Current UCUI
68/100
Moderate-High Uncertainty
+4 points from prior reading
Potato Market Intelligence
Potato Data Reconciliation
Potato data reconciliation compares overlapping records from government, industry, suppliers, logistics, plants, and internal systems and resolves differences in units, dates, definitions, duplicates, and revisions. MassGain preserves lineage and unresolved exceptions so downstream benchmarks and forecasts rest on consistent evidence rather than silent data conflicts.
Market Data
How to read this market
Potato data-reconciliation data aligns market and operating records from agencies, suppliers, warehouses, plants, ERP systems, surveys, and trade sources that describe the same physical events differently. The market object is the matched price, lot, shipment, inventory movement, receipt, invoice, or statistic with original-source identity preserved.
Use the data to standardize entities, products, units, currencies, crop periods, locations, and timestamps, resolve duplicates, and flag genuine conflicts without overwriting source evidence. Record confidence and manual decisions for downstream benchmarks and forecasts.
Data Module
Potato Data Reconciliation
Market objectmatched cross-system potato record
Primary measuresagreement, exception, confidence
Key dimensionsentity, product, unit, date, source
Commercial usetrustworthy analytics and settlement
Controlslineage, normalization, duplicate matching
Compare withoriginal source and physical event
Analysis
Why this matters
The newest or largest number is not necessarily the correct one because two systems may measure different stages of the same potato movement. A warehouse receipt, processor intake, and supplier invoice can legitimately have different timing or weights.
Commercial interpretation should explain the difference before resolving it. Preserving source lineage allows corrected analytical values without destroying the legal or operational record.
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, market-intelligence, finance, and data teams that need to reconcile potato information arriving from agencies, suppliers, warehouses, plants, ERP systems, surveys, and trade databases. The same event can appear under different identifiers, dates, units, weights, product names, or commercial bases, creating conflicting totals and misleading analysis.
MassGain standardizes entities, products, units, currencies, crop periods, locations, and source timestamps while preserving the original record. Matching rules link scale tickets, receipts, invoices, inventory movements, shipment data, and published series without deleting uncertainty. Procurement can trust supplier and market comparisons. Finance can reconcile purchases and inventory. Analysts can build repeatable balances and models. Operations can identify where physical and system records diverge.
Reconciliation is not simply selecting the largest or newest number. Sources may describe different market stages or use revised methodologies. MassGain records confidence, exceptions, manual decisions, and lineage and prevents one correction from overwriting historical evidence. It provides a governed workflow for explaining differences, resolving duplicates, and identifying genuinely missing data so downstream benchmarks, forecasts, and contracts rest on consistent potato-market information.
Use Case
A processor’s warehouse system shows 12,400 tonnes while supplier receipts and ERP inventory imply 12,950. MassGain matches lot transfers, converts hundredweight to tonnes, and finds one duplicated receipt plus an unposted quality rejection. The systems reconcile without changing valid source records.
FAQs
What potato data commonly require reconciliation?
Prices, weights, lots, shipments, inventory, invoices, crop statistics, trade, and benchmark records often require it.
Why should original records be preserved?
Source lineage allows corrections to be audited and prevents transformed values from replacing legal or operational evidence.
How does MassGain resolve conflicts?
It standardizes definitions, matches entities and events, flags exceptions, records decisions, and preserves confidence.
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.