Food Safety
search
Ask Food Safety AI
cart
facebook twitter linkedin
  • Sign In
  • Create Account
  • Sign Out
  • My Account
Food Safety
  • NEWS
    • Latest News
    • 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
    • ENEWSLETTER >
      • Archive Issues
      • Subscribe to eNews
    • Store
    • Sponsor Insights
    • ASK FSM AI
  • WEBINARS
  • FOOD SAFETY SUMMIT
  • EMAG
    • eMagazine
    • Archive Issues
    • Editorial Advisory Board
    • Contact
    • Advertise
  • SIGN UP!
Sampling/Sample Prep

The Apparent Evolution of Sampling for Food Safety

By Eric Wilhelmsen Ph.D., CFS
sampling
September 14, 2021

Sampling and related testing is often in the spotlight when pathogens cause illness in most any food product. Inadequate sampling with testing is often identified as the cause of the illness when in fact testing does not mitigate food safety problems. Sampling and testing together are an assessment tool that can divert some effected material, but its mitigation power does not compare to the power of preventive measures for mitigating pathogen risk. Successful sampling programs must address the needed sensitivity and the ability to represent the lots under assessment, which are part of a “fit for purpose” assessment. This latter aspect relates to the accuracy of any single assessment that is critical if the sampling and testing are being used to divert affected materials.

There are many recent examples where the sensitivity and accuracy of sampling methods have been improved in the face of pathogen-related challenges. The Leafy Green Marketing Agreement is incorporating increased raw material testing in its guidance for leafy greens. The almond industry has developed guidelines for sampling and testing for Salmonella. Compost products have come under increasing scrutiny. Research regarding pathogens in various waters continues to explore larger samples for bacterial pathogens and Cyclospora. All of these changes reflect efforts to mitigate or control food safety hazards and improve methodologies. Unfortunately, the consumer risks associated with these microbiological hazards are greatly amplified by the large exposure of consumers to the affected products or to materials affected by the contamination. Some would point to these improvements as the successful evolution of sampling and related testing methods. I prefer to view them as a return to the science as they are a better application of truths that have been known for decades if not longer.

All these improvements reflect the application of truths known by most food safety scientists. I present here four of these truths:

  1. The sensitivity or limit of detection (LOD) of a sampling scheme is linked to the amount of material tested.
  2. The number of specimens or grabs is intrinsically linked to the accuracy of any sampling derived assessment unless the lot is known to be homogenous as for a well-mixed liquid.
  3. Without a priori knowledge, the best sample is a random sample where all specimens in a lot have equal probability of being selected.
  4. A negative result or nondetection event does not show that a lot is contamination free but only provides a measure of confidence that it is less than the LOD.

Recently, the industry was reminded that safe and unsafe are not simple binary conditions. Absolute safety is impossible. As an industry, everyone involved in the food supply chain must seek to minimize risk to move as close to safe as practical and possible. There are many tools for moving towards safe including root cause analysis, quantitative risk modeling, Hazard Analysis and Critical Control Points, preventive control measures, Good Manufacturing Practices, Sanitation Standard Operating Procedures, and more. These programs are driven by knowledge, information, and data. These data generally come from sampling-based assessments when results are analyzed and applied.

If a random sample is assumed, a simple calculation yields an operating curve where the probability of detection increases with the level of contamination. This calculation will accurately predict the average probability of detection if each unit of contamination can be assumed to be independent; no specimen contains more the one unit of contamination even when the contamination is inhomogeneous. A unit of contamination could be considered a cell or a colony-forming unit depending on the testing method. This does not mean that any given lot will be detected or accepted, just that the average detection level for any contamination is known. Most people understand that dice are generally very fair. The probability of any number coming up is 1/6 when no bias is introduced. The more throws that are made, the closer the observed distribution will be to this expectation. In sampling a lot of food, we face the same challenge. We know the probability of detection at any level of contamination, but the actual detection of contamination in any given lot is not assured. There is always a measure of uncertainty.

The extreme case of a very contaminated point source is often raised as a challenge to a sampling program. If such a contamination is severe, it probably violates the premise of independence as the affected specimens contain more than one unit of contamination. In such cases, the size of the point source relative to the size of the lot can be used to provide an operating curve. Contamination must be sampled to be detected. Some in-between cases need to be approached with conditional probabilities where the probability of sampling the contamination is used in conjunction with the probability of detection.

There has correctly been discussion about sampling patterns and the number of specimens or grabs that make up samples. Such considerations are very important when there is inhomogeneity in the distribution of the contamination. Efforts to specify specific patterns are helpful only to the extent that they help approaching a truly random sample unless there is a priori knowledge about the inhomogeneity. Increasing the number of specimens increases the probability of sampling a cluster when inhomogeneity exists to the extent that each specimen can be considered independent. Recently, aggregating sampling techniques have been implemented to greatly increase the effective number of specimens by sampling the surface layer of large portions of the lot. Given that error is expected to be proportional to the square root of the number of specimens, the accuracy of a determination will be greatly enhanced by aggregated sampling. The U.S. Department of Agriculture Food Safety and Inspection Service has allowed a patented aggregated sampling technique to replace the traditional excision method of sampling beef trims (U.S. patent 10,663,446 assigned to FREMONTA, Fremont, CA). Similar advantages can be anticipated in other protein foods, produce, nutmeats, and powdered products where contamination is not uniform and present on the surface of the product.

It is critical to understand the data provided by a sampling plan and the related assessments. The information quality must match the need. Inadequate sampling programs can provide emotional comfort and acceptance, which can lead to illness and the loss of consumer confidence.

Eric Wilhelmsen, Ph.D., is a recognized world authority in food authentication, serving for over 25 years in both academic and industrial positions. In these roles, he has provided technical leadership and innovation for industrial collaborations. His technical contributions and practical innovations have been fundamental in establishing new revenue streams and profitable businesses in juices, dietary supplements and botanicals, agricultural commodities, byproducts and beverages. He can be reached at the Alliance of Technical Professionals: eric.wilhelmsen@atpconsultants.com.

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

KEYWORDS: sampling program

Share This Story

Eric wilhelmsen

Eric Wilhelmsen, Ph.D., CFS, is a recognized expert in food safety and sampling, serving for over 30 years in both academic and industrial positions. In these roles, he has provided technical leadership and innovation for industrial collaborations. His technical contributions and practical innovations have been fundamental in developing proprietary technology, as well as establishing new revenue streams and profitable businesses in juices, dietary supplements and botanicals, agricultural commodities, byproducts, and beverages. He can be reached at the Alliance of Technical Professionals: eric.wilhelmsen@atpconsultants.com.

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...
    Methods
    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...
    Management
    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...
    Risk Assessment
    By: Maria Cristina Tirado Ph.D., D.V.M. and Shamini Albert Raj M.A.
Manage My Account
  • eMagazine Subscription
  • Subscribe to eNewsletter
  • 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
  • Salmonella bacteria
    Sponsored byThermoFisher

    Food Microbiology Testing Methods: Salmonella species

  • a diagram explaining indicator organisms
    Sponsored byHygiena

    How Proactive Listeria Testing Helps Prevent Six- and Seven-Figure Recalls

  • woman grocery shopping
    Sponsored byCorbion

    Designing Safety Into Every Bite: Proactive Risk Mitigation for Refrigerated Foods

Popular Stories

NRTE breaded stuffed chicken

USDA Indefinitely Delays Enforcement of Salmonella as Adulterant in Raw Breaded, Stuffed Chicken

non-conforming product

How to Handle Non-Conforming Product

spoonfuls of food ingredients

FDA’s Developing Rule to Tighten GRAS Oversight Moves to White House

Events

December 11, 2025

How to Develop and Implement an Effective Food Defense Strategy

Live: December 11, 2025 at 2:00 pm EDT: From this webinar, attendees will learn common areas where companies encounter challenges in their food defense strategies and how to address them.

May 11, 2026

The Food Safety Summit

Stay informed on the latest food safety trends, innovations, emerging challenges, and expert analysis. Leave the Summit with actionable insights ready to drive measurable improvements in your organization. Do not miss this opportunity to learn from experts about contamination control, food safety culture, regulations, sanitation, supply chain traceability, and so much more.

View All

Products

Global Food Safety Microbial Interventions and Molecular Advancements

Global Food Safety Microbial Interventions and Molecular Advancements

See More Products

Related Articles

  • Addressing Misconceptions about Sampling and Testing of Leafy Greens

    Addressing Misconceptions about Sampling and Testing of Leafy Greens

    See More
  • Cantaloupe

    What Was Not Learned from the FDA Investigation of Salmonella on Cantaloupe in 2022?

    See More
  • Packing Plant

    Can the Outbreak Investigation System be Improved?

    See More

Related Products

See More Products
  • 1119053595.jpg

    Food Safety for the 21st Century: Managing HACCP and Food Safety throughout the Global Supply Chain, 2E

  • 1119160553.jpg

    Food Safety: Innovative Analytical Tools for Safety Assessment

  • 1119258073.jpg

    FSMA and Food Safety Systems: Understanding and Implementing the Rules

See More Products

Related Directories

  • Saldesia "Goddess of Food Safety"

    Saldesia is a distributor of Food Safety products and solutions. We are focused on supplying the Quality, Production, Safety and Sanitation departments. Product lines include Color Coded, Metal Detectable, Antimicrobial Flooring & Mats, Workwear, Footwear, Spray Nozzles, and more!
  • QualiTru Sampling Systems

    Since 1983, QualiTru Sampling Systems® (formerly QMI) has been the leader in the science of aseptic liquid sampling with innovative, easy-to-use, versatile and cost‑effective sampling systems that help the dairy, beverage and liquid food industries produce safe, quality products across the U.S. and in over 30 countries worldwide.
  • Spoiler Alert Food Safety

    Spoiler Alert! Food Safety is the premier cloud based digital food safety platform for iOS. This powerful yet simple to app allows you to; track food rotation, generate easy to read smart labels, track product life cycle and alert all of your mobile devices along the way. Our exclusive eco-friendly wash away labels rinse safely down the drain. Starting at just $9.99/mo. Start your 30 day FREE trial today. https://www.spoileralertfoodsafety.com Download in the App Store - Spoiler Alert Food Safety Developed in the U.S.A. by restaurant professionals, for restaurant professionals.
×

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

eNewsletter | Website | eMagazine

JOIN TODAY!
  • RESOURCES
    • Advertise
    • Contact Us
    • Directories
    • Store
    • Want More
  • SIGN UP TODAY
    • Create Account
    • eMagazine
    • eNewsletter
    • 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 ©2025. All Rights Reserved BNP Media.

Design, CMS, Hosting & Web Development :: ePublishing