Working Draft · Pre-Publication · Not for Public Distribution · Denbigh 2026 Preview
HelloAG Research Institute
Stakeholder Intelligence Series · Volume I

Tourism, Agriculture
& Food Sovereignty

Quantifying the relationship between hotel food sourcing decisions and national agricultural development in the Caribbean, with a framework for closing the USD 367 million annual gap between tourism demand and local agricultural supply in Jamaica.

AuthorOlu Roberts, M.P.S., B.Sc.
Cayuga Group Inc. / HelloAG Ltd.
InstitutionHelloAG Research Institute
helloagriculture.com
Data SourceAMIB / RADA (186,999 records)
JHTA · STATIN · Bank of Jamaica
Study Period2019–2026
Jamaica · 14 Parishes
● Working Draft — Pre-Publication Preview 2026
Executive Summary

Jamaica's hotel sector imports food
that Jamaica's farmers grow.

Jamaica's tourism sector is the country's primary foreign exchange earner, generating over USD 3.8 billion annually and directly employing more than 350,000 Jamaicans. Yet the same sector spends an estimated USD 367 million per year on food imports — a substantial fraction of which is fresh produce, herbs, and root crops that Jamaican smallholder farmers already produce and could supply at competitive prices with the right infrastructure connecting them to hotel procurement desks.

This paper argues that the gap between Jamaican tourism food demand and local agricultural supply is not a production problem. Jamaican farmers produce sufficient volumes of most priority hotel commodities during peak season. The gap is an infrastructure problem — specifically, the absence of a shared intelligence layer connecting what hotels need to what farmers can supply, at the price, volume, and delivery reliability that institutional buyers require.

Key Findings — Volume I
01
32% of Jamaica's hotel food spend is imported despite local production capacity. In parishes with the highest hotel density (St. James, St. Ann, Trelawny), local supply meets less than 40% of hotel fresh produce demand during peak winter season.
02
USD 367 million in annual hotel food imports is partially substitutable. TAII analysis estimates USD 119–185 million is substitutable in Years 1–3 without additional agricultural investment, rising to USD 267–310 million by Year 5 with targeted smallholder development.
03
Price alone does not explain hotel import preference. Survey data shows hotel procurement officers cite supplier reliability (68%), traceability documentation (57%), and volume consistency (52%) as primary sourcing criteria — not price. Local suppliers routinely fail on all three, not because of production limitations but because of information infrastructure gaps.
04
The Tourism Linkages Council mandate has not been operationalised. Despite a formal Cabinet mandate for tourism-agriculture sourcing integration, no operational mechanism exists to match hotel procurement demand to verified local agricultural supply. TAII is designed to be that mechanism.
05
Food sovereignty and tourism economic performance are directly linked. Parishes with lower local sourcing rates show higher food import expenditure, lower agricultural employment, and greater vulnerability to foreign price shocks during hurricane seasons.
Section 1

Quantifying the gap:
USD 367 million per year.

Jamaica's hotel sector comprises 53 registered JHTA properties and more than 200 smaller guesthouses and boutique hotels across the island's 14 parishes. Combined food and beverage expenditure across the formal hotel sector is estimated at USD 580–640 million annually, of which approximately USD 367 million (57–63%) is sourced from international suppliers — primarily the United States, Canada, and the United Kingdom.

This figure, derived from JHTA survey data and cross-referenced with STATIN import statistics, represents a significant and growing drain on Jamaica's foreign exchange reserves. At J$156 to USD 1 (2026 average), this is approximately J$57 billion per year leaving Jamaica's agricultural economy to pay for food that Jamaica's soil and climate can grow.

USD 367M
Annual Hotel Food Imports
32%
Hotel Spend Imported Despite Local Capacity
USD 185M
Year 3 Substitution Target

Parish-level concentration of the gap

The sourcing gap is not distributed evenly across Jamaica. Three parishes — St. James, St. Ann, and Trelawny — account for approximately 68% of total hotel food spend by virtue of hosting the island's highest-density tourism corridor on the North Coast. These same parishes have the island's lowest local agricultural production relative to demand, creating a geographic mismatch that no informal market mechanism has been able to bridge.

ParishHotels (JHTA)Annual Food Spend (USD)Estimated Local SourcingImport Gap (USD/yr)FSI Score
St. James18~USD 94M28%~USD 68M71.4
St. Ann12~USD 78M32%~USD 53M69.8
Trelawny8~USD 44M24%~USD 33M67.3
Hanover5~USD 28M38%~USD 17M72.1
St. Elizabeth4~USD 22M65%~USD 8M79.4
All Others6~USD 31M48%~USD 16M74.8

Sources: JHTA property survey data 2025 · AMIB price records 2019–2026 · STATIN import commodity data · HelloAG FSI Dashboard (live, June 2026)

The North Coast tourism corridor sits adjacent to some of Jamaica's most productive agricultural zones — yet imports more than 70% of its fresh produce. This is not a market failure. It is an infrastructure absence.

Section 2

Why hotels import:
it is not about price.

The persistent assumption in Jamaican agricultural policy is that hotels import food because local produce is more expensive, lower quality, or in insufficient volume. Survey evidence challenges all three assumptions.

HelloAG TAII survey data collected from 23 hotel Food & Beverage procurement officers across St. James, St. Ann, and Trelawny (November 2025 – February 2026) reveals a more nuanced picture. When asked to rank the primary factors driving import procurement decisions, respondents cited:

Procurement FactorPrimary Reason (%)Contributing Reason (%)
Supplier reliability and consistency of supply68%89%
Traceability and quality documentation57%74%
Volume consistency (minimum order guarantees)52%71%
Price competitiveness31%65%
Ease of procurement (single-vendor ordering)28%58%
Product quality relative to specification24%52%

The finding is significant. Price ranks fourth among primary procurement drivers. What hotels most need — and what local suppliers most systematically fail to provide — is supply chain reliability: the ability to guarantee volume, document quality, and deliver on schedule, repeatedly, without the procurement officer having to manage the relationship manually.

This is precisely the infrastructure problem that TAII addresses. The platform does not make Jamaican produce cheaper (though price transparency via the AMIB 186,000-record database does create better-informed price negotiations). It makes local procurement operationally equivalent to import procurement — by providing verified supplier profiles, forward contracting, GS1-traceable delivery, and a common intelligence layer that removes the information asymmetry that currently disadvantages local suppliers.

Section 3

The TAII Framework:
infrastructure as the solution.

The Tourism Agricultural Intelligence Infrastructure (TAII) is the operational mechanism through which HelloAG addresses the tourism-agriculture sourcing gap. It is not a marketplace. It is an intelligence and coordination layer that makes the sourcing relationship between hotels and farmers operationally viable at scale.

The TAII Three-Layer Architecture
📊
Layer 1
Intelligence
Real-time demand forecasting from hotel occupancy data. Commodity price transparency from 186,000+ AMIB records. Supply availability by parish and commodity from the HelloAG farmer registry.
🤝
Layer 2
Matching
Algorithmic matching of hotel demand to ABRS-verified local supplier profiles. Forward contracting with price, volume, and delivery date confirmation. Supplier reliability scoring from historical delivery performance.
🚚
Layer 3
Traceability
GS1-standard delivery documentation from farm gate to hotel kitchen. Temperature and handling chain records. Provenance data for guest-facing sustainability communications and ESG reporting.

The Agricultural Business Readiness Score (ABRS)

Central to the TAII framework is the ABRS — a 0–100 creditworthiness and market-readiness score assigned to every HelloAG-registered farmer across five independently verified pillars: Business Formalisation, Production Capacity, Quality & Certification, Market Access & Track Record, and Financial Management. The ABRS serves three simultaneous functions within the TAII ecosystem.

First, it qualifies farmers for TAII supplier listing — only farmers scoring Grade B (60+) or above are eligible for hotel procurement matching, ensuring hotels access a pre-screened supply base. Second, it provides the creditworthiness signal that financial institutions lack — Grade A (70+) farmers are eligible for fast-track agricultural credit through HelloAG's banking partnerships. Third, it creates a performance incentive that drives agricultural improvement — farmers see their ABRS score and the specific dimensions in which they score below the hotel-supply threshold.

Section 4

Food sovereignty as
tourism policy.

This paper's central argument is that food sovereignty — the capacity of a nation to produce and supply its own food — is not merely an agricultural objective. In the Caribbean context, it is a tourism economic performance objective. The degree to which Jamaica's hotel sector sources food locally is a direct determinant of the net foreign exchange benefit that tourism generates for the national economy.

When a Jamaican hotel spends USD 94 million per year on food, of which 72% is imported, the net foreign exchange contribution of that hotel's food and beverage operation is dramatically reduced. The food import bill effectively repatriates a significant fraction of tourist spending back to international food suppliers. Every additional percentage point of local sourcing achieved by the St. James hotel corridor retains approximately USD 940,000 in the Jamaican economy annually.

Methodology Note

Hotel food expenditure estimates are derived from JHTA member surveys (n=23, 2025–2026) cross-referenced with STATIN commodity import data (HS Chapters 07, 08, 20) and Bank of Jamaica external payments data. AMIB price benchmarking uses 186,999 price records from RADA's Agricultural Marketing Information Bureau (2019–2026). Parish-level FSI scores are computed by HelloAG using the four-component methodology described in HelloAG OS Architecture Series — National Food Security Dashboard Design. All figures should be treated as working estimates pending formal STATIN partnership data-sharing.

Section 5

Policy recommendations
for government and the sector.

The following recommendations are directed at the three institutional actors with the authority to accelerate tourism-agriculture sourcing integration in Jamaica: the Government of Jamaica (Ministry of Agriculture and Ministry of Tourism), the Jamaica Hotel & Tourist Association, and the Tourism Enhancement Fund / Tourism Linkages Council.

🏛
Establish a formal RADA/HelloAG data partnership. A structured API data-sharing agreement between RADA's AMIB database and the HelloAG platform would enable real-time commodity price transparency for hotel procurement officers and supply gap identification for government policy makers. This requires a Cabinet-level endorsement and a formal Memorandum of Understanding between the Ministry of Agriculture and Cayuga Group Inc.
→ Lead: Ministry of Agriculture, Fisheries & Mining · RADA
🏠
Adopt TAII as the operational mechanism for the Tourism Linkages Council mandate. The Tourism Linkages Council was created by Cabinet specifically to drive tourism-agriculture sourcing linkages. TAII is the first operational platform that can deliver on this mandate at scale. A formal Council resolution adopting TAII as the designated platform would unlock JHTA membership onboarding across all 53 registered hotel properties.
→ Lead: Tourism Enhancement Fund · JHTA · TEF
🏢
Create a local sourcing target and tracking mechanism. No current Jamaican policy framework requires hotels to source any specific percentage of food locally, nor measures what percentage is achieved. A 40% local sourcing target by 2028 — tracked via TAII procurement data and reported quarterly to Cabinet — would create the accountability framework that currently does not exist.
→ Lead: Ministry of Tourism · Tourism Enhancement Fund
🌿
Fund a national farmer registry and ABRS scoring programme. The ABRS score system creates a verified, bankable identity for smallholder farmers — but only at the scale of enrolled farmers. A government-funded national enrolment drive targeting 10,000 farmers in the North Coast agricultural zones adjacent to the tourism corridor would create the supplier base that hotels need to increase local sourcing beyond 40%.
→ Lead: Ministry of Agriculture · RADA · Agro-Investment Corporation
Full Paper Contents

What the complete
whitepaper contains.

This preview contains the executive summary, key findings, and sections 1–5 of the full Volume I whitepaper. The complete document (40–60 pages) includes the following additional material:

S.6
Commodity-level gap analysis. 23 priority hotel commodities, seasonal supply curves, parish-level production estimates versus hotel demand projections. Scotch bonnet, thyme, tomato, carrot, callaloo, cucumber, lettuce, sweet pepper, melon, and root vegetables in detail.
S.7
TAII pilot results — St. Mary cohort. Outcomes from the HelloAG pilot programme with field agents Dotty Matthison, Marcus Brown, Pauline Reid, Trevor Blake, Sandra Mills, and Karl Thomas across six parishes. ABRS score distributions, hotel matching rates, first TAII procurement contracts.
S.8
The J$29 billion forex retention model. Five-year scenario modelling for Jamaica's national foreign exchange position under three sourcing trajectories: baseline (no change), moderate (40% local by 2028), and accelerated (60% local by 2030). Assumptions, sensitivities, and confidence intervals.
S.9
CARICOM replication framework. Preliminary analysis of TAII applicability in Barbados, Trinidad & Tobago, St. Lucia, Grenada, and Antigua — each with significant tourism hotel density and documented food import dependency. Project TEA-RED deployment model.
S.10
Policy brief and ministerial recommendations. Summary document designed for Cabinet briefing. One-page executive version. Draft resolution language for Tourism Linkages Council adoption. Draft MOU framework for RADA data partnership.
References & Data Sources
Agricultural Marketing Information Bureau (AMIB) / RADA. Agricultural Commodity Price Data 2019–2026. 186,999 price records across 14 parishes. Ministry of Agriculture, Fisheries & Mining, Jamaica.
Jamaica Hotel & Tourist Association (JHTA). Member Survey: Food & Beverage Sourcing Practices. 23 properties surveyed, November 2025 – February 2026.
Statistical Institute of Jamaica (STATIN). External Trade Statistics: Commodity Imports HS Chapters 07, 08, 20. 2019–2025.
Bank of Jamaica. Balance of Payments Statistics: Services Account, Tourism Receipts & Food Import Payments. Annual Reports 2020–2025.
Tourism Enhancement Fund (TEF). Tourism Linkages Council Annual Report 2024. Kingston, Jamaica.
HelloAG / Cayuga Group Inc. Food Security Index Methodology. HelloAG OS Architecture Series. helloagriculture.com/research. 2026.
Roberts, O. (2026). Agricultural Business Readiness Score (ABRS): A Creditworthiness Framework for Smallholder Agricultural Enterprises. HelloAG Research Institute Working Paper.