ISHN logo
search
cart
facebook twitter linkedin youtube
  • Sign In
  • Create Account
  • Sign Out
  • My Account
ISHN logo
  • NEWS
    • Today's News
    • Global Safety News
    • Government Regulations
  • PRODUCTS
    • Product Innovations
    • Featured Products
  • TOPICS
    • Environmental Health and Safety
    • Facility Safety
    • Workplace Health
    • Occupational Safety
    • PPE
    • More Topics
  • CONSTRUCTION
  • TECHNOLOGY
  • COLUMNS
    • Best Practices
    • Dave Johnson: What’s going on
    • Editorial Comments
    • Leading Safety
  • MULTIMEDIA
    • ISHN Podcast
    • Videos
    • Cold Stress Education Quiz
    • Webinars
    • White Papers
  • MORE
    • Buyer's Guide
    • Newsletters
    • Convention Companion
    • Polls
    • Events
    • ISHN Store
    • Sponsor Insights
  • EMAGAZINE
    • eMagazine
    • Archived Issues
    • Contact
    • Advertise
  • JOIN TODAY!
ColumnsWorkplace Training Strategies

Don’t waste important safety data

By Chuck Pettinger
August 1, 2013
To stay relevant, silence distracters and continue to help organizations eliminate death on the job, behavior-based safety (BBS) processes need to experience a “step-change.” To do this, BBS practitioners need to use data to avoid the “venomous cycle,” gain more “color” from current observations, enlist safety analytics to predict injuries and embrace technology to leave a legacy for Millennials.

The “venomous cycle”

One of the biggest strengths, and weaknesses, of BBS is the enormous amount of data collected. Not using valuable information collected from observations can lead to an early demise of your process.

Although many behaviors are motivated internally, people often look to external measures, such as praise from peers, to gauge their performance as well. Observation intelligence gained from your BBS process can likewise be a powerful gauge as to how individuals are performing, how the process is progressing, and where your next injury might occur.

Too often, behavioral data is not used.

A typical scenario: The newly trained observer dutifully performs their first observation, provides feedback to their coworker and turns in the checklist to be tallied, but nothing happens with their data.

This is the critical point where many processes fall into the “venomous cycle.” If the new BBS observer sees nothing done with information from their observations, they begin to lose faith. Then the quality of their observations suffers and “pencil-whipping” begins. Once the team starts looking at their data, they find it very close to 100-percent safe and start questioning the value and reliability of the BBS observations. The leadership team also looks at the nearly 100-percent safe observations and yet sees employees still getting hurt, and they begin questioning the time and resources put into supporting the BBS process. Once the team starts questioning the value of the data, they use it less often and only use the checklists to count how many observations were done.

The “virtuous cycle”

One method of generating a step-change in your BBS process is by creating a data use plan. As soon as the process starts, put a data use plan into place to ready the organization to act on the observation intelligence. Designate different levels of leadership and other important individuals in the organization. Decide which reports should be distributed to key individuals and at what frequency. Specify what they should do with the data once they get it. The data use plan should identify as many opportunities to communicate the information as possible. Reports should  demonstrate the value observations are bringing to the organization (e.g., external consequences).

Sample metrics to demonstrate BBS value could be:

1) Top 5 risky behaviors

2) Number of work orders created

3) Time to closure of open items

4) “Before and after” pictures of changes due to suggestions

5) Percent of risky observations with comments

To reverse this venomous cycle, teams need to make the BBS process valuable to employees and the organization. If employees see their observation intelligence used, the quality of their observations will increase. Once teams and leaders begin to trust the reliability of data, they gain insight into processes and systems putting their employees at risk for injuries. With this increased organizational transparency, leaders can better provide the resources needed to make the workplace safer. In return, employees see the value from their observational efforts and produce even more accurate and honest observations. This virtuous cycle creates interdependency where everyone is working toward a better safety culture.

Increase the color of observations

To create a step-change in your process, BBS teams should gain as much “color” from observations as possible. One method would be to use a simple 2x2 severity matrix (Severity by Probability) to rate risky behaviors (see Fig. 1).

For instance, if an employee is not wearing glasses while doing computer work at their station but still technically inside the PPE boundaries, this may be recorded as a “low” risk behavior.

Whereas a worker using a grinder without wearing eye protection may be scored as “High” or “Life Threat”.

With data having more “color,” the BBS team can start looking for the data to tell a story. For example, if there are only low-risk behaviors, this may point to a culture that is hesitant to record something too risky. If risky observations are only high or life threat, this may point to a “ticket writing” type of observation where people only observe when they see a risky behavior happening and grab a checklist.

Once severity is added to your process, you need to calibrate your observers. Split employees into four groups. Give each group a flip chart and label them low, medium, high and life threat. Have the first group list as many low-risk behaviors as they can. Have the other groups, in turn, list medium, high and life threat behaviors. Once finished, have them rotate to the next flip chart and add, edit or clarify the list of behaviors. Once each group has rotated through each flip chart, you have calibrated employees and have a list that can be shared with all employees to guide their observations. Adding severity to your checklist and developing a list of risky behaviors sends a strong message that recording risky behaviors is not only acceptable but desperately needed.

Safety analytics: The business intelligence of life

Predictive analytics is the study and use of large data sets to predict or forecast. People have experienced the power of predictive analytics if they have ever used a Google search, had an item recommended by Amazon based on previous purchases, or bought insurance. Business intelligence and predictive analytics will soon be a part of everyone’s jobs, if it is not already. And no other area in business could benefit more from using “safety analytics” than our safety departments.

The safety field collects a surplus of data from safety observations to near-misses. Unfortunately, this critical safety intelligence is often not used, misused or just plain ignored. With increasing computing power now accessible to organizations, it is possible to perform complex analytics that could not have been done a few years ago.

The 4 safety truths

Schultz (2012) and his colleagues took a large data set of safety observations and partnered with data scientists from Carnegie Mellon’s Language Technology Institute. The team used analytics similar to those used when they helped IBM create the computer program “Deep Blue,” which beat the grandmaster Kasparov in a series of chess games. With over 113 million safety observations from 15,000 different locations, Schultz and his team discovered four “Safety Truths” through the use of predictive analytics, which were published in a recent whitepaper.

Embrace data & technology to leave a legacy

As the first generation raised on the Internet, Millennials (born between 1980 and 2000) are quicker to adopt new technology and are heavily influenced by social media sites. Also, a larger proportion of this generation uses smartphones (60 percent) than other generations (Barkley 2011). As such, we have a great opportunity to take our BBS processes to the next level by engaging this 25 percent of our U.S. population.

Once we start putting data to use, the more data we will have to use. When we start using safety analytics to help pinpoint where our safety resources need to go, we will need a way to harness this momentum to keep this sense of urgency fresh. To create that step-change, we need to adopt more “social” ways of getting safety critical information into our hands. Using mobile devices to enter observational data is one way to capture Millennials. Using smartphones and tablets also will increase the timeliness of information. To leave a safer legacy for Millennials, we need to embrace technology, act on the data and begin to use safety analytics to predict where our next injury will be.

KEYWORDS: behavior based safety safety management

Share This Story

Looking for a reprint of this article?
From high-res PDFs to custom plaques, order your copy today!

Chuck pettinger

Chuck has over 30 years of experience designing, implementing and evaluating culture step-change initiatives. His major interests include developing large-scale corporate behavior change initiatives, assessing industrial safety cultures, using advanced predictive analytics to develop leading indicators, and conducting Leadership Engagement Workshops. In addition to being twice named 101 Top Leaders in Safety by ISHN, Chuck has authored many training/technical manuals while designing, customizing and developing training materials for use in industry and government agencies. In addition, he has numerous published abstracts and papers and many scheduled speaking engagements at professional conferences yearly, including invited international multi-day seminars in Africa, Australia, China, France, Hong Kong, India, and Singapore. Chuck is a Certified Behavior Analyst and has served as a Behavioral Program Specialist for the State of Florida and other private industries. He earned his degree from the University of Florida, his Masters from Rensselaer Polytechnic Institute, and his Doctorate from Virginia Tech under Dr. E. Scott Geller.

 

Recommended Content

JOIN TODAY
to unlock your recommendations.

Already have an account? Sign In

  • forklift safety

    Exploring the latest technologies in forklift safety

    With more staff and more stock in warehousing now more...
    Facility Safety
    By: Josh Cramer
  • welding

    All about welder’s flash or arc eye

    A flash burn is a painful inflammation of the cornea,...
    Environmental Health and Safety
  • dangerous jobs

    The 10 most dangerous jobs in the U.S.

    On-the-job deaths have been rising — hitting the highest...
    Occupational Safety
    By: Benita Mehta
Manage My Account
  • eMagazine Subscriptions
  • ISHN Newsletter & Other Newsletter Alerts
  • Online Registration
  • Manage My Preferences
  • 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 ISHN 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 ISHN or its parent company, BNP Media. Interested in participating in our Sponsored Content section? Contact your local rep!

close
  • man wearing the the Sundström SR200 Full Face Mask Respirator
    Sponsored byOHD

    5 Fit Testing Mistakes That Could Cost You

  • This image shows Magid AcuSpex polarized blue mirrored safety glasses.
    Sponsored byMagid Glove and Safety

    Construction PPE Guide: What Crews Need for Each Task

  • lone worker in confined space
    Sponsored byAlphasense Ltd.

    GET THE LEAD OUT of your Safety Oxygen Sensors!

Popular Stories

SpaceX 7 launch

OSHA Investigating Fatal Fall at SpaceX Starbase

dust explosion

Tennessee OSHA Issues Record $3.1M Fine After Deadly Explosion at Munitions Plant

Worker Impairment

How to Tell When a Co-Worker is Impaired? A Safety Pro’s Challenge

top 10 most dangerous jobs

Poll

Seasonal Readiness

With the federal heat stress prevention rule on the horizon, which area of your safety program needs the most attention?
View Results Poll Archive

Products

Surviving an OSHA Audit A Management Guide, 2nd Edition

Surviving an OSHA Audit A Management Guide, 2nd Edition

See More Products

ISHN Podcasts

Related Articles

  • Safety Analytics sinkhole

    Data quality: It’s a dirty job, but someone’s got to do it

    See More
  • Data visualization

    Data does not speak for itself: You have to speak for it

    See More
  • Golden Ticket

    Data accuracy and the golden ticket fallacy

    See More

Related Products

See More Products
  • A Basic Guide to RCRA—Understanding Solid and Hazardous Waste Management, Second Edition

  • download (1).jpg

    Safety Rebels Real-World Transformations in Health and Safety

  • 9780367861148.jpg

    LEAD Safety A Practical Handbook for Frontline Supervisors and Safety Practitioners

See More Products
×

Become a Leader in Safety Culture

Build your knowledge with ISHN, covering key safety, health and industrial hygiene news, products, and trends.

JOIN TODAY
  • RESOURCES
    • Advertise
    • Contact Us
    • Directories
    • Manufacturing Division
    • 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
    • YouTube
    • 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