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Trends in AI ethics before and after ChatGPT

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Artificial intelligence is disrupting the world, including by creating ethical dilemmas. Magnifi, an AI investing platform, analyzed complaints collected by AIAAIC to see how AI concerns have grown over the last decade.
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Computational systems demonstrating logic, reasoning, and understanding of verbal, written, and visual inputs have been around for decades. But development has sped up in recent years with work on so-called generative AI by companies such as OpenAI, Google, and Microsoft.

When OpenAI announced the launch of its generative AI chatbot ChatGPT in 2022, the system quickly gained more than 100 million users, earning it the fastest adoption rate of any piece of computer software in history.

With the rise of AI, many are embracing the technology’s possibilities for facilitating decision-making, speeding up information gathering, reducing human error in repetitive tasks, and enabling 24-7 availability for various tasks. But ethical concerns are also growing. Private companies are behind much of the development of AI, and for competitive reasons, they’re opaque about the algorithms they use in developing these tools. The systems make decisions based on the data they’re fed, but where that data comes from isn’t necessarily shared with the public.

Users don’t always know if they’re using AI-based products, nor if their personal information is being used to train AI tools. Some worry that data could be biased and lead to discrimination, disinformation, and—in the case of AI-based software in automobiles and other machinery, accidents and deaths.

The federal government is on its way to establishing regulatory powers to oversee AI development in the U.S. to help address these concerns. The National AI Advisory Committee recommends companies and government agencies create Chief Responsible AI Officer roles, whose occupants would be encouraged to enforce a so-called AI Bill of Rights. The committee, established through a 2020 law, also recommended embedding AI-focused leadership in every government agency.

In the meantime, an independent organization called AIAAIC has taken up the torch in making AI-related issues more transparent. Magnifi, an AI investing platform, analyzed ethics complaints collected by AIAAIC regarding artificial intelligence dating back to 2012 to see how concerns about AI have grown over the last decade. Complaints originate from media reports and submissions reviewed by the AIAAIC.


Hands using laptop with AI renderings.

SomYuZu // Shutterstock

A significant chunk of the public struggles to understand AI and fears its implications

Many consumers are aware when they’re interacting with AI-powered technology, such as when they ask a chatbot questions or get shopping recommendations based on past purchases. However, they’re less aware of how widespread these technologies have become.

When Pew Research surveyed Americans in December 2022, and asked if they knew about six specific examples of how AI is used, only 3 in 10 adults knew all of them. This includes understanding how AI works with email services and organizing your inbox, how wearable fitness trackers utilize AI, and how security cameras might recognize faces. This low understanding of how AI manifests in daily life contributes to Americans’ attitudes toward this technology. Pew found that 38% of Americans are more concerned than excited about the increase of AI.

Ethics concerns about artificial intelligence use by companies and governments more than doubled from 2019-2020 according to data collected by independent watchdog group AIAAIC.

Magnifi

As AI works its way into consumer tech, concerns grow to a fever pitch

Concerns about AI initially focused on social media companies and their algorithms—like the 2014 Facebook study when the company’s researchers manipulated 700,000 users’ feeds without their knowledge, or algorithms spreading disinformation and propaganda during the 2020 presidential election.

The viral adoption of ChatGPT and multimedia creation tools in the last year have fueled concerns about AI’s effects on society, particularly in increasing plagiarism, racism, sexism, bias, and proliferation of inaccurate data.

In September 2022, an AIAAIC complaint against Upstart, a consumer lending company that used AI, cited racial discrimination in determining loan recipients. Other complaints focus on a lack of ethics used in training AI tools.

In June 2023, Adobe users and contributors filed an AIAAIC complaint about Adobe’s Firefly AI art generator, saying the company was unethical when it failed to inform them it used their images to train Firefly.

A chart showing government as having the most complaints concerning AI, according to data kept by the AIAAIC. Tech and media follow.

Magnifi

Government, technology, and media emerge as leading industries of concern

While the AIAAIC data set is imperfect and subjective, it’s among the few sources to track ethical concerns with AI tools. Many of the government agencies that have embraced AI—particularly law enforcement—have found themselves on the receiving end of public complaints. Incidents such as facial recognition technology caused wrongful arrests in Louisiana, for example, and a quickly scrapped 2022 San Francisco Police Department policy that would allow remote-controlled robots to kill suspects.

Not surprisingly, many citizens and organizations have concerns about technology companies’ use of AI in the rise of chatbots. Some involving ChatGPT and Google Bard center around plagiarism and inaccurate information, which can reflect poorly on individuals and companies and spread misinformation.

The automotive industry is another sector where major players like Tesla leverage AI in their sprint toward autonomous vehicles. Tesla’s Autopilot software is the subject of much scrutiny, with the National Highway Traffic Safety Administration reporting the software has been connected with 736 crashes and 17 fatalities since 2019.

Health care professional analyzing tablet and AI concepts.

Chinnapong // Shutterstock

The optimistic case for AI’s future is rooted in the potential for scientific, medical, and educational advancements

As the federal government works toward legislation that establishes clearer regulatory powers to oversee AI development in the U.S. and ensure accountability, many industries ranging from agriculture and manufacturing to banking and marketing are poised to see major transformations.

The health care sector is one field gaining attention for how AI changes may signficantly improve health outcomes and advance human society. The 2022 release of a technology that can predict protein shapes is helping medical researchers better understand diseases, for example. AI can help pharmaceutical companies create new medications faster and more cheaply through more rapid data analysis in the search for potential new drug molecules.

AI has the potential the benefit the lives of millions of patients as it fuels the expansion of telemedicine and has the potential to aid in expanding access to health care; assist with diagnosis, treatment, and management of chronic conditions; and help more people age at home while potentially lowering costs.

Scientists see potential for creating new understandings by leveraging AI’s ability to crunch data and speed up scientific discovery. One example is Earth-2, a project that uses an AI weather prediction tool to forecast extreme weather events better and help people better prepare for them. Even in education, experts believe AI tools could improve learning accessibility to underserved communities and help develop more personalized learning experiences.

In the financial sector, experts say AI warrants a considerable number of ethical concerns. Gary Gensler, the head of the US Securities and Exchange Commission, told the New York Times that herding behavior—or everyone relying on the same information, faulty advice, and conflicts of interest could spell economic disaster if not preempted. “You’re not supposed to put the adviser ahead of the investor, you’re not supposed to put the broker ahead of the investor,” Gensler said in an interview with the New York Times. To address those concerns, the SEC put forward a proposal that would regulate platforms’ use of AI, prohibiting them from putting their business needs before their customers’ best interests.

Story editing by Jeff Inglis. Copy editing by Kristen Wegrzyn.

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

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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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