Current UCUI
68/100
Moderate-High Uncertainty
+4 points from prior reading
Potato Market Intelligence
Frozen Fry Defect Rate
Frozen fry defect rate tracks finished-product faults such as color, bruising, short pieces, breakage, or coating failures. Segment the defects by type and source, then connect them with regional crop quality, yield, rework, claims, and finished value for fair supplier and plant review.
Market Data
How to read this market
Frozen-fry-defect-rate data measures the incidence of finished-product faults such as dark color, hollow strips, bruising, black spots, off-size pieces, breakage, coating failures, or other specification deviations. The market object is a defect profile by plant, product, supplier, crop region, storage cohort, and production period.
Use the data to separate raw-potato, storage, process, and logistics causes and to quantify their effect on yield, rework, downgrades, claims, and finished value. Compare defect rates with regional crop quality and matched plant conditions so broad crop pressure is distinguished from supplier or line underperformance.
Data Module
Frozen Fry Defect Rate
Market objectfinished-fry defect profile
Primary measuredefect incidence by type
Key dimensionsplant, product, supplier, crop
Commercial usequality-adjusted cost benchmarking
Cause layersraw, storage, process, logistics
Compare withyield, rejects, claims, regional quality
Analysis
Why this matters
A single defect rate can hide economically different problems. Dark color may reflect storage sugars, while coating failure or short pieces may originate in processing or handling. Aggregating them can lead procurement to solve an operations problem or vice versa.
Commercial interpretation should segment by defect type and source. The strongest supplier signal is excess defects relative to peers facing similar crop and plant conditions, not the absolute rate alone.
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 frozen-fry processors, plant quality teams, procurement leaders, and finance managers that need to understand and benchmark frozen fry defect rate. Defects may include dark color, hollow strips, bruising, black spots, short pieces, off-size cuts, coating failure, or other conditions that reduce saleable output or customer acceptance. MassGain helps users connect finished-product defects with the physical potato market behind them, including variety, solids, sugars, crop region, storage age, quality pressure, and supplier conditions.
A meaningful benchmark should separate raw-material causes from line, packaging, and logistics causes. MassGain compares defect performance by plant, product, supplier, crop period, and region, then places the result beside regional potato prices, storage indicators, finished yield, claims, and customer specifications. Procurement can determine whether a low-priced raw-material source creates hidden quality cost; operations can identify when similar potatoes perform differently across lines; and finance can translate defects into lost yield, rework, downgrades, and margin impact. The goal is a quality-adjusted commercial view that shows whether a defect increase reflects a difficult crop, supplier underperformance, or a controllable processing issue.
Use Case
A processor sees defect rates rise after changing raw-potato regions. MassGain compares intake quality, sugars, storage age, line performance, and regional market conditions. The analysis shows part of the increase is crop-related, while one plant contributes additional preventable defects. Procurement adjusts supplier allocation and operations corrects the plant-specific loss.
FAQs
What counts as a frozen fry defect?
Defects may include color, shape, size, breakage, bruising, coating, texture, or other failures against the agreed specification.
Why benchmark defects by crop and plant?
Raw-potato conditions and processing performance can affect the same finished product in different ways.
How does MassGain make defect data commercial?
It links defect rates with regional supply, raw prices, yield, claims, downgrades, and finished-product value.
Put this market intelligence to work
Get historical data, regional detail, benchmarks, alerts, exports, and API access tailored to your procurement
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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.