-03	market_shock	demand_drop	0.26	price_increase	3.5	percent	market_data	blank	blank	blank	blank	blank	Foreign buyers reduced orders.
SIG-20240601-013	critical	4	true	COOP-1011	Frontier Ag Partners	Great Plains	sorghum	2024-05-30	other	labor_strike	0.92	delivery_delay	6	days	ai_model	blank	blank	LOG-501	Harvest Haulers	Engage with labor mediators immediately.	Strike forecast to last at least a week.
SIG-20240601-014	blank	1	false	COOP-1012	Golden Fields Assoc.	Northern Plains	canola	2024-06-01	weather	frost	0.12	yield_loss	2.9	percent	weather_station	blank	blank	blank	blank	blank	blank
SIG-20240601-015	blank	2	false	COOP-1013	Mountainview Collective	Rocky Mountains	barley	2024-06-05	supplier_delay	late_payment	0.38	input_shortage	6.3	percent	supplier_report	SUP-210	Mountain Ag Inputs	blank	blank	blank	Supplier delayed due to invoice issues.
SIG-20240601-016	warning	3	true	COOP-1014	Forest Edge Farmers	Northeast	corn	2024-05-31	logistics	truck_breakdown	0.57	delivery_delay	2	days	logistics_partner	blank	blank	LOG-128	Northeast Freight	Arrange backup transportation.	blank
SIG-20240601-017	blank	2	false	COOP-1015	Sunburst Co-op	Delta	rice	2024-06-02	weather	heavy_rain	0.43	yield_loss	6.1	percent	weather_station	blank	blank	blank	blank	blank	blank
SIG-20240601-018	warning	3	true	COOP-1004	Blue River Coop	Pacific Northwest	barley	2024-06-06	market_shock	price_spike	0.66	price_increase	11.6	percent	market_data	blank	blank	blank	blank	Review contract pricing with buyers.	Barley futures hit seasonal high.
SIG-20240601-019	blank	2	false	COOP-1016	Rolling Acres Group	Midwest	soybean	2024-05-30	supplier_delay	customs_hold	0.34	input_shortage	4.7	percent	supplier_report	SUP-415	Global Ag Imports	blank	blank	blank	Imports delayed at port customs.
SIG-20240601-020	blank	1	false	COOP-1001	Green Valley Farmers	Midwest	corn	2024-06-05	logistics	road_closure	0.09	delivery_delay	1	days	logistics_partner	blank	blank	LOG-210	Agile Logistics Inc.	blank	Minor local detour, low severity.

What the 58 rows show

from the 58-row sample

Critical (alert level) stands out: mean risk_severity is 4.0, against 2.9 for the rest.

57%alert_generated = true
3median risk_severity
2impact units
5risk categories
5expected impacts
5signal sources

Mean risk_severity by alert_level33 rows

risk_severity58 rows, in bands of 0.5

Median 3, from 1 to 4.

cooperative_id58 rows · top 10 of 29 values

COOP-1136
COOP-1105
COOP-1155
COOP-1145
COOP-1114
COOP-10013
COOP-1123
COOP-10022
COOP-10042
COOP-10062

22 columns by typefrom the column list below

string 17
integer 1
float 2
date 1
boolean 1

Columns

22 columns in four groups

blueprint · 22 columns
column	type	description	example
Text 17 columns
`signal_id`	string	Unique identifier for each risk signal recordunique	SIG-20240601-001
`cooperative_id`	string	Unique identifier for the agricultural cooperative	COOP-1001
`cooperative_name`	string	Name of the agricultural cooperative	Green Valley Farmers
`region`	string	Geographic region where the cooperative operates	Midwest
`crop_type`	string	Type of crop managed by the cooperative (e.g., wheat, corn, rice)8 types	corn
`risk_category`	string	Category of risk detected (e.g., weather, logistics, supplier_delay, market_shock)weather · logistics · supplier_delay · market_shock · other	weather
`risk_subtype`	string	Specific subtype of risk (e.g., drought, flood, road_closure, price_spike)optional	drought
`expected_impact`	string	Expected impact of the risk (e.g., yield_loss, delivery_delay, price_increase)5 values	yield_loss
`impact_unit`	string	Unit of measurement for impact_value (e.g., percent, days, USD_per_ton)2 units · optional	percent
`signal_source`	string	Source of the risk signal (e.g., weather_station, logistics_partner, supplier_report, market_data, ai_model)5 sources	weather_station
`alert_level`	string	Level of alert issued (e.g., info, warning, critical)info · warning · critical · optional	warning
`recommendation`	string	Suggested mitigation or procurement optimization actionoptional	Implement irrigation and …
`supplier_id`	string	Unique identifier for the supplier involved (if applicable)optional	SUP-301
`supplier_name`	string	Name of the supplier involved (if applicable)optional	Midwest Fertilizer LLC
`logistics_partner_id`	string	Unique identifier for the logistics partner involved (if applicable)optional	LOG-210
`logistics_partner_name`	string	Name of the logistics partner involved (if applicable)12 names · optional	Agile Logistics Inc.
`notes`	string	Additional notes or comments related to the risk signaloptional	Recent dry spell predicte…
Numbers 3 columns
`risk_severity`	integer	Severity level of the risk signal (1=Low, 2=Moderate, 3=High, 4=Critical)1 to 4	3
`risk_probability`	float	Estimated probability of risk occurrence (0.0 to 1.0)0 to 1	0.76
`impact_value`	float	Estimated quantitative impact (e.g., % yield loss, days delayed, % price change)optional	18.5
Dates and times 1 column
`signal_date`	date	Date when the risk signal was generated	2024-06-01
True or false 1 column
`alert_generated`	boolean	Indicates if an AI-powered alert was generated for this risk signal	true

Use it for

An agriculture dashboard
The alert_generated rate, risk_severity by alert_level and a breakdown of cooperative_id. Excel, Power BI or Tableau.
Why do the 11 critical rows have a mean risk_severity of 4.0?
A root-cause class exercise
Hand out the rows and one question. The answer is in the data, not in the brief.
Signals58
SIG-20240601-0013warning
SIG-20240601-0022info
SIG-20240601-0042—
A software demo
Believable signals with cooperative_id, cooperative_name and region to fill a screen in front of a buyer.

This dataset58 rows22 columns

Yours1,000 rows22 columnsregion: UK only

blueprint · agri-cooperative-supply-chain-risk-signals

Behind this dataset

Same schema. As many rows as you need.

These 58 rows came out of a blueprint — 22 columns with generation rules behind each one. Open it in Data Factory to retune a column, add your own, wire in foreign keys, and run it at the size you actually need.

Rules it was built with

Each row represents a weekly risk assessment for a cooperative.
Include structured fields for weather anomalies, supplier delivery status, logistics delays, and pricing volatility.
Risk scores are auto-calculated based on weighted inputs from the risk signals.
Flagged weeks require review by a cooperative manager before shipment scheduling.
Historical records must include both resolved and unresolved risk cases.

Rows1,000 rows10,000 rows100,000 rows1,000,000 rows

Open the blueprint in Data Factory

1 credit per row. Preview 20 rows free. Buy rows for the full run.

Exports: CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
Licence: yours to use, including commercially
API slug: agri-cooperative-supply-chain-risk-signals

What should your data show?

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Sample rows

What the 58 rows show

Columns

Use it for

An agriculture dashboard

A root-cause class exercise

A software demo

Make it yours.

Same schema. As many rows as you need.

More in Agriculture

What should your data show?