Current UCUI
68/100
Moderate-High Uncertainty
+4 points from prior reading
Potato Market Intelligence
Potato Ensemble Forecast
A potato ensemble forecast combines several independent models or scenario methods into one forward view. MassGain compares econometric, statistical, machine-learning, and physical-balance signals, weights them by documented performance, and exposes disagreement so procurement teams can use model diversity without hiding uncertainty.
Market Data
How to read this market
A potato ensemble-forecast dataset combines several independent outlooks, such as seasonal time-series, econometric, machine-learning, crop-balance, and governed expert models. The market object is the combined forecast distribution by region, product, horizon, and component weight.
Use the data to compare model agreement, disagreement, and historical performance, then document how each component contributes to the central case and tails. Preserve component vintages and weights so a blended result can be decomposed when the market or one model changes.
Data Module
Potato Ensemble Forecast
Market objectcombined forecast distribution
Primary measurescomponent forecasts and weighted output
Key dimensionsmodel, horizon, region, product
Commercial useplanning and model diversification
Governanceweights, vintages, performance history
Compare withcomponent disagreement and realized outcome
Analysis
Why this matters
An ensemble reduces dependence on one specification, but it can still fail when every model uses the same flawed stock figure or shared demand assumption. Model count is not the same as independent evidence.
Commercial interpretation should preserve disagreement, especially in the tails. Averaging away a crop-balance shortage scenario can create false comfort even when the central ensemble estimate looks stable.
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 procurement planners, processors, and analysts that need a potato ensemble forecast combining several independent forecasting approaches. Rather than relying on one model, MassGain can blend statistical time-series methods, econometric relationships, machine-learning forecasts, crop-balance scenarios, and expert physical-market assessments using documented weights.
The suite compares each component by region, product, horizon, and market regime and can adjust weights according to out-of-sample performance or predefined governance rules. Procurement can see whether models agree on the central direction but differ on tail risk. Finance can use the combined distribution for budgets and sensitivity analysis. Analysts can identify when one component is dominating the result and whether that influence is justified by current crop, storage, trade, or demand evidence.
An ensemble can reduce dependence on one flawed specification, but it does not eliminate shared data errors or common assumptions. MassGain does not guarantee that averaging models improves every forecast. It preserves component forecasts, weights, vintages, confidence, and realized performance so users can understand why the combined outlook changed. The result is a governed planning tool that benefits from model diversity while remaining tied to the physical potato market.
Use Case
A buyer combines a crop-balance model, seasonal time series, econometric equation, and analyst scenario. Three components forecast stable prices, while the crop-balance model shows a severe late-storage tail. MassGain retains the tail in the ensemble and prompts targeted contingency coverage rather than allowing the average to hide it.
FAQs
What is a potato ensemble forecast?
It combines multiple forecasting models or approaches into one governed outlook.
How are component weights chosen?
Weights can reflect historical performance, horizon, market regime, or documented expert rules.
Can an ensemble still fail?
Yes. Shared bad data, correlated assumptions, or structural change can affect every component.
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.