Current UCUI
68/100
Moderate-High Uncertainty
+4 points from prior reading
Potato Market Intelligence
Potato Price Observation Density
Potato price observation density measures the independent price evidence available for a defined market and period. MassGain separates unique trades, bids, offers, and assessments from duplicates and compares contributor breadth, timing, volume, and dispersion so users can judge benchmark confidence more accurately.
Market Data
How to read this market
Potato price-observation-density data measures the amount and distribution of valid price evidence within a defined physical market and time period. The market object is the set of independent trades, bids, offers, and assessments normalized by product, region, grade, delivery basis, volume, contributor, and date.
Use the data to evaluate whether a benchmark is supported by continuous market evidence or by a few clustered observations. Deduplicate repeated reports and compare density with transaction volume, contributor breadth, price dispersion, and market activity.
Data Module
Potato Price Observation Density
Market objectindependent price evidence set
Primary measuresobservation count and distribution
Key dimensionscontributor, day, volume, region
Commercial usebenchmark-confidence assessment
Quality controlsdeduplication and evidence type
Compare withtrade depth and price dispersion
Analysis
Why this matters
A high observation count can still represent a thin market when many records repeat the same transaction or cluster on one day. Conversely, a small number of large, well-documented trades can carry more information than dozens of copied indications.
Commercial interpretation should focus on independent breadth and temporal distribution, not raw rows. Low effective density argues for wider uncertainty and stronger use of corroborating physical evidence.
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 and market-intelligence teams that need to evaluate potato price observation density. Observation density measures how many valid price observations exist within a defined market, period, and exposure unit, but the commercial value depends on distribution across days, contributors, volumes, grades, and regions rather than a raw count.
MassGain can calculate observations per week, shipment, tonne, contributor, district, or contract and distinguish completed transactions from bids, offers, assessments, and repeated copies of the same event. Procurement can see whether a benchmark is supported by continuous market evidence or a few clustered reports. Analysts can identify sparse periods, contributor dependence, and product segments where apparent stability reflects missing observations. Finance can apply wider valuation ranges where density is low.
More observations do not automatically mean more information if they are duplicative, tiny, or concentrated. MassGain deduplicates records, preserves observation type and volume, and compares density with price dispersion and market activity. The result helps teams determine when a benchmark is robust enough for pricing, when an assessment requires expert review, and when a quiet series should be treated as uncertain rather than stable.
Use Case
A weekly potato index includes 60 observations, but MassGain finds 42 are repeated distributor quotes and most remaining trades occurred on one day. The effective density is far lower than the headline count, so the benchmark committee widens the reported range and recruits additional contributors.
FAQs
What is potato price observation density?
It is the amount and distribution of valid price evidence within a defined market and period.
Why are duplicate observations problematic?
They inflate apparent coverage without adding independent information about market value.
How does MassGain qualify density?
It considers timing, contributor breadth, transaction type, volume, geography, and duplication.
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.