Food Safety
search
Ask Food Safety AI
cart
facebook twitter linkedin instagram youtube
  • Sign In
  • Create Account
  • Sign Out
  • My Account
Food Safety
  • NEWS
    • Latest News
    • Sponsored Insights
    • Sponsored White Papers
  • PRODUCTS
  • TOPICS
    • Contamination Control
    • Food Types
    • Management
    • Process Control
    • Regulatory
    • Sanitation
    • Supply Chain
    • Testing and Analysis
  • PODCAST
  • EXCLUSIVES
    • Food Safety Five Newsreel
    • eBooks
    • FSM Distinguished Service Award
    • Interactive Product Spotlights
    • Videos
  • BUYER'S GUIDE
  • MORE
    • NEWSLETTERS >
      • Archive Issues
      • Subscribe to eNews
    • Store
    • ASK FSM AI
  • WEBINARS
  • FOOD SAFETY SUMMIT
  • EMAG
    • eMagazine
    • Archive Issues
    • Editorial Advisory Board
    • Contact
    • Advertise
  • SIGN UP!
NewsContamination ControlFood TypeManagementProcess ControlRisk AssessmentMicrobiological ControlIntervention ControlsProduce

New Microbial Risk Model Could Help Produce Industry Make Informed Control Strategy Choices

By Food Safety Magazine Editorial Team
scientist looking at field of indoor grown leafy greens

Image credit: wayhomestudio via Freepik

December 16, 2024

Researchers from the University of Illinois Urbana-Champaign, in collaboration with Cornell University researchers, have developed a flexible model for estimating microbiological food safety risks in the produce supply chain, which industry can use to determine the best risk management strategies for their scenarios. Use of the model was demonstrated in a test case study with leafy greens and Shiga toxin-producing Escherichia coli (STEC).

Base code for the Supply Chain Risk Model (SCRM), as well as an interactive webpage for users to explore the results of the leafy greens case study, is available via GitHub.

SCRM enables users to simulate different systems and microorganisms that could affect the produce environment, and to assess the effect of different interventions. Its framework covers five stages: primary production, harvest, processing, retail, and consumer handling. At each of these stages, users can estimate the probability of contamination, and edit factors like contamination levels or product testing. Based on the data entered by the user, the model calculates the risk of a product testing positive for microbial contamination by the time it reaches consumers.

Although other risk assessment tools exist, they are purpose-specific, and do not allow for the flexibility and wide applicability of SCRM.

To demonstrate the usefulness of the model, the researchers used data inputs indicative of two different scenarios for leafy greens contaminated with STEC: one in which processors improve controls for a washing intervention using food-safe acid, and another in which processors conduct product testing at the end of the process to prevent contaminated product from entering the market.

Through the case study, the researchers determined that improved process control decreased the risk of a positive microbial test at retail—which can be interpreted as a proxy metric for the likelihood of product recall—more than the use of additional product testing. Although additional product testing did reduce the risk to public health and the likelihood of recall, it also resulted in the excessive rejection of lower-risk product.

Overall, the researchers believe their findings from the case study use of the model are applicable to the produce industry beyond leafy greens, and can effectively help risk managers make informed decisions, although the modeling was limited by the assumption of homogeneous contamination. Future work will focus on heterogeneous contamination allowing the effects of cross-contamination at different stages to be modeled.

The researchers are also developing and applying different industry-relevant contamination scenarios both at the primary raw material production stage—considering harvester contamination, agricultural water treatment, and pest control—and during the processing stage—considering variable performance of wash systems—to the revised model.

Looking for quick answers on food safety topics?
Try Ask FSM, our new smart AI search tool.
Ask FSM →

KEYWORDS: E. coli leafy greens STEC study University of Illinois

Share This Story

Fsm purple logo 200x200

The Food Safety Magazine editorial team comprises Bailee Henderson, Director of Content Strategy and news editor ✉, and Adrienne Blume, M.A., Director of Editorial and Industry Engagement.

Recommended Content

JOIN TODAY
to unlock your recommendations.

Already have an account? Sign In

  • people holding baby chicks

    Serovar Differences Matter: Utility of Deep Serotyping in Broiler Production and Processing

    This article discusses the significance of Salmonella in...
    Testing & Analysis
    By: Nikki Shariat Ph.D.
  • woman washing hands

    Building a Culture of Hygiene in the Food Processing Plant

    Everyone entering a food processing facility needs to...
    Sanitation
    By: Richard F. Stier, M.S.
  • graphical representation of earth over dirt

    Climate Change and Emerging Risks to Food Safety: Building Climate Resilience

    This article examines the multifaceted threats to food...
    Best Practices
    By: Maria Cristina Tirado Ph.D., D.V.M. and Shamini Albert Raj M.A.
Manage My Account
  • eMagazine Subscription
  • Subscribe to Newsletters
  • Manage My Preferences
  • Website Registration
  • Subscription Customer Service

More Videos

Sponsored Content

Sponsored Content is a special paid section where industry companies provide high quality, objective, non-commercial content around topics of interest to the Food Safety Magazine audience. All Sponsored Content is supplied by the advertising company and any opinions expressed in this article are those of the author and not necessarily reflect the views of Food Safety Magazine or its parent company, BNP Media. Interested in participating in our Sponsored Content section? Contact your local rep!

close
  • Man In Warehouse
    Sponsored byRentokil

    Mitigating Hidden Rodent Risks in Food Facilities

  • an industrial manufacturing or processing facility
    Sponsored bybioMérieux

    Get Ahead of Spoilage in Food Manufacturing with Metagenomics for Preventive Monitoring

  • an automated industrial production line used in a modern food factory
    Sponsored byIFC

    A Formula for Food Processing Pest Management

Popular Stories

dozen white eggs

Nearly 100 Sick in Multistate Salmonella Outbreak, Millions of Eggs Recalled

Business people shaking hands with FDA logo overlay

FDA to Centralize Administrative Functions, Generalize Inspectors

cartoon bacteria petri dish

Researchers Identify Plastic Food Contact Material Properties, Background Microbes that Influence Listeria Biofilm Persistence

building a skilled workforce ebook

Events

August 6, 2026

Beyond Sanitation: Understanding the Hidden System Conditions That Allow Pathogens to Persist

Live: August 6, 2026 at 2:00 pm EDT: Attend this webinar to learn strategies for strengthening environmental control programs through a layered approach to pathogen management.

August 11, 2026

Beyond Sanitization: Reducing Contamination Risk Without Raising Operating Cost

Live: August 11, 2026 at 2:00 pm EDT: Attend this webinar to learn why ambient air is the largest and most overlooked contamination zone in food processing, and what it costs you between scheduled cleans.

August 25, 2026

Don’t Wing It: Bird Control for Food Processing Facilities

Live: August 25, 2026 at 2:00 pm EDT: This webinar will cover why managing bird activity should be a priority for your business, the complexities involved in effective bird control, and proactive strategies to help protect your facility.

View All

Products

Global Food Safety Microbial Interventions and Molecular Advancements

Global Food Safety Microbial Interventions and Molecular Advancements

See More Products

Related Articles

  • broilers on a fence

    One Health Campylobacter Risk Model Could Improve Outbreak Surveillance

    See More
  • FSIS: Food Safety Data Sharing to Help Consumers Make Informed Choices

    See More
  • leafy greens in rows in dirt

    Weather Data Could Help Predict Foodborne Pathogen Contamination on Leafy Greens

    See More

Related Products

See More Products
  • global food.jpg

    Global Food Safety Microbial Interventions and Molecular Advancements

  • food safety.jpg

    Food Safety Contaminants and Risk Assessment

  • 9781032369990 (1).webp

    Food Safety Quality Control and Management

See More Products

Events

View AllSubmit An Event
  • August 7, 2025

    Achieve Active Managerial Control of Major Risk Factors Using a Food Safety Management System

    On Demand: From this webinar, attendees will learn about changes to the FDA Food Code, which now includes a requirement for FSMS. 
View AllSubmit An Event

Related Directories

  • Microbial Solutions I Charles River

    Charles River provides trusted microbial quality control solutions that help food manufacturers ensure product safety, quality, and regulatory compliance. Its portfolio includes rapid microbial detection, endotoxin testing, microbial identification, laboratory services, and technical expertise designed to improve operational efficiency, reduce contamination risk, and support confident, data-driven food safety decisions.
  • BioSafe Systems

    BioSafe Systems is a leading U.S. manufacturer of peroxyacetic acid (PAA)-based solutions, delivering trusted food safety, water treatment, and processing solutions through clean chemistry and automated equipment. Our proven products help growers and processors control pathogens such as E. coli and Salmonella, reduce microbial risk, and improve efficiency across the fresh produce supply chain.
×

Never miss the latest news and trends driving the food safety industry

Newsletters | Website | eMagazine

JOIN TODAY!
  • RESOURCES
    • Advertise
    • Contact Us
    • Directories
    • Store
    • Want More
  • SIGN UP TODAY
    • Create Account
    • eMagazine
    • Newsletters
    • Customer Service
    • Manage Preferences
  • SERVICES
    • Marketing Services
    • Reprints
    • Market Research
    • List Rental
    • Survey/Respondent Access
  • STAY CONNECTED
    • LinkedIn
    • Facebook
    • Instagram
    • X (Twitter)
  • PRIVACY
    • PRIVACY POLICY
    • TERMS & CONDITIONS
    • DO NOT SELL MY PERSONAL INFORMATION
    • PRIVACY REQUEST
    • ACCESSIBILITY

Copyright ©2026. All Rights Reserved BNP Media, Inc. and BNP Media II, LLC.

Design, CMS, Hosting & Web Development :: ePublishing