The Rice D2K Lab wants to help startups and small businesses solve business concerns with data science. Photo courtesy of Rice University

A data-focused lab at Rice University is training the next generation of data scientists. However, the students at the Rice D2K Lab are doing more than just learning about the significance of data, machine learning, and artificial intelligence — they're working as data scientists now.

Businesses — large and small — can come into the lab and have Rice students and faculty work on data projects in both short-term and long-term capacity. One semester, a group of students worked with 311 call data for the city of Houston so that officials can figure out what parts of town were in the most need of support, says Jennifer Sanders, program administrator at the Rice D2K lab.

"They were able to show on a Houston map the areas where most of these 311 calls were coming from," Sanders tells InnovationMap. "That allowed the city to focus on those areas."

Lately, the lab has been focused on a several COVID-19 Houston Response Projects, which addressed issues ranging from homelessness in the time of a pandemic, ventilator distribution, and more. One team even made a recommendation to the city after a data project determined that adding five ambulances to southwest neighborhoods served by the Houston Fire Department Emergency Medical Services program would optimize response times.

The lab has two avenues to help businesses: a semester-long capstone course and a clinic for one-time sessions. This upcoming semester, the capstone course has 60 students signed up to work on 10 to 12 projects from corporate sponsors. These lab members — which support the program monetarily — are selected based on their fit within the program.

The D2K Consulting Clinic also offers free one-hour sessions on campus. At the clinic, students look at the data and assess the possibilities and advise on how to use that data for business gain or growth.

"The consulting clinic can be a starting point if a business is not sure what to do with their data," says Shanna Jin, communications and marketing specialist at the D2K Lab.

The clinic also presents a special opportunity for small businesses and startups, a niche Sanders says they haven't tapped into enough yet. She says most of the companies they've worked with are larger organizations, usually in the energy industry.

"We really want to broaden the scope to smaller startups, tech companies, and nonprofits," Sanders says. "We really don't have to limit ourselves. I would really love to expand our reach."

Membership dues for companies, which provides a more structured, long-term access to data consulting, range from $25,000 to $75,000 a year. However, Sanders says the lab is willing to work with startups on a cost that's more accessible.

Ultimately, the goal of the program is to connect the dots for businesses that have data and don't know how to use it.

"To realize the potential of big data, we need people — people who can transform data to knowledge," says the lab's founder, Genevera Allen, in a promotional video. "That's what we're doing with the Rice D2K Lab."

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17 Houston entrepreneurs named finalists in annual regional competition

on to the next round

Entrepreneurs from the Houston area have been named finalists for one of the region’s most prestigious business awards.

The 17 finalists are competing for Ernst & Young’s Entrepreneur Of The Year 2024 Gulf South Award. The Gulf South region includes parts of Texas, along with Louisiana and Mississippi.

An independent panel of judges selected the 48 finalists. Contenders were evaluated based on their demonstration of building long-term value through factors such as entrepreneurial spirit, purpose, growth, and impact.

The Houston-area finalists are:

  • Shannon Payne, Allied Fire Protection, Pearland
  • Jay McEntire IV, Arva Intelligence, Houston
  • Andrew Levy, Avelo Airlines, Houston
  • Derek Maetzold, Castle Biosciences, Friendswood
  • Scott Aronstein, Connectivity Source, Houston
  • Joshua Weisman, Construction Concepts, Houston
  • Feras Moussa and Ben Suttles, Disrupt Equity, Houston
  • John Poindexter, J.B. Poindexter, Houston
  • James Ross, LJA Engineering, Houston
  • Asher Kazmann, Locke Solutions, Houston
  • Chad Millis, Millis, Missouri City
  • Mike Francis, NanoTech Materials, Houston
  • Stuart Hinchen and Peter Jenkins, Quva Pharma, Sugar Land
  • Trevor Best and Suman Khatiwada, Syzygy Plasmonics, Houston
  • Hal Brumfield, Tachus Fiber Internet, The Woodlands
  • Jared Boudreaux, Vector Controls and Automation Group, Pearland
  • Ting Qiao, Wan Bridge, Houston

“The finalists of this year are audacious entrepreneurs who are making a significant impact in their respective industries and communities,” says Anna Horndahl, an EY partner and co-director of the EOY Gulf South Program.

“These pioneers, chosen by an independent panel of judges, showcase relentless commitment to their businesses, customers and communities. We are thrilled to acknowledge their accomplishments,” adds Travis Garms, an EY partner and co-director of the EOY Gulf South Program.

Houston makes top 10 list of metros with most millionaires

living large

Anew population analysis has unveiled an exclusive view into how the elite live in the U.S., including a surprising discovery that Houston-The Woodlands-Sugar Land has the No. 9 highest concentration of millionaire households in the country.

The study by online real estate marketplace Point2Homes compared household data among millionaires in the 30 biggest U.S. metropolitan areas, including four Texas metros, between 2017 and 2022.

The report found that the number of U.S. households that earned at least $1 million a year more than quadruped within the five-year period, with the highest concentration of millionaire households located in the New York-Newark-Jersey City area across New York, New Jersey, and Pennsylvania.

There are just under 2,900 millionaire homeowners living across the Houston metro, making up 0.11 percent of all households in the area. The report revealed a majority (32.9 percent) of millionaires in Houston are actually Gen Xers, with the second highest share going to baby boomers (28.9 percent).

Most interestingly, the youngest generation, Gen Z, make up 15.4 percent of all millionaire households in Houston, with millennials making up 21.5 percent, according to the report. But the Gen Z percentage is misleading; as the report clarifies, there aren't actually that many Gen Z millionaires walking among us in H-Town.

"Instead, this high share is most likely almost entirely due to the people aged 15 to 24 who are still living with their (millionaire) owner parents," the report explained. "Unfortunately, living in a millionaire owner household does not a millionaire owner make — but it does come with some serious perks."

Physicians make up Houston-The Woodlands-Sugar Land millionaires' main occupations across all age groups, the study also found.

This is how Houston's millionaires live
The saying goes, "Go big or go home," and Houston's millionaire homeowners are taking that to heart when it comes to their own lavish households.

The report discovered the typical home owned by a millionaire in Houston-The Woodlands-Sugar Land is a five bedroom, nine total-room house, with an average assessed value of $1,466,682. As for wheels, a Houston-based millionaire is likely to have less than three vehicles (2.8) on average.

By comparison, the average value for a millionaire homeowner's abode in San Francisco-Oakland-Berkeley, California is $2,816,196, the highest amount out of all 30 U.S. metros in the report.

Big, expensive homes don't come without big costs to maintain them, the report reminds. And when it comes to managing finances for wealthy earners, making more money doesn't necessarily mean they'll be saving that income.

"Rather, it just means bigger homes with bigger mortgages and maintenance expenses; more cars; much costlier schools; and more over-the-top lifestyles, which simply bite bigger chunks out of the family's big budget," the report said. "However, despite the 'risks,' most of us would probably choose to have rich people problems. Or, as the saying goes, crying in a Ferrari might just feel better than crying in a Toyota when all is said and done."

Millionaire lifestyles across Texas
In a comparison of all Texas metro areas, Houston-The Woodlands-Sugar Land claimed the highest share of millionaire homeowners statewide. Dallas-Fort Worth-Arlington took the No. 2 spot, while Austin-Round Rock-Georgetown rounded out the top three. San Antonio-New Braunfels took No. 4 in the statewide analysis.

Dallas-Fort Worth-Arlington was right behind Houston in the national standings, ranking No. 10, with nearly 2,650 millionaire households situated in the Metroplex. DFW's millionaires are mainly chief executives and legislators, or physicians. Gen Xers (44.1 percent) make up the highest share of the metro's millionaires, with baby boomers (24.7 percent) not too far behind.

Austin-Round Rock-Georgetown, however, fell to No. 24 in the national ranking with only 749 millionaire households calling the Texas Capital home. Austin's millionaires are mainly chief executives and legislators, or other types of high-level mangers. Gen Xers (34.9 percent) make up the highest share of the metro's millionaires, with millennials (30.8 percent) not too far behind.

San Antonio-New Braunfels ranked at the bottom of the study at No. 29, above Pittsburgh, Pennsylvania. There were only 414 millionaire households in the metro area between 2017-2022, and a majority of them (38.4 percent) were Gen X physicians.

The top 10 metros with the highest share of millionaires in the U.S. are:

  • No. 1 – New York-Newark-New Jersey City, New York-New Jersey-Pennsylvania
  • No. 2 – Los Angeles-Long Beach-Anaheim, California
  • No. 3 – San Francisco-Oakland-Berkeley, California
  • No. 4 – Boston-Cambridge-Newton, Massachusetts-New Hampshire
  • No. 5 – Washington-Arlington-Alexandria, D.C.-Virginia-Marland-West Virginia
  • No. 6 – Chicago-Naperville-Elgin, Illinois-Indiana-Wisconsin
  • No. 7 – Miami-Fort Lauderdale-Pompano Beach, Florida
  • No. 8 – Seattle-Tacoma-Bellevue, Washington
  • No. 9 – Houston-The Woodlands-Sugar Land, Texas
  • No. 10 – Dallas-Fort Worth-Arlington, Texas

The full report and its methodology can be found on point2homes.com.

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This article originally ran on CultureMap.