Current UCUI
68/100
Moderate-High Uncertainty
+4 points from prior reading
Potato Market Intelligence
Potato Yield Prediction Model
A potato yield prediction model turns changing crop evidence into a forecast range for gross and marketable production by region or grower program. Growers, processors, and lenders can update scenarios as weather, field samples, canopy, and harvest data arrive while keeping usable quality separate from biological tonnes.
Market Data
How to read this market
A potato yield-prediction model estimates crop output before final harvest using acreage, variety, planting date, weather, irrigation, remote sensing, field samples, crop progress, and historical relationships. The market object is a forecast distribution for gross and marketable yield by region or grower program.
Use the model to update supply scenarios as evidence arrives, compare contracted production with demand, and separate biological tonnes from specification-ready output. Preserve forecast vintages and uncertainty so users can see what changed and which assumptions drive the result.
Data Module
Potato Yield Prediction Model
Market objectforecast production
Primary measureyield range
Key dimensionsacreage, variety, region, crop stage
Inputsweather, field, remote sensing
Commercial usecoverage and revenue planning
Compare withmarketable quality and contracts
Analysis
Why this matters
Yield models matter because one precise number can hide meaningful uncertainty in both tonnage and quality. A strong gross yield can still produce weak commercial supply if size, solids, defects, or harvest loss miss buyer requirements.
The most useful interpretation is scenario-based. Procurement should react more strongly when multiple independent inputs move together and when the downside overlaps a specific contract or delivery window.
Signal 01
Usable Crop Uncertainty Index
UCUI translates crop and market complexity into a simple uncertainty signal. Higher readings indicate greater uncertainty—not necessarily higher prices.
Understand uncertainty. Anticipate risk. Act earlier.
UCUI is designed to analyze potato-industry publications and data signals across regions, varieties, weather, disease, storage, supply, and demand.
WeatherHigh
DiseaseHigh
StorageMedium
SupplyMedium
Single-day snapshot based on a scan of 11,500+ web and social signals. Get historical and real-time data by clicking the button below.
The MassGain Daily
Today’s market analysis.
A daily editorial synthesis of physical potato data, crop signals, market reporting, and what participants should watch next.
September 16, 2026Latest MassGain publication
Potato market steady for now; Russia’s smaller crop is the salient risk
Spot prices are flat and USDA terminal reports read ‘market steady,’ but a renewed forecast for a smaller Russian harvest and recent regional harvest stress leave seasonal import timing and storage losses as the key uncertainty.
Signal 02
MassGain Potato Index
Independent physical-pricing intelligence and market-trend analysis for procurement, forecasting, contracting, and scenario planning.
Core Russet Carton Median
312.45 USD/MT
Latest qualifying physical-market observation
+4.75 (+1.55%)
Price discovery for the physical potato market
MPI is designed to track physical pricing data, price trends, deltas, and divergences across regions and potato types.
Series window45 days
Current public coverageCore russet cartons
Primary source basisQualifying USDA physical rows
UnitUSD per metric tonne
Single-day snapshot based on most recent 45 days worth of data. Limited to US Russets only. Get more complete, global data about all varieties by clicking the button below.
Signal 03
MassGain Spot Reference
An independent spot reference designed for price discovery, contract discussions, procurement comparisons, and risk modeling.
Russet Burbank — U.S. Midsize
305 USD/MT
Demonstration reference format
+1.6% WoW · Confidence: High
A trusted benchmark for pricing, contracts, and risk
MSR is intended to use real transactions and verifiable physical-market data to support negotiations, price checks, contracting, and risk models.
ProductRusset Burbank
SpecificationU.S. midsize, 40–70 count
Reference typePhysical spot benchmark
StatusIn development
Based on most recent 45 days worth of data. Limited to US Russets only. Get more complete, global data about all varities by clicking the button below. Full access also includes historical data -- including depreciated NYMEX/CBOE/EEX spot references -- projections, trends, and AI-driven insights.
The MassGain Product Ladder
From insight to intelligence to action
Four integrated products built for the physical potato market, delivered through public pages, reports, exports, dashboards, and API access.
1
Content
Original research, commentary, aggregated news, and market updates.
- What matters right now?
- What is happening out there?
2
UCUI™
Usable Crop Uncertainty Index: an AI-powered signal of crop risk and market uncertainty.
- Understand uncertainty
- Anticipate risk
- Act earlier
3
MPI™
MassGain Potato Index: independent physical-pricing intelligence and trend analysis.
- Price discovery
- Regional trends
- Procurement planning
4
MSR™
MassGain Spot Reference: an independent benchmark for price discovery and risk modeling.
- Contracts
- Negotiations
- Risk models
Content + UCUI + MPI + MSR + API access
Get historical series, regional detail, constituent data, exports, alerts, and direct data access.
Overview
Who is this for?
This page is for growers, producer groups, processors, and agricultural lenders that need a repeatable potato yield prediction model before final harvest results are known. A useful model combines planted area, variety, planting date, weather, irrigation, crop progress, remote sensing, field sampling, historical yield, and regional agronomic relationships. MassGain adds the market and contract context needed to translate predicted tonnes into a commercially useful supply outlook.
Yield prediction should separate gross field production from marketable or processing-usable output. A crop can produce strong tonnage while missing the size, solids, quality, or storage profile required by a buyer. MassGain helps users model multiple outcomes, preserve uncertainty ranges, and identify which inputs contribute most to forecast changes. Growers can use the results for marketing and storage plans; processors can compare expected production with contracted demand; lenders can test borrower revenue and repayment sensitivity.
The model is most valuable as an updating process rather than a one-time answer. MassGain supports successive forecast vintages as weather, field samples, canopy development, harvest progress, and intake data become available. This creates an auditable planning tool that shows why the outlook changed, where confidence remains low, and which sourcing, liquidity, or operating decisions should be reviewed under each scenario.
Use Case
A grower cooperative combines field counts, satellite data, rainfall, heat units, and historical variety performance to predict regional yield. MassGain converts the result into marketable-tonnage scenarios and compares them with processor commitments. The downside case reveals a delivery gap for one variety, prompting early discussions about alternate acres and revised cash-flow planning.
FAQs
What inputs belong in a potato yield prediction model?
Acreage, variety, planting date, weather, irrigation, crop progress, remote sensing, field samples, and historical yield are common inputs.
Why should predicted yield include a range?
Weather, quality, harvest loss, and model uncertainty make one precise number misleading.
How does MassGain connect yield with commercial supply?
It adjusts for marketability, specifications, contracts, timing, and regional demand.
Put this market intelligence to work
Get historical data, regional detail, benchmarks, alerts, exports, and API access tailored to your procurement
and market-analysis needs.
Data and Methodology
Professional market-data standards
MassGain is building transparent public market infrastructure. Each live metric will identify its date, unit, coverage, methodology, and source basis.
Data provenance
MassGain uses public, licensed, contributed, and independently derived physical-market information. Source availability and publication schedules vary.
Timing and revisions
Figures may reflect the latest available observation rather than a same-day transaction. Source data and MassGain calculations may be corrected, restated, or revised.
Not transactional pricing
MassGain figures are informational reference values and do not constitute executable bids, offers, settlements, or guarantees that a transaction can occur at the displayed value.
No individualized advice
Content and data are provided for informational and analytical purposes and do not constitute financial, investment, legal, trading, or individualized procurement advice.
Independent publication
Certain observations may be derived from USDA reports. MassGain is independent and is not affiliated with or endorsed by the USDA.
Commercial use and licensing
Public display does not grant rights to reproduce, redistribute, republish, or incorporate MassGain indices or references into commercial products or contracts without authorization.