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mesh conference goes deep on AI, with experts focusing in on training, ethics, and risk

The mix of topics is a major part of the appeal. So is the opportunity to have genuine conversations.

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The mix of topics is a major part of the appeal. So is the opportunity to have genuine conversations with senior leaders, and doers, across so many industries for two days.

Day one of the mesh conference was all about navigating innovation, privacy policies, and diversity in a tech-driven world, and day two was all about artificial intelligence (AI) and its impact on media, marketing, business and society.

AI is everywhere, but this day hit different. 

“I sat beside a marketer this morning who said he came to mesh because he was interested in the topics, but that he also knew lots about the subject matter so he wasn’t sure how much he’d take away,” said mesh attendee, Sarah Coleman who travelled from Calgary to see mesh in Toronto. 

“But after a full day of talks, he said to me that he was totally surprised by the cross-industry perspectives shared, and he walked away from the first day with thoughts he had never considered. For me, that’s the biggest value of mesh and it’s why I travelled across the country for my second mesh conference this year.”

Day two opened up with a frank discussion about the training of artificial intelligence (AI) and data sources with Elena Yunusov, AI strategy and marketing leader with the Human Feedback Foundation. 

Yunusov recently started the foundation to crowdsource the human feedback layer that’s missing from private AI models. Private models will continue and make decisions we won’t agree with, she said, but open source initiatives offer the chance for more innovation and better-informed applications.

“We should have more say about how AI is shaped and developed,” said Yunusov. 

There are a handful of models influencing us in ways we may not understand. But the Human Feedback Foundation is a small, but mighty open-source project trying to make AI less toxic and more empathetic. 

Photo by DX Journal

Use human feedback to bring the human voice back into data

After opening remarks, Yunusov continued the AI discussion with Darnel Moore, founder and CEO of Distinct.ly, who sees technology as a tool to connect with people. “We need a way for people to see each other and for businesses to see those people,” said Moore. 

Businesses just want to see the data point — not its context. But cognitive bias tells us that time, place, and situation influences people’s decisions, so the data means nothing without context. 

Moore said somewhere along the line people became a bug, rather than a feature, for businesses and that needs to change. 

“It’s important to get yourself out of the loop of data and buzzwords,” he Moore. 

It’s hard when you’re driving hard and fast not to attach yourself to buzzwords. But it’s not about pitching, selling, or moving your product — it’s about connecting with people.

Both Yunusov and Moore expressed puzzlement around the anxiety many people have around AI handling routine tasks. 

“Machinery is levelling human beings up from the mundane,” said Moore. People can now be more creative and learn in ways that weren’t possible before, he added.

“We have agency in this and the tools we never had before to get us to the next stages of that journey,” added Yunusov. 

We’re living through a bit of a reckoning in tech, she notes. Things are going to change, but how they change should be up to us. 

“Change is part of the human experience and we’re just doing it with different tools now,” said Yunusov. 

Photo by DX Journal

AI is a very divisive concept

Rika Nakazawa, global vice-president with NTT’s New Ventures and Innovation team, joined mesh fresh from COP28’s World Climate Summit in Dubai where there were two camps — one that believed AI is going to be the end of our ability to attain sustainability goals, and the other that thought it would bring the dawn of a new horizon. 

Amy Peck, founder and CEO of EndeavorXR, agreed. On one end of the spectrum, it’s the great saviour. We’ll be able to leverage it and achieve all our goals, she said. On the other end is the doom and gloom. 

Peck said business leaders need to start understanding data better, urging for bias-free data to be the foundation for AI training algorithms. We’re equal in our humanity, said Peck, so we must learn to embrace our differences rather than vilify them.

“AI is an overnight success, 80 years in the making,” said Nakazawa. “There’s nothing artificial about artificial intelligence.” 

It’s all made — binary code is mimicking our brain. 

“We have to retrain ourselves to work with AI and not just hand over our tasks to AI,” Peck said.

Photo by DX Journal

We needed to manage and prevent food waste

For this event, the mesh conference partnered with Second Harvest to ensure unused food served at lunch would not go to waste. Using Second Harvest technology, unused packaged lunches were donated to a local charity.

“It’s the eHarmony of food,” joked Lori Nikkel, CEO of Second Harvest during a fireside discussion. 

Nikkel was joined by Winston Rosser, VP of Food Rescue Operations at Second Harvest, who demoed the technology built to help conquer food insecurity and food redistribution.

Rosser explained that the app connects a variety of donors, from small retailers to major grocery stores, with local, non-profit charities who need food. Before the platform was built, huge trucks were sent to pick up 20 lbs of food from a grocer and take it across the city — an option that was not sustainable. Now, donors can easily connect with one of more than 61,000 charities via the platform.

Rosser also shared some startling stats:

  • 58% of all the food produced in Canada is lost or wasted, mostly ending up in landfill.
  • 3.9 million Canadians are food insecure.
  • Only 4% of food businesses were donating food.

Since the launch of the app, Second Harvest has flipped everything on its head. In 2016 the organization rescued nine million pounds of food, but after the app was deployed, that number skyrocketed — in 2022, nearly 75 million pounds of food was rescued in 2022. Last year Second Harvest kept food worth $234 million out of landfill. 

When asked why there’s so much food waste to begin with, Nikkel offered a sober response: “We don’t value food,” she said, adding that we’ve commoditized food to the point where we don’t value it like we used to. An example: many people will buy food in a two-for-one deal even if they don’t need it, and oftentimes it’s simply thrown out.

Photo by DX Journal

Adoption requires sponsorship within the organization

Afternoon discussions on day two of the mesh conference also looked at laggard industries, and professionals who can be resistant to change.

Colleen Pound, founder and CEO of Proxure, and Mary Jane Dykeman, managing partner at INQ Law, talked about the difficult task of integrating AI in law and healthcare — two industries that can be averse to technological innovation.

“Their aversion creates a lot of white space to work in,” said Pound, adding that progress looks like evolution rather than revolution. 

Dykeman agreed, adding that change in situations like this often takes a foothold when a series of low-risk initiatives are the starting point. Ultimately, they can lead to larger transformations.

In addition, privacy and data security are major issues for both industries that need to be managed first, Pound said. Data management is the starting point.

“Better data and better processes drive better business outcomes,” Pound said.

Photo by DX Journal

AI is what you make it

The day’s closing panel included a conversation on AI in media, featuring mesh co-founder and media pundit, Mathew Ingram.

Ingram joked that he would be terrified if he was starting his journalism career today. As the chief digital writer for the Columbia Journalism Review, Ingram noted that distributing information is easier today, but distributing disinformation is also easier.

“The quality of the disinformation doesn’t matter,” Ingram said, saying people believe disinformation because they want to believe it. 

“A nine-year-old could think of a more plausible conspiracy theory than some of the ones I’ve seen people believe,” he said. 

Chris Hogg, president and founder of the content marketing firm Digital Journal Group (DJG), said he sees B2B content marketing rolling back to what high-quality journalism used to offer. Hogg said success can now require businesses to produce less content, and instead focus on quality and distribution to stand out and drive results.

The fireside discussion also looked at the risks AI poses to the media industry. 

AI may not always be able to make things better, but it has great applications as a technology to support journalists. 

“It’s a tool that you can use and do things that help you and are valuable,” said Ingram, noting that transcription, story idea generation, and automating mundane tasks are big benefits offered by AI.

While there are considerable risks with OpenAI’s accuracy, deep fakes, and fake AI content, Ingram said the technology is still important.

“I’m a big believer in the power of individuals to change things,” he said. “There are things we thought would be inconsequential, but have changed the world, for better or worse.”

Join us next year in Calgary for the mesh conference, June 11-12, 2024. The two-day event then returns to Toronto the week of October 21, 2024.

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Cashiers vs. digital ordering: What do people want, and at what cost?

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Task Group summarized the rise in digital ordering over the past couple of years, its acceptance among customers, and its cost.
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You walk into a fast-food restaurant on your lunch break. You don’t see a cashier but instead a self-service kiosk, a technology that is becoming the new norm in eateries across the country. The kiosks usually offer customers a menu to scroll through and pictures of meals and specials with prompts to select their food and submit their payment in one place.

Self-service kiosks are big business. In fact, the market for self-service products is expected to grow from a $40.3 billion market value in 2022 to $63 billion by 2027, according to a report from BCC Research. Consumers do have mixed opinions about the kiosks, but about 3 out of 5 surveyed consumers reported that they were likely to use self-service kiosks, according to the National Restaurant Association. The technology, while expensive, can boost businesses’ bottom lines in the long run.

Task Group summarized the rise in digital ordering over the past couple of years, its acceptance among customers, and a cost analysis of adopting the technology.

Self-service kiosks—digital machines or display booths—are generally placed in high-traffic areas. They can be used for different reasons, including navigating a store or promoting a product. Interactive self-service kiosks in particular are meant for consumers to place orders with little to no assistance from employees.

The idea of kiosks isn’t new. The concept of self-service was first introduced in the 1880s when the first types of kiosks appeared as vending machines selling items like gum and postcards. In the present age of technology, the trend of self-service has only grown. Restaurants such as McDonald’s and Starbucks have already tried out cashierless technology.

From a business perspective, the kiosks offer a huge upside. While many employers are looking for workers, they’re having a hard time finding staff. In the midst of the COVID-19 pandemic, employers struggled with a severe employee shortage. Since then, the problem has continued. In 2022, the National Restaurant Association reported that 65% of restaurant operators didn’t have enough workers on staff to meet consumer demand. With labor shortages running rampant, cashierless technology could help restaurants fill in for the lack of human employees.

The initial investment for the kiosks can be high. The general cost per kiosk is difficult to quantify, with one manufacturer estimating a range of $1,500 to $20,000 per station. However, with the use of kiosks, restaurants may not need as many cashiers or front-end employees, instead reallocating workers’ time to other tasks.

In May 2022, the hourly mean wage for cashiers who worked in restaurants and other eating establishments was $12.99, according to the Bureau of Labor Statistics. Kiosks could cost less money than a cashier in the long run.

But how do the customers themselves feel about the growing trend? According to a Deloitte survey, 62% of respondents report that they were “somewhat likely” to order from a cashierless restaurant if given the chance to do so. The same survey reported that only 19% of respondents had experience with a cashierless restaurant.

What would it mean for society if restaurants did decide to go completely cashierless? Well, millions of positions would likely no longer be necessary. One report suggests 82% of restaurant positions could be replaced by robots, a prospect making automation appealing to owners who can’t find staff to hire.

Due to the ongoing labor shortage, employers have tried raising employee wages. Papa John’s, Texas Roadhouse, and Chipotle were among the restaurant companies that increased employee pay or offered bonuses in an attempt to hire and retain more workers. Meanwhile, some companies have decided to use technology to perform those jobs instead, so that they wouldn’t have to put effort into hiring or focus their existing staff on other roles.

Story editing by Ashleigh Graf and Jeff Inglis. Copy editing by Tim Bruns.

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Is real estate actually a good investment?

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Wealth Enhancement Group analyzed data from academic research, Standard and Poor's, and Nareit to compare real estate to stocks as investments.
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It’s well-documented that the surest, and often best, return on investments comes from playing the long game. But between stocks and real estate, which is the stronger bet?

To find out, financial planning firm Wealth Enhancement Group analyzed data from academic research, Standard and Poor’s, and Nareit to see how real estate compares to stocks as an investment.

Data going back to 1870 shows the well-established power of real estate as a powerful “long-run investment.” From 1870-2015, and after adjusting for inflation, real estate produced an average annual return of 7.05%, compared to 6.89% for equities. These findings, published in the 2019 issue of The Quarterly Journal of Economics, illustrate that stocks can deviate as much as 22% from their average, while housing only spreads out 10%. That’s because despite having comparable returns, stocks are inherently more volatile due to following the whims of the business cycle.

Real estate has inherent benefits, from unlocking cash flow and offering tax breaks to building equity and protecting investors from inflation. Investments here also help to diversify a portfolio, whether via physical properties or a real estate investment trust. Investors can track markets with standard resources that include the S&P CoreLogic Case-Shiller Home Price Indices, which tracks residential real estate prices; the Nareit U.S. Real Estate Index, which gathers data on the real estate investment trust, or REIT, industry; and the S&P 500, which tracks the stocks of 500 of the largest companies in the U.S.

High interest rates and a competitive market dampened the flurry of real-estate investments made in the last four years. The rise in interest rates equates to a bigger borrowing cost for investors, which can spell big reductions in profit margins. That, combined with the risk of high vacancies, difficult tenants, or hidden structural problems, can make real estate investing a less attractive option—especially for first-time investors.

Keep reading to learn more about whether real estate is a good investment today and how it stacks up against the stock market.


A line chart showing returns in the S&P 500, REITs, and US housing. $100 invested in the S&P 500 at the start of 1990 would be worth around $2,700 today if you reinvested the dividends.

Wealth Enhancement Group

Stocks and housing have both done well

REITs can offer investors the stability of real estate returns without bidding wars or hefty down payments. A hybrid model of stocks and real estate, REITs allow the average person to invest in businesses that finance or own income-generating properties.

REITs delivered slightly better returns than the S&P 500 over the past 20-, 25-, and 50-year blocks. However, in the short term—the last 10 years, for instance—stocks outperformed REITs with a 12% return versus 9.5%, according to data compiled by The Motley Fool investor publication.

Whether a new normal is emerging that stocks will continue to offer higher REITs remains to be seen.

This year, the S&P 500 reached an all-time high, courtesy of investor enthusiasm in speculative tech such as artificial intelligence. However, just seven tech companies, dubbed “The Magnificent 7,” are responsible for an outsized amount of the S&P’s returns last year, creating worry that there may be a tech bubble.

While indexes keep a pulse on investment performance, they don’t always tell the whole story. The Case-Shiller Index only measures housing prices, for example, which leaves out rental income (profit) or maintenance costs (loss) when calculating the return on residential real estate investment.

A chart showing the annual returns to real estate, stocks, bonds, and bills in 16 major countries between 1870 and 2015.

Wealth Enhancement Group

Housing returns have been strong globally too

Like its American peers, the global real estate market in industrialized nations offers comparable returns to the international stock market.

Over the long term, returns on stocks in industrialized nations is 7%, including dividends, and 7.2% in global real estate, including rental income some investors receive from properties. Investing internationally may have more risk for American buyers, who are less likely to know local rules and regulations in foreign countries; however, global markets may offer opportunities for a higher return. For instance, Portugal’s real estate market is booming due to international visitors deciding to move there for a better quality of life. Portugal’s housing offers a 6.3% return in the long term, versus only 4.3% for its stock market.

For those with deep enough pockets to stay in, investing in housing will almost always bear out as long as the buyer has enough equity to manage unforeseen expenses and wait out vacancies or slumps in the market. Real estate promises to appreciate over the long term, offers an opportunity to collect rent for income, and allows investors to leverage borrowed capital to increase additional returns on investment.

Above all, though, the diversification of assets is the surest way to guarantee a strong return on investments. Spreading investments across different assets increases potential returns and mitigates risk.

Story editing by Nicole Caldwell. Copy editing by Paris Close. Photo selection by Lacy Kerrick.

This story originally appeared on Wealth Enhancement Group and was produced and
distributed in partnership with Stacker Studio.

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5 tech advancements sports venues have added since your last event

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Uniqode compiled a list of technologies adopted by stadiums, arenas, and other major sporting venues in the past few years.
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In today’s digital climate, consuming sports has never been easier. Thanks to a plethora of streaming sites, alternative broadcasts, and advancements to home entertainment systems, the average fan has myriad options to watch and learn about their favorite teams at the touch of a button—all without ever having to leave the couch.

As a result, more and more sports venues have committed to improving and modernizing their facilities and fan experiences to compete with at-home audiences. Consider using mobile ticketing and parking passes, self-service kiosks for entry and ordering food, enhanced video boards, and jumbotrons that supply data analytics and high-definition replays. These innovations and upgrades are meant to draw more revenue and attract various sponsored partners. They also deliver unique and convenient in-person experiences that rival and outmatch traditional ways of enjoying games.

In Los Angeles, the Rams and Chargers’ SoFi Stadium has become the gold standard for football venues. It’s an architectural wonder with closer views, enhanced hospitality, and a translucent roof that cools the stadium’s internal temperature. 

The Texas Rangers’ ballpark, Globe Life Field, added field-level suites and lounges that resemble the look and feel of a sports bar. Meanwhile, the Los Angeles Clippers are building a new arena (in addition to retail space, team offices, and an outdoor public plaza) that will seat 18,000 people and feature a fan section called The Wall, which will regulate attire and rooting interest.

It’s no longer acceptable to operate with old-school facilities and technology. Just look at Commanders Field (formerly FedExField), home of the Washington Commanders, which has faced criticism for its faulty barriers, leaking ceilings, poor food options, and long lines. Understandably, the team has been attempting to find a new location to build a state-of-the-art stadium and keep up with the demand for high-end amenities.

As more organizations audit their stadiums and arenas and keep up with technological innovations, Uniqode compiled a list of the latest tech advancements to coax—and keep—fans inside venues.


A person using the new walk out technology with a palm scan.

Jeff Gritchen/MediaNews Group/Orange County Register // Getty Images

Just Walk Out technology

After successfully installing its first cashierless grocery store in 2020, Amazon has continued to put its tracking technology into practice.

In 2023, the Seahawks incorporated Just Walk Out technology at various merchandise stores throughout Lumen Field, allowing fans to purchase items with a swipe and scan of their palms.

The radio-frequency identification system, which involves overhead cameras and computer vision, is a substitute for cashiers and eliminates long lines. 

RFID is now found in a handful of stadiums and arenas nationwide. These stores have already curbed checkout wait times, eliminated theft, and freed up workers to assist shoppers, according to Jon Jenkins, vice president of Just Walk Out tech.

A fan presenting a digital ticket at a kiosk.

Billie Weiss/Boston Red Sox // Getty Images

Self-serve kiosks

In the same vein as Amazon’s self-scanning technology, self-serve kiosks have become a more integrated part of professional stadiums and arenas over the last few years. Some of these function as top-tier vending machines with canned beers and nonalcoholic drinks, shuffling lines quicker with virtual bartenders capable of spinning cocktails and mixed drinks.

The kiosks extend past beverages, as many college and professional venues have started using them to scan printed and digital tickets for more efficient entrance. It’s an effort to cut down lines and limit the more tedious aspects of in-person attendance, and it’s led various competing kiosk brands to provide their specific conveniences.

A family eating food in a stadium.

Kyle Rivas // Getty Images

Mobile ordering

Is there anything worse than navigating the concourse for food and alcohol and subsequently missing a go-ahead home run, clutch double play, or diving catch?

Within the last few years, more stadiums have eliminated those worries thanks to contactless mobile ordering. Fans can select food and drink items online on their phones to be delivered right to their seats. Nearly half of consumers said mobile app ordering would influence them to make more restaurant purchases, according to a 2020 study at PYMNTS. Another study showed a 22% increase in order size.

Many venues, including Yankee Stadium, have taken notice and now offer personalized deliveries in certain sections and established mobile order pick-up zones throughout the ballpark.

A fan walking past a QR code sign in a seating area.

Darrian Traynor // Getty Images

QR codes at seats

Need to remember a player’s name? Want to look up an opponent’s statistics at halftime? The team at Digital Seat Media has you covered.

Thus far, the company has added seat tags to more than 50 venues—including two NFL stadiums—with QR codes to promote more engagement with the product on the field.  After scanning the code, fans can access augmented reality features, look up rosters and scores, participate in sponsorship integrations, and answer fan polls on the mobile platform.

Analysts introducing AI technology at a sports conference.

Boris Streubel/Getty Images for DFL // Getty Images

Real-time data analytics and generative AI

As more venues look to reinvigorate the in-stadium experience, some have started using generative artificial intelligence and real-time data analytics.  Though not used widely yet, generative AI tools can create new content—text, imagery, or music—in conjunction with the game, providing updates, instant replays, and location-based dining suggestions

Last year, the Masters golf tournament even began including AI score projections in its mobile app. Real-time data is streamlining various stadium pitfalls, allowing operation managers to monitor staffing issues at busy food spots, adjust parking flows, and alert custodians to dirty or damaged bathrooms. The data also helps with security measures. Open up an app at a venue like the Honda Center in Anaheim, California, and report safety issues or belligerent fans to help better target disruptions and preserve an enjoyable experience.

Story editing by Nicole Caldwell. Copy editing by Paris Close. Photo selection by Lacy Kerrick.

This story originally appeared on Uniqode and was produced and
distributed in partnership with Stacker Studio.

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