Related News

No smart glasses, no cameras: Toronto venues rethink privacy on the dance floor

No smart glasses, no cameras: Toronto venues rethink privacy on the dance floor

September 14, 2026
Parliament Hill lockdown ends after man ‘barricaded’ himself inside East Block, police say

Parliament Hill lockdown ends after man ‘barricaded’ himself inside East Block, police say

April 5, 2025
Japan Bond Yields Hit Highest Since 2008 – Expert Warns “The Anchor Has Broken”

Japan Bond Yields Hit Highest Since 2008 – Expert Warns “The Anchor Has Broken”

December 1, 2025

Browse by Category

  • Canadian news feed
  • Crypto
  • Faith
  • Geothermal
  • Golf news
  • Hockey news
  • Running & fitness
  • Skateboarding
  • Sports & Fitness
  • WeMaple news

Related News

No smart glasses, no cameras: Toronto venues rethink privacy on the dance floor

No smart glasses, no cameras: Toronto venues rethink privacy on the dance floor

September 14, 2026
Parliament Hill lockdown ends after man ‘barricaded’ himself inside East Block, police say

Parliament Hill lockdown ends after man ‘barricaded’ himself inside East Block, police say

April 5, 2025
Japan Bond Yields Hit Highest Since 2008 – Expert Warns “The Anchor Has Broken”

Japan Bond Yields Hit Highest Since 2008 – Expert Warns “The Anchor Has Broken”

December 1, 2025

Browse by Category

  • Canadian news feed
  • Crypto
  • Faith
  • Geothermal
  • Golf news
  • Hockey news
  • Running & fitness
  • Skateboarding
  • Sports & Fitness
  • WeMaple news
WEMAPLE NEWS - Brand Partnerships
  • Home
  • Canadian news feed
  • Skateboarding
  • Sports & Fitness
    • Golf
    • Hockey
    • Running & fitness
  • Faith
  • Geothermal
  • Crypto
  • WeMaple news
No Result
View All Result
CONTRIBUTE
WEMAPLE NEWS - Brand Partnerships
  • Home
  • Canadian news feed
  • Skateboarding
  • Sports & Fitness
    • Golf
    • Hockey
    • Running & fitness
  • Faith
  • Geothermal
  • Crypto
  • WeMaple news
No Result
View All Result
WEMAPLE NEWS - Brand Partnerships
No Result
View All Result
Home Canadian news feed

Calgary startup tackles referee abuse with microphones and machine learning

WeMaple AI by WeMaple AI
June 18, 2025
in Canadian news feed
0
Calgary startup tackles referee abuse with microphones and machine learning
74
SHARES
1.2k
VIEWS
Share on FacebookShare on Twitter

Abuse of referees in amateur sport has been an issue for decades and all sorts of attempts have been made to curb the problem, from sternly worded signs that remind fans to be respectful to green armbands that identify novice officials to body-worn cameras that record footage from the refs’ perspectives.

You might also like

Residents of northern Ontario town frustrated with proposed mine that would force them to relocate

Canada earns win over U.S. in exhibition game ahead of women’s hockey worlds

Edmonton and Calgary rejected her referendum. Does Danielle Smith have a city problem?

Now, a Calgary startup is employing a bit of all those strategies, combined with a type of artificial intelligence known as machine learning, to tackle the issue in a new way.

Elements Athletics has launched a product known as Mic’d Up that involves wireless microphones in lightweight armbands worn by refs, coupled with signs that alert players, coaches and spectators that what they say can and will be recorded.

The hours of audio caught by these mics would be cumbersome for a human to review, but CEO Mark Lootens says modern machine-learning techniques allow that process to be automated — and affordable.

“That’s the cool thing about where we’re at right now, from a software development perspective,” he said.

“Our product didn’t make sense three years ago. It would have cost a fortune. But we’re in this really fun place right now, in terms of technology development, where products like this do become affordable, which makes them accessible, and applications like Mic’d Up for youth sports associations are feasible.”

Lootens says the company’s “tuned machine-learning model” is capable of quickly reviewing hours of audio and detecting even subtle moments of abuse, insults or verbal threats directed at referees.

The software then catalogues the incidents into a report that is provided to referees’ sport associations, which can help when it comes to holding people who mistreat referees accountable.

“One of the big challenges that associations run into is … they have a hard time enforcing their own policies the way they meant to when they wrote them, because they don’t have this record of truth,” Lootens said.

“A lot of times their situations devolve into he-said-she-said, and so we provide them with that record of truth.”

Both Lootens and company co-founder Tamara Jarrett have worked as referees in the past and say the level of abuse they can face is not only troubling but also detrimental to the recruitment and retention of refs starting at the youngest levels.

Jarrett said kids who are 13 or 14 can make good money refereeing, but she’s seen many who give it a try and then quit due to the treatment they receive.

“They’re just not staying,” she said. “It’s not the money. They’re just not staying.”

Lootens said referee abuse also goes “grossly underreported” because of the time and effort it takes for reports to be manually filed.

“We’re automating that, so that associations are dealing with a lot more data,” he said. “The idea being that they can now start to identify trends, versus always just responding to a specific incident.”

Elements Athletics received support from Platform Calgary, a local non-profit organization that helps startups launch and grow with mentorship, advice, connections to networks and access to capital.

Platform Calgary CEO Terry Rock says the organization has helped foster the city’s increasingly established tech scene, and it now counts roughly 700 tech companies among its members.

“We’re doing this to make Calgary a better city,” Rock said. “We’re doing this to make Calgary’s economy more resilient, to create jobs of the future.”

So far, Elements Athletics clients have been local sports associations, but Lootens hopes to grow it around the world.

“We see no reason why it can’t be a global product,” he said.

 “This isn’t just a problem that’s happening in Alberta. This is a global problem that everyone’s struggling with.”

Read Entire Article
Tags: Canada NewsCBC.ca
Share30Tweet19
WeMaple AI

WeMaple AI

Recommended For You

Residents of northern Ontario town frustrated with proposed mine that would force them to relocate

by WeMaple AI
October 29, 2026
0
Residents of northern Ontario town frustrated with proposed mine that would force them to relocate

If plans to develop a northeastern Ontario mine go ahead, the roughly 500 residents of Virginiatown will need to be relocated to nearby communitiesResidents learned about the plan...

Read more

Canada earns win over U.S. in exhibition game ahead of women’s hockey worlds

by WeMaple AI
October 29, 2026
0
Canada earns win over U.S. in exhibition game ahead of women’s hockey worlds

Sarah Fillier scored the go-ahead goal as Canada defeated the United States 5-3 in a pre-tournament game in Windsor, Ont, on Wednesday, ahead of the women's hockey world...

Read more

Edmonton and Calgary rejected her referendum. Does Danielle Smith have a city problem?

by WeMaple AI
October 29, 2026
0
Edmonton and Calgary rejected her referendum. Does Danielle Smith have a city problem?

This week the Alberta government pivots back to governing, with MLAs returning to the legislature for the first time since a contentious referendum on separation exposed the divide...

Read more

N.S. premier doubles down on complaint to professor over AI data centre comments

by WeMaple AI
October 29, 2026
0
N.S. premier doubles down on complaint to professor over AI data centre comments

Nova Scotia Premier Tim Houston is doubling down on a complaint his office sent to a university professor in Toronto who commented on a proposed artificial intelligence data...

Read more

How genetic genealogy helped police find witnesses — but not the suspect — in the Byron Carr murder case

by WeMaple AI
October 29, 2026
0
How genetic genealogy helped police find witnesses — but not the suspect — in the Byron Carr murder case

WARNING: This story contains disturbing detailsWhen Charlottetown police first announced a break in a high-profile cold case, they credited investigative genetic genealogy with helping identify a

Read more
Next Post
You Can (and Should) Do Joint Peloton Workouts With Friends

You Can (and Should) Do Joint Peloton Workouts With Friends

Leave a Reply Cancel reply

Your email address will not be published. Required fields are marked *

Related News

No smart glasses, no cameras: Toronto venues rethink privacy on the dance floor

No smart glasses, no cameras: Toronto venues rethink privacy on the dance floor

September 14, 2026
Parliament Hill lockdown ends after man ‘barricaded’ himself inside East Block, police say

Parliament Hill lockdown ends after man ‘barricaded’ himself inside East Block, police say

April 5, 2025
Japan Bond Yields Hit Highest Since 2008 – Expert Warns “The Anchor Has Broken”

Japan Bond Yields Hit Highest Since 2008 – Expert Warns “The Anchor Has Broken”

December 1, 2025

Browse by Category

  • Canadian news feed
  • Crypto
  • Faith
  • Geothermal
  • Golf news
  • Hockey news
  • Running & fitness
  • Skateboarding
  • Sports & Fitness
  • WeMaple news
WEMAPLE NEWS – Brand Partnerships

Wemaple will be firmly committed to the public interest and democratic values.

CATEGORIES

  • Canadian news feed
  • Crypto
  • Faith
  • Geothermal
  • Golf news
  • Hockey news
  • Running & fitness
  • Skateboarding
  • Sports & Fitness
  • WeMaple news

BROWSE BY TAG

AZO Clean Tech Bitcoinist Bitcoinmagazine Canada News CBC.ca Celebrity News Christian Post CoinPedia Corporate Knights Crypto Cryptoslate Faith Geothermal Golf Hockey Lifehacker Ludwig-van.com NcrOnline newsbtc Skateboarding tomsguide.com Utah news dispatch

© 2025 wemaple.canadiana.news - all rights reserved. YYC TECH CONSULTING.

No Result
View All Result
  • Home
  • Canadian news feed
  • Skateboarding
  • Sports & Fitness
    • Golf
    • Hockey
    • Running & fitness
  • Faith
  • Geothermal
  • Crypto
  • WeMaple news

© 2025 wemaple.canadiana.news - all rights reserved. YYC TECH CONSULTING.