Industry landscapes
Industry report

Funding and advertised pay are reported in USD; filed accounts retain their stated source currency and basis.

Exchange-rate basis

Indicative conversions use ECB reference rates dated 2026-09-14, applied consistently across all periods. They are not historical exchange rates. Indian rupees may use crore (1 crore = 10 million); other currencies use K, M and B. CSV downloads, source documents and quoted news headlines retain their original currencies.

THE MEXICO EDITION 2026

Mexico’s
food and agriculture industry,
in focus.

The companies, capital and talent shaping food and agriculture in Mexico. Find the leaders. Understand the segments. See where the activity is.

Snapshot: Funding in USD
Illustrated cover for Food and Agriculture Industry Landscape of Mexico
MX
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

Food and Agriculture illustration
MEET THE COMPANIES

Explore Mexico’s food and agriculture leaders

24 featured companies from the funding, hiring, revenue and team-size leaderboards.

Expand panel +
Food and Agriculture company highlights in Mexico, snapshot 1 September 2026
Company
Dos Hombresdoshombres.com$26.23M—12—
PROLADEprolade.com$15M———
PROCESAprocesa.mx$8.17M—201—
Tres Agavestresagaves.com$3.83M———
Siempre Tequilasiempretequila.com$2.03M—18—
Cardenxe Sotolcardenxesotol.mx$500K———
Totolinestotolines.com$400K———
Xilinatxilinat.com$341.03K———
Dominos Pizzadominos.com.mx—9 roles——
Grupo Bimbogrupobimbo.com—8 roles138,000—
Mezcal Amarasmezcalamaras.com—7 roles119—
Sigma Alimentossigma-alimentos.com—5 roles44,000—
Agribestagribestmx.com—1 roles——
Alseaalsea.net—1 roles76,382—
Coca-Cola FEMSAcoca-colafemsa.com—1 roles60,593—
Vinos El Cielovinoselcielo.com—1 roles——
Arca Continentalarcacontal.com——59,176—
Beclebecle.com.mx————
CAFFENIOcaffenio.com————
Casaleycasaley.com.mx————
FEMSAfemsa.com——295,027—
Grumagruma.com——7,497—
Grupo Herdezgrupoherdez.com.mx——11,670—
bachocobachoco.com.mx——32,000—
24 featured companies

Locked revenue figures are available in Radar; the eight company financial previews stay the same throughout this page. A dash means the figure is outside these featured lists. Revenue years vary by company; the figures are not a like-for-like revenue comparison. Compare annual accounts ↗

Company discovery

Recorded evidence only

Explore the live startup set in Radar

No company example met every recorded classification, independence and public-profile gate in this snapshot. The live directory may have newer qualifying companies.

Explore classified startups in Radar ↗
THE KEY SIGNALS

Food and Agriculture industry KPIs in Mexico

A few useful ratios bring the size of this ecosystem into perspective.

1 September 2026
Hiring participation2.6%

19 of 720 tracked companies have open roles.

Funding participation3.1%

22 of 720 tracked companies have a recorded round.

Top 3 funding share86.7%

Share of disclosed capital received by the three largest recorded recipients.

Median disclosed round$310K

Midpoint of 16 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 86.7% of disclosed capital, while 96.9% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Mexico food and agriculture has grown

Recorded company formation and disclosed funding across the complete annual series shown.

Expand panel +
2016 — 2025

Disclosed funding by year

Sum of recorded funding rounds · USD

Mexico food and agriculture
$0$4.56M$9.12M$13.68M$18.24M2016: $020162017: $400K20172018: $24.62K20182019: $310K20192020: $312.83K20202021: $70K20212022: $12.4M20222023: $020232024: $16M20242025: $15.31M2025
View the numbers
Annual food and agriculture funding and company formation in Mexico
YearFunding (USD)FoundedRaising
2016$0280
2017$400K341
2018$24.62K341
2019$310K401
2020$312.83K393
2021$70K311
2022$12.4M333
2023$0170
2024$16M23
2025$15.31M01
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Dos Hombres46.0%
  • PROLADE26.3%
  • PROCESA14.3%
  • Other companies13.3%

Funding by stage

30 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel19 63.3%
Series A–B2 6.7%
Series C+ / PE1 3.3%
Grants, debt & other8 26.7%

Recent recorded rounds

Latest recorded rounds · USD
1 rounds

Swipe or scroll horizontally to browse.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

Expand panel +

Annual accounts availability

No reviewed exact national-ID connector has yet been qualified for Mexico; this is a checked implementation boundary, not evidence that filings are absent.; No reviewed exact national-ID connector has yet been qualified for Mexico; this is a checked implementation boundary, not evidence that filings are absent.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

How the Mexico companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.

Busiest websites

10 of the 720 companies on this page carry a measured traffic record (1.4%); these are the largest of those, by monthly visits. The median among them is 166,583 visits.

CompanyMonthly visitsAuthorityMobile
Dominos Pizzadominos.com.mx1,935,8255391%
Alseaalsea.net461,8804779.2%
Alsuperalsuper.com369,1514386.2%
FEMSAfemsa.com232,3074278.2%
Lacasadetonolacasadetono.mx198,9203886.3%
CAFFENIOcaffenio.com134,2464266.5%
Arca Continentalarcacontal.com128,9693637.2%
Grupo Bimbogrupobimbo.com111,2875148.2%
Coronacorona.com102,3534290.1%
TAJINtajin.com24,1734455.8%

Visits and authority are third-party web estimates, not company-reported figures.

Most-installed apps

35 of these companies (4.9%) publish at least one Android app — 62 apps in all, carrying 17.3M installs between them.

AppInstallsRatingStore category
Domino\'s Pizza MéxicoDominos Pizza11.8M4.6Food & Drink
CAFFENIO appCAFFENIO1.5M3.5Lifestyle
GEPP en tus manosGEPP996.7K4.3Shopping
Krispy KremeKrispy Kreme de Mexico831K—Food & Drink
Casa LeyCasaley494.2K4.9Shopping
Sushi RollSushi Roll329.5K—Food & Drink
AlsuperAppAlsuper289.1K4.3Shopping
Wingstop MéxicoWingstop211.8K—Food & Drink
Papa John\'s Pizza MéxicoPapa Johns140.1K—Food & Drink
Toks RestauranteRestaurantes TOKS92K—Food & Drink

Installs are lifetime totals to date at the June 2026 store reading — a measure of reach, not of people using an app today.

App reach by segment

The busiest app inside each of this page’s own segments, with the quarterly release trend behind it (2023Q1–2026Q1).

SegmentAppsInstallsLeading appRelease trend
Food Processing61.1MGEPP en tus manos 996.7K
Food Retailers8856.5KCasa Ley 494.2K
Retail Chains4505.6KAbastecimiento 10.5K
Food & Beverage Products11103.8KAsesores Bimbo 69.6K
Livestock Farming331.6KRH Ser Mejor 30.9K
Food Ngos521.7KCalculadora de Siembra 18.5K
Food Distributors26.9KMi Xignux 5.4K
Crop Farming4982GA: Agricultura Digital 728

A company can carry several segment tags, so these rows overlap and should not be added together. Trend lines are zero-based and share one quarter grid, so a flat line is a quiet segment, not a missing one.

Release cadence by quarter

New apps published, beside apps whose most recent update landed in that quarter — the second bar is how much of the shelf is still being maintained.

2022Q4: 12022Q4: 02022Q42023Q1: 12023Q1: 12023Q12023Q2: 12023Q2: 12023Q22023Q3: 12023Q3: 02023Q32023Q4: 22023Q4: 02023Q42024Q1: 12024Q1: 02024Q12024Q2: 22024Q2: 02024Q22024Q3: 12024Q3: 32024Q32025Q1: 22025Q1: 12025Q12025Q2: 32025Q2: 12025Q22025Q3: 12025Q3: 42025Q32026Q1: 12026Q1: 132026Q1

Darker bars are new releases, lighter bars apps updated. 34 of 62 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The Mexico food and agriculture market map

Explore the segments behind the headline numbers.

Expand panel +

Where companies are building

Rank segments by scale, hiring or disclosed funding.

Internet first brands28
Masschallenge batches13
Nutritional formula11
Plant based foods10
Consumer digital8
B2c e-commerce5
Enterprise tech5

Companies can sit in several segments. Counts and funding overlap.

SEGMENT TO EXPLORE

Internet first brands

The largest measured segment in this report snapshot.

28companies
0.0%have hiring activity

0 companies hiring · $0 disclosed funding

Explore in Radar

How companies make money

Common revenue models; a company can use more than one.

E-commerce - product544
Physical commerce315
Advertising89
Commission on transaction75
E-commerce - service73
Fee-for-service37
Sponsorship22
Subscription11
THE COMPANIES IN MOTION

Who is listing, hiring leaders, launching and winning work

Recorded corporate activity linked to companies in this landscape.

Expand panel +
Recent corporate headlines 10 dated reports
Mergers & acquisitionsgrupobimbo.com ↗

Grupo Bimbo acquires Joy Food International By Eric Schroeder.

Mergers & acquisitionsfemsa.com ↗

The Mexican group Femsa, which holds Coca-Cola liquor brands in various markets, announced on Monday the conclusion of the acquisition of total control of Oxxo mini-rcade networks.

Mergers & acquisitionsgrupoherdez.com.mx ↗

McCormick & Co. Inc. has completed its acquisition of an additional 25% ownership in McCormick de Mexico from Grupo Herdez, according to a release from the company.

Mergers & acquisitionsbajamarinefoods.com ↗

Baja Aqua-Farms acquires Baja Marine Foods to expand seafood platform

Funding roundsdoshombres.com ↗

The funding was raised by selling a minority stake in the brand to an undisclosed investor.

Mergers & acquisitionsnoblefoods.com ↗

Announcing its latest acquisition, Noble Foods reports that Just Egg fits well with its business, and will contribute to its goals of growth and diversification.

Mergers & acquisitionsarcacontal.com ↗

Arca Continental, the Mexico-based Coca-Cola bottler and snack producer, will acquire Imperial, a vending business based in Tulsa, Oklahoma, according to a Just Drinks report.

Funding roundscoca-colafemsa.com ↗

Coca-Cola FEMSA’s $500 million aggregate principal amount of 5.10% senior notes due 2035, arranged by BNP Paribas Securities Corp., BofA Securities and Morgan Stanley & Co. as joint bookrunners.

Mergers & acquisitionsbachoco.com.mx ↗

Industrias Bachoco announced on July 12 that it completed the acquisition of Norson Holding for 100% of the company.

Mergers & acquisitionsgrupoaltex.com ↗

The Altex acquisition in Mexico, which we concluded a year-and-a-half ago is fully integrated, working well

Full recorded event mix

Top 10 categories among 191 recorded events in the 24-month window.

Earnings
43
Company announcements
33
Mergers & acquisitions
31
Capital infusions
22
Leadership moves
17
Asset acquisitions
14
Contracts
8
Lawsuit
7
Job creation
5
Funding rounds
4
5 activity cards

Swipe or scroll horizontally to browse.

Leadership moves

8 tracked people moves

Noble Foods ↗
Ken Clow

Appointment Managing Director of Shell Egg Business

Noble Foods ↗
Liam Burke

Departure Previously Managing Director of Shell Egg Business

Grupo Bimbo ↗
Alejandro Rodriguez Bas

Appointment Chief Executive Officer of Grupo Bimbo

Grupo Bimbo ↗
Rafael Pamias Romero

Resignation Previously Chief Executive Officer of Grupo Bimbo

Grupo Bimbo ↗
Alejandro Rodríguez Bas

Appointment Global Director General

FEMSA ↗
Jose Antonio Fernández Garza-Lagüera

Appointment Chief Executive Officer

FEMSA ↗
José Antonio Fernández Garza-Lagüera

Appointment Director General

Workforce actions

1 companies with reported reductions

FEMSA ↗

Scale not stated rolescost reduction

Regulatory events

4 recorded events

Noble Foods ↗

mandated divestment of StonegateCompetition Commission

Mexican government

Approval of separation and listing

Gruma ↗

ordered to sell five corn production facilitiesFederal Economic Competition Commission (Cofece)

Litigation

5 tracked suits

Company
grupo bimbo v wickbold

antitrust review of acquisitionRegulatory · Ongoing

Company
canada bread, grupo bimbo v maple leaf foods

Alleged violations of Competition Act and breach of management agreementsCivil · Filed

Earnings pulse

Reported company results in the recorded window.

7companies
42period observations
6.6%median reported growth

Median across 42 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

Company-linked deal reports; status is preserved as recorded.

Acquirer → targetStatusDateValue / context
Grupo Bimbo→Joy Food InternationalAnnounced2026-02-06Not stated in snapshot
FEMSA→Oxxo mini-rcade networksCompleted2026-02-02Not stated in snapshot
FEMSA→raízenCompleted2026-02-02Not stated in snapshot
mccormick→Grupo Herdez ↗Completed2026-01-05$750.0M
Baja Aqua-Farms→Baja Marine Foods ↗Completed2025-12-26Not stated in snapshot
Noble Foods→just eggAnnounced2025-06-11Not stated in snapshot

A discussion or rumour is not a completed transaction. An unstated value is not zero.

PEOPLE & OPPORTUNITY

The talent market

0 postings in the preceding 12 months. The full 29-posting snapshot covers 7 employers.

Expand panel +

Most advertised job titles

Auxiliar De Jarabes2
Supervisor De Reparto Detalle2
Coordinador Administrativo Ventas Cedis Piedras Negras2
Asesor De Ventas (Mexico)2
Programador Rutas Nocturno Zona Pachuca1
Tec En Mantenimiento Turno Rolado1
12 internship postings

0 tracked postings mention remote work.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

136 founders and chief executives across 103 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

9 profiles with education records.

Harvard Business School
4
Harvard University
3
The Wharton School
1
Columbia Business School
1
University of Warwick
1
University College London
1
Cornell University
1
Massachusetts Institute of Technology
1

Prior employers

0 profiles with prior-work records.

Profiles cover recorded founders and leaders; contact details remain in Radar.

RESEARCH SIGNALS

What Food and Agriculture research is working on

8,585 papers in the recorded worldwide scope.

Expand panel +
8,585papers
8,585worldwide comparison pool
—India-affiliated papers

Research orientation

Promising
3,090
Descriptive
1,886
Problem-identifying
1,744
Breakthrough
1,128
Cautionary
435
Comparative
231
Critical
71

Contribution mix

Empirical
3,801
Methods-led
2,885
Reviews
1,164
Position pieces
645
Theoretical
90

Tone counts: 7,821 positive · 438 neutral · 326 negative.

Common problems researchers identify
1,815 papers · 21.1% of this field
  • Agriculture1,493 papers
  • Climate change293 papers
  • Food security235 papers
  • Sustainability118 papers
  • Productivity117 papers
  • Internet of Things111 papers
  • Production104 papers
  • Agricultural economics101 papers

Landmark: Internet-of-Things (IoT)-Based Smart Agriculture: Toward Making the Fields Talk

Cautions
435 papers · 5.1% of this field
  • Agriculture318 papers
  • Food security60 papers
  • Climate change59 papers
  • Productivity49 papers
  • Agricultural economics46 papers
  • Production35 papers
  • Sustainability33 papers
  • Agroforestry26 papers

Landmark: Adoption of agricultural technology in the developing world: A meta-analysis of the empirical literature

Opportunities
4,218 papers · 49.1% of this field
  • Agriculture2,634 papers
  • Internet of Things520 papers
  • Robot461 papers
  • Precision agriculture376 papers
  • Agricultural engineering297 papers
  • Food security255 papers
  • Productivity253 papers
  • Climate change233 papers

Landmark: Responses of soil carbon sequestration to climate‐smart agriculture practices: A meta‐analysis

Leading institutions

International Center for Tropical Agriculture
2,646
International Crops Research Institute for the Semi-Arid Tropics
2,547
Wageningen University & Research
2,127
Food and Agriculture Organization of the United Nations
1,929
Nanjing Agricultural University
1,699
International Maize and Wheat Improvement Center
1,659

Leading researchers

Robert B. Zougmoré
1,840
Leslie Lipper
1,705
Bruce Campbell
1,377
Mohammad Ammad Uddin
1,324
Ali Mansour
1,194
Muhammad Ayaz
1,175
Zubair Sharif
1,175
El‐Hadi M. Aggoune
1,175

Highly cited breakthrough-labelled papers

  • Blockchain and IoT based Food Traceability for Smart Agriculture339 citations
  • An Energy Efficient and Secure IoT-Based WSN Framework: An Application to Smart Agriculture293 citations
  • IOT Based Smart Agriculture Monitoring System248 citations
  • An efficient LoRa-based smart agriculture management and monitoring system using wireless sensor networks211 citations
  • Climate smart agriculture rapid appraisal (CSA-RA): A tool for prioritizing context-specific climate smart agriculture technologies190 citations

Common problems researchers identify

1,622 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Extension and Machinery Adoption GapsCommon problems researchers identify · 01

Extension and Machinery Adoption Gaps

418 papers

25.8% of this theme group

Researchers highlight difficulties in transferring technology and adopting modern machinery among farmers.

Agricultural machinery (87) · Agriculture (363) · Agricultural extension (51) · Extension (36)

Use of information and communication technologies for transfer of technology- The impact on adoption of improved agricultural technology

A Comment on the Study of Agricultural Technology Extension

View research history
YearShare index
202228.9
202328.9
202425.8
202538.7
Climate Impacts on Food SecurityCommon problems researchers identify · 02

Climate Impacts on Food Security

323 papers

19.9% of this theme group

Studies flag how climate change threatens agricultural productivity and food availability.

Climate change (191) · Agriculture (299) · Food security (103) · Environmental resource management (68)

Climate-smart agriculture: Insights and challenges

Climate Smart Agriculture: An Option for Changing Climatic Situation

View research history
YearShare index
20222470.2
20232535.7
20242517.4
20252603.9
Adaptation Challenges for SmallholdersCommon problems researchers identify · 03

Adaptation Challenges for Smallholders

250 papers

15.4% of this theme group

Paper sets examine obstacles faced by small‑scale farmers in adopting climate‑smart practices.

Agriculture (235) · Climate change (86) · Food security (56) · Livelihood (35)

The Dynamics of Climate Change Adaptation in Sub-Saharan Africa: A Review of Climate-Smart Agriculture among Small-Scale Farmers

Uptake of Climate-Smart Agriculture in West Africa: What can we learn from climate-smart villages of Ghana, Mali and Niger?

View research history
YearShare index
20222172.3
20232236.1
20242166.2
20252403.3
Precision Agriculture Implementation IssuesCommon problems researchers identify · 04

Precision Agriculture Implementation Issues

224 papers

13.8% of this theme group

Works discuss technical and infrastructural barriers to deploying smart farming and precision tools.

Agriculture (203) · Precision agriculture (27) · Archaeology (19) · Agricultural engineering (22)

Sustainable computing in smart agriculture: survey and challenges

Smart Agriculture Development and Its Contribution to the Sustainable Digital Transformation of the Agri-Food Sector

View research history
YearShare index
2022512.7
2023515.6
2024647.8
2025472.7
Production Management and Animal Welfare ConcernsCommon problems researchers identify · 05

Production Management and Animal Welfare Concerns

210 papers

12.9% of this theme group

Research points to inefficiencies in farm management and rising animal‑welfare challenges.

Agricultural science (35) · Agriculture (92) · Production (27) · Animal welfare (6)

Farm Management Information Systems.

Evaluating Impacts of Climate Change on Farm Management

View research history
YearShare index
2022303.4
2023288.2
2024206.4
2025116.7
IoT Security and Cloud RisksCommon problems researchers identify · 06

IoT Security and Cloud Risks

114 papers

7.0% of this theme group

Authors raise concerns about data security and reliability of cloud‑based IoT systems in agriculture.

Internet of Things (95) · Agriculture (100) · Computer security (17) · Cloud computing (16)

An Internet of Things (IoT) Architecture for Smart Agriculture

Impact of Internet of Things (IoT) in Smart Agriculture

View research history
YearShare index
20221280.1
20231261.2
20241196.6
20251192.1
Robotics Integration ObstaclesCommon problems researchers identify · 07

Robotics Integration Obstacles

83 papers

5.1% of this theme group

Studies identify technical and economic hurdles limiting widespread use of agricultural robots.

Robot (52) · Robotics (35) · Agriculture (67) · Automation (10)

Agricultural Robotics

Global trends in the development of agricultural robotics

View research history
YearShare index
2022885.3
2023907.9
2024887.9
2025934.6

Cautions

384 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Effectiveness of Climate‑Smart StrategiesCautions · 01

Effectiveness of Climate‑Smart Strategies

83 papers

21.6% of this theme group

Cautionary analyses question whether climate‑smart agriculture delivers promised benefits.

Agriculture (73) · Climate change (33) · Food security (23) · Natural resource economics (17)

Climate Smart Agriculture: Achievements and Prospects in Africa

Is Climate-Smart Agriculture effective? A review of selected cases.

View research history
YearShare index
20222413.0
20232484.7
20242519.0
20252620.4
Subsidy and Adoption Trade‑offsCautions · 02

Subsidy and Adoption Trade‑offs

82 papers

21.4% of this theme group

Research warns that subsidies may not guarantee effective technology uptake among farmers.

Agriculture (74) · Agricultural economics (21) · Agricultural machinery (11) · Subsidy (6)

An Assessment of Experimental Evidence on Agricultural Technology Adoption in Developing Countries

Cultivating Change: Computational Strategies for Enhancing Adoption of Agricultural Technology in Developing Countries: A Review

View research history
YearShare index
2022393.5
2023380.6
2024357.7
2025242.4
Livestock and Crop Management Trade‑offsCautions · 03

Livestock and Crop Management Trade‑offs

65 papers

16.9% of this theme group

Papers caution about unintended consequences when integrating livestock and crop practices.

Milking (4) · Animal science (4) · Livestock (6) · Agronomy (6)

Integrated farm management for sustainable agriculture: Lessons for knowledge exchange and policy

Assessing cover crop and intercrop performance along a farm management gradient

View research history
YearShare index
2022190.1
2023178.6
2024129.7
2025114.6
Livelihood Risks Under Climate PoliciesCautions · 04

Livelihood Risks Under Climate Policies

62 papers

16.1% of this theme group

Analyses highlight potential negative impacts on rural incomes from certain climate‑smart interventions.

Agriculture (61) · Food security (19) · Livelihood (11) · Climate change (17)

Assessing the role of climate-smart agriculture in combating climate change, desertification and improving rural livelihood in Northern Nige

Adoption of agricultural practices with climate smart agriculture potentials and food security among farm households in northern Nigeria

View research history
YearShare index
20222172.3
20232236.1
20242166.2
20252403.3
IoT and Drone Deployment LimitsCautions · 05

IoT and Drone Deployment Limits

45 papers

11.7% of this theme group

Studies note practical and regulatory constraints on using IoT sensors and drones on farms.

Internet of Things (7) · Robot (6) · Agriculture (30) · Drone (3)

A Comprehensive Study of Using Internet of Things (IOT) in Monitoring System for Smart Agriculture

Making Agriculture More Intelligent: Progress of Agricultural Robots

View research history
YearShare index
20221208.4
20231224.6
20241211.9
20251173.9
Credit Access and Inequality EffectsCautions · 06

Credit Access and Inequality Effects

28 papers

7.3% of this theme group

Research cautions that financing schemes can exacerbate income disparities among farmers.

Agriculture (25) · Productivity (10) · Agricultural economics (10) · Agricultural machinery (6)

Access to credit and heterogeneous effects on agricultural technology adoption: Evidence from large rural surveys in Ethiopia

The impact of agricultural technology adoption on income inequality: a propensity score matching analysis for rural Ethiopia

View research history
YearShare index
2022946.2
2023942.7
2024840.0
2025834.1
Profitability of Agroforestry PracticesCautions · 07

Profitability of Agroforestry Practices

19 papers

4.9% of this theme group

Works question the economic viability of wetland and agroforestry interventions.

Wetland (3) · Profitability index (3) · Agronomy (4) · Agroforestry (5)

Climate change and maize yield in southern Africa: what can farm management do?

Farm Management Practices Used by Wheat Producers in the Western Great Plains: Estimating Their Productivity and Profitability

View research history
YearShare index
2022850.4
2023819.4
2024725.1
2025462.4

Opportunities

3,768 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Wireless Sensor Networks for Precision FarmingOpportunities · 01

Wireless Sensor Networks for Precision Farming

799 papers

21.2% of this theme group

Opportunities focus on sensor‑based systems that enable real‑time field monitoring and resource optimization.

Agriculture (503) · Wireless sensor network (85) · Precision agriculture (108) · Agricultural engineering (103)

Innovations in Sensor-Based Systems and Sustainable Energy Solutions for Smart Agriculture: A Review

Smart Agriculture System

View research history
YearShare index
2022374.3
2023368.8
2024362.0
2025329.0
IoT‑Enabled Cloud PlatformsOpportunities · 02

IoT‑Enabled Cloud Platforms

671 papers

17.8% of this theme group

Research highlights cloud‑connected IoT solutions that streamline data collection and decision support.

Internet of Things (451) · Agriculture (495) · Cloud computing (108) · Precision agriculture (129)

Smart agriculture system using IoT

IoT based System for Smart Agriculture

View research history
YearShare index
20221075.2
20231070.3
20241072.3
20251179.8
Autonomous Agricultural RoboticsOpportunities · 03

Autonomous Agricultural Robotics

561 papers

14.9% of this theme group

Papers explore mobile robots and motion‑planning algorithms for field tasks without human intervention.

Robot (412) · Robotics (77) · Mobile robot (60) · Motion planning (34)

On the Development of Intelligent Autonomous Agricultural Robot

Multi-Purpose Autonomous Agricultural Robot

View research history
YearShare index
2022827.0
2023847.9
2024840.1
2025849.0
Greenhouse‑Gas Reduction via Climate‑Smart PracticesOpportunities · 04

Greenhouse‑Gas Reduction via Climate‑Smart Practices

558 papers

14.8% of this theme group

Studies propose methods to lower emissions while improving productivity under changing climate conditions.

Climate change (205) · Agriculture (505) · Food security (143) · Greenhouse gas (43)

Climate-smart agriculture: adoption, impacts, and implications for sustainable development

Climate Smart Agriculture: Innovating Sustainable Practices for a Changing Climate

View research history
YearShare index
20222178.9
20232250.8
20242192.9
20252416.6
Deep Learning for Plant Disease DetectionOpportunities · 05

Deep Learning for Plant Disease Detection

433 papers

11.5% of this theme group

Research showcases convolutional neural networks that identify crop diseases early to boost yields.

Convolutional neural network (78) · Agriculture (263) · Plant disease (39) · Precision agriculture (80)

Deep Learning Techniques for Smart Agriculture Applications

An Efficient Disease Prediction in Smart Agriculture Using Advanced Deep Learning Methods for Improving Crop Productivity

View research history
YearShare index
202283.4
202396.6
202474.0
2025129.0
Technology Adoption for Poverty ReductionOpportunities · 06

Technology Adoption for Poverty Reduction

413 papers

11.0% of this theme group

Works emphasize how modern machinery and economics can lift smallholders out of poverty.

Agriculture (331) · Agricultural machinery (69) · Agricultural economics (72) · China (40)

Small-scale Farming, Agricultural Productivity and Poverty Reduction in Nigeria: The Enabling Role of Agricultural Technology Adoption

Application of Sustainable Agricultural Technology to Increase Productivity and Food Security

View research history
YearShare index
2022578.2
2023562.6
2024531.1
2025402.3
AI‑Driven Farm Management SystemsOpportunities · 07

AI‑Driven Farm Management Systems

333 papers

8.8% of this theme group

Papers present generative AI tools that optimize livestock and production planning for higher efficiency.

Production (35) · Livestock (18) · Management system (12) · Animal science (9)

A Farm Management Information System Using Future Internet Technologies

Leveraging Generative AI For Sustainable Farm Management Techniques Correspond To Optimization and Agricultural Efficiency Prediction

View research history
YearShare index
2022131.4
2023123.3
202497.2
2025110.7

How this field compares with the research baseline

Orientation shares compared with 25,000 papers in the reference sample.

Research orientationThis fieldReference sample
Promising36.0%36.7%
Descriptive22.0%17.7%
Problem-identifying20.3%10.0%
Breakthrough13.1%26.2%
Cautionary5.1%4.6%
Comparative2.7%3.9%
Critical0.8%1.0%

Concerns receiving less research attention

Counts and shares refer to the stated research pool. A low count describes how much of that research is recorded here, not the absence of a real-world concern.

Concern / example paperPapersShareRaised as a problemWorldwide share
Privacy & surveillanceInternet-of-Things (IoT)-Based Smart Agriculture: Toward Making the Fields Talk911.19%29 (31.9%)1.19%
Labour & data workThe Impact of India’s Rural Employment Guarantee on Demand for Agricultural Technology160.21%8 (50.0%)0.21%
Energy & datacenter footprintSustainable computing in smart agriculture: survey and challenges90.12%2 (22.2%)0.12%
Hardware, e-waste & supply chainThe LCA4CSA framework: Using life cycle assessment to strengthen environmental sustainability analysis of climate smart 30.04%0 (0.0%)0.04%
Bias & fairnessGender and access to complex and gender-biased agricultural technology information and knowledge: Evidence from smart-va30.04%0 (0.0%)0.04%
Concentration of compute powerMonopoly and Micro-irrigation in Smallholder Water Markets: Using exploratory modeling to consider interactions between 10.01%0 (0.0%)0.01%
Water use00.0%0 (%)0.0%
Carbon & emissions of compute00.0%0 (%)0.0%
Safety & misuse00.0%0 (%)0.0%

Institution and researcher rankings use citations to their covered work. Research scope: worldwide. This may be broader than the company geography.

GEOGRAPHIC FOOTPRINT

Where companies are based

Company counts, hiring and disclosed funding across the recorded hubs.

Expand panel +
8 cards

Swipe or scroll horizontally to browse.

UNDERSTAND THE LANDSCAPE

Food and Agriculture in Mexico: key questions

Clear definitions for making better comparisons.

What does this landscape measure?

It measures the tracked company ecosystem, recorded funding, hiring and other available evidence. It is not a market-size estimate.

Can segment counts be added together?

No. A company can belong to several segments, so segment counts and funding can overlap.

What does a missing figure mean?

A dash or unavailable panel means the current reviewed source snapshot does not support that figure.

Company ecosystem snapshot: 1 September 2026. Funding is recorded in USD; filed accounts retain their stated currency and reporting basis. Each section identifies its own coverage. The news and research behind these sections is explorable in Prism.

Canonical landscape ↗
Coming soon