From entrepreneur networking opportunities to thought-provoking panels, here's where you need to be in December. Getty Images

Before everyone checks out of 2019, Houston has a couple more weeks filled with exciting entrepreneurial networking opportunities. Scroll through the curated list of innovation events you can't miss.

For a full calendar of Houston innovation events, head to Houston Exponential's page.

If you know of innovation-focused events for this month or next, email me at natalie@innovationmap.com with the details and subscribe to our daily newsletter that sends fresh stories straight to your inboxes every morning.

December 3 — Intro to the Houston Startup Scene & Ask Me Anything with Omair Tariq and Dr. Brittany Barreto

Are you new to the Houston tech startup community? Thinking about moving here? Trying to figure out how to plug in? Come hear a comprehensive overview from local community leaders and get a chance to introduce yourself and ask questions at the Intro to the Houston Startup Scene & Ask Me Anything. Tickets are $10.

Details: The event is from 4 to 7 pm on Tuesday, December 3, at The Cannon (1334 Brittmoore Road). Learn more.

December 3 — Houston Coalition for Equitable Development without Displacement community forum

The Houston Coalition for Equitable Development without Displacement is gathering for a second time to discuss securing a Community Benefits Agreement with Rice Management Company as they develop the 16-acre Innovation District around the old Sears building and Fiesta at the edge of Third Ward.

Details: The event is from 6 to 8 pm on Tuesday, December 3, at Wesley Chapel AME Church (2209 Emancipation Ave.). Learn more.

December 3-4 — InvestH2O 2019 Forum: Investing in Resiliency

With nearly $1 trillion in losses over the past 5-7 years for FEMA and other federal agencies, states-counties-cities, private insurance and reinsurance companies, industry and business operations from water- and weather-related incidents, the need for alternative investment and resource allocation could not be more obvious. The event's programming will be focused on innovating solutions.

InnovationMap readers can attend for free through this link.

Details: The event is from Tuesday, December 3, to Wednesday, December 4, at various locations. Learn more.

December 4 — The Cannon & EPIcenter - Jumpstart your innovation Happy Hour

In partnership with The Cannon, EPIcenter's Incubator and Accelerator will be hosting a six-week seminar using the Wendy Kennedy curriculum, "So what? Who cares? Why you?" for innovators in any industry. Director of the EPIcenter Energy Incubator and Accelerator and certified Business Coach Andi Littlejohn will lead participants through a proven methodology to discover, define and describe the commercial opportunities of innovations.

Details: The event is from 4 to 6 pm on Wednesday, December 4, at The Cannon (1334 Brittmoore Road). Learn more.

December 4 — The Ion Smart Cities Accelerator Demo Day

The Ion Smart Cities Accelerator will present its inaugural cohort of companies that are addressing the needs of Houston's people by deploying technology into the infrastructure and civic fabric that makes Houston so strong.

Details: The event is from 5 to 8 pm on Wednesday, December 4, at ion Accelerator and Prototyping Lab (1301 Fannin Street, Suite 2100). Learn more.

December 5 — Houston Region Economic Outlook

The Greater Houston Partnership's Annual Houston Region Economic Outlook event will feature Partnership Senior Vice President of Research Patrick Jankowski who will deliver the 2020 employment forecast for the region. ConocoPhillips Chief Economist Helen Currie will follow with a presentation on the national economy.

Details: The event is from 9:30 am to 1:30 pm on Thursday, December 5, at the Royal Sonesta (2222 West Loop S.). Learn more.

December 5 — Evening of Pediatric Device Innovation

Please join JLABS @ TMC for the 5th Annual Evening of Pediatric Device Innovation as top experts from Houston and across the country will discuss the latest in pediatric medical device innovation and updates on bringing a pediatric medical device to market.

Details: The event is from 3 to 6:30 pm on Thursday, December 5, at the TMC Innovation Institute (2450 Holcombe Blvd). Learn more.

December 5 — Meet & Greet with Flyover Capital

Meet Flyover Capital's Dan Kerr on his last night in town and learn how they are working to creating the next generation of technology success stories outside the coastal tech hubs.

Details: The event is from 6 to 7:30 pm on Thursday, December 5, at WeWork (708 Main Street, 3rd Floor). Learn more.

December 11 — ENRICH/LEAP Information Session

ENRICH and LEAP are 6-8 week fellowship programs where you and a team of your peers will work directly with established companies on one of a wide scope of projects. These invaluable programs allow people the ability to gain skills and insights that only professional work can offer. Come hear Enventure leadership discuss these programs and learn how you can get involved.

Details: The event is from 5:30 to 8 pm on Wednesday, December 11, at the TMC Innovation Institute (2450 Holcombe Blvd). Learn more.

December 12 — WeWork Labs x NextSeed Launch Event

WeWork Labs, a global acceleration program with a location in downtown Houston, and NextSeed, a Houston-based online investment platform, have announced a partnership set to begin in December. Together, the two entities will build a support system for Houston-based food entrepreneurs to provide workshops, programming, events, and more.

Details: The event is from 6 to 8:30 pm on Thursday, December 12, at WeWork (708 Main Street). Learn more.

December 14 — Smart Infrastructure Hackathon

On Saturday, December 14, join Microsoft and The Cannon for a smart infrastructure hackathon. Bring your own ideas and team, or join a team when you arrive. Everyone is welcome, regardless of skill level.

Details: The event is from to 9 am to 7 pm on Saturday, December 14, at The Cannon (1334 Brittmoore Road). Learn more.

December 14 — TEDxHoustonWomen 2019 : BOLD + Brilliant!

Connect with a locally rooted, globally connected community of people interested in leading the change they wish to see in the world; and sow the seeds to collaborate with innovative thinkers who catalyze ideas toward action.

Details: The event is from 10:30 am to 4 pm on Saturday, December 14, at Unity of Houston (2929 Unity Dr). Learn more.

December 17 — The Future of Work: Closing the Skills Gap

GA gathers Houston industry leaders to share how they approach the challenge of upskilling the workforce. In this discussion, we'll cover how to bridge the gap between current team capabilities and the skills needed to stay competitive. Whether radically reskilling existing teams or onboarding new talent, the companies who adapt fastest will stand the test of time.

Details: The event is from 8:30 to 11 am on Tuesday, December 17, at Station Houston (1301 Fannin Street, 21st Floor). Learn more.

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Houston startup debuts new drone for first responders

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Houston-based Paladin Drones has debuted Knighthawk 2.0, its new autonomous, first-responder drone.

The drone aims to strengthen emergency response and protect first responders, the company said in a news release.

“We’re excited to launch Knighthawk 2.0 to help build safer cities and give any city across the world less than a 70-second response time for any emergency,” said Divyaditya Shrivastava, CEO of Paladin.

The Knighthawk 2.0 is built on Paladin’s Drone as a First Responder (DFR) technology. It is equipped with an advanced thermal camera with long-range 5G/LTE connectivity that provides first responders with live, critical aerial awareness before crews reach the ground. The new drone is National Defense Authorization Act-compliant and integrates with Paladin's existing products, Watchtower and Paladin EXT.

Knighthawk 2.0 can log more than 40 minutes of flight time and is faster than its previous model, reaching a reported cruising speed of more than 70 kilometers per hour. It also features more advanced sensors, precision GPS and obstacle avoidance technology, which allows it to operate in a variety of terrains and emergency conditions.

Paladin also announced a partnership with Portuguese drone manufacturer Beyond Vision to integrate its Drone as a First Responder (DFR) technology with Beyond Vision’s NATO-compliant, fully autonomous unmanned aerial systems. Paladin has begun to deploy the Knighthawk 2.0 internationally, including in India and Portugal.

The company raised a $5.2 million seed round in 2024 and another round for an undisclosed amount earlier this year. In 2019, Houston’s Memorial Villages Police Department piloted Paladin’s technology.

According to the company, Paladin wants autonomous drones responding to every 911 call in the U.S. by 2027.

Rice research explores how shopping data could reshape credit scores

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More than a billion people worldwide can’t access credit cards or loans because they lack a traditional credit score. Without a formal borrowing history, banks often view them as unreliable and risky. To reach these borrowers, lenders have begun experimenting with alternative signals of financial reliability, such as consistent utility or mobile phone payments.

New research from Rice Business builds on that approach. Previous work by assistant professor of marketing Jung Youn Lee showed that everyday data like grocery store receipts can help expand access to credit and support upward mobility. Her latest study extends this insight, using broader consumer spending patterns to explore how alternative credit scores could be created for people with no credit history.

Forthcoming in the Journal of Marketing Research, the study finds that when lenders use data from daily purchases — at grocery, pharmacy, and home improvement stores — credit card approval rates rise. The findings give lenders a powerful new tool to connect the unbanked to credit, laying the foundation for long-term financial security and stronger local economies.

Turning Shopping Habits into Credit Data

To test the impact of retail transaction data on credit card approval rates, the researchers partnered with a Peruvian company that owns both retail businesses and a credit card issuer. In Peru, only 22% of people report borrowing money from a formal financial institution or using a mobile money account.

The team combined three sets of data: credit card applications from the company, loyalty card transactions, and individuals’ credit histories from Peru’s financial regulatory authority. The company’s point-of-sale data included the types of items purchased, how customers paid, and whether they bought sale items.

“The key takeaway is that we can create a new kind of credit score for people who lack traditional credit histories, using their retail shopping behavior to expand access to credit,” Lee says.

The final sample included 46,039 credit card applicants who had received a single credit decision, had no delinquent loans, and made at least one purchase between January 2021 and May 2022. Of these, 62% had a credit history and 38% did not.

Using this data, the researchers built an algorithm that generated credit scores based on retail purchases and predicted repayment behavior in the six months following the application. They then simulated credit card approval decisions.

Retail Scores Boost Approvals, Reduce Defaults

The researchers found that using retail purchase data to build credit scores for people without traditional credit histories significantly increased their chances of approval. Certain shopping behaviors — such as seeking out sale items — were linked to greater reliability as borrowers.

For lenders using a fixed credit score threshold, approval rates rose from 15.5% to 47.8%. Lenders basing decisions on a target loan default rate also saw approvals rise, from 15.6% to 31.3%.

“The key takeaway is that we can create a new kind of credit score for people who lack traditional credit histories, using their retail shopping behavior to expand access to credit,” Lee says. “This approach benefits unbanked applicants regardless of a lender’s specific goals — though the size of the benefit may vary.”

Applicants without credit histories who were approved using the retail-based credit score were also more likely to repay their loans, indicating genuine creditworthiness. Among first-time borrowers, the default rate dropped from 4.74% to 3.31% when lenders incorporated retail data into their decisions and kept approval rates constant.

For applicants with existing credit histories, the opposite was true: approval rates fell slightly, from 87.5% to 84.5%, as the new model more effectively screened out high-risk applicants.

Expanding Access, Managing Risk

The study offers clear takeaways for banks and credit card companies. Lenders who want to approve more applications without taking on too much risk can use parts of the researchers’ model to design their own credit scoring tools based on customers’ shopping habits.

Still, Lee says, the process must be transparent. Consumers should know how their spending data might be used and decide for themselves whether the potential benefits outweigh privacy concerns. That means lenders must clearly communicate how data is collected, stored, and protected—and ensure customers can opt in with informed consent.

Banks should also keep a close eye on first-time borrowers to make sure they’re using credit responsibly. “Proactive customer management is crucial,” Lee says. That might mean starting people off with lower credit limits and raising them gradually as they demonstrate good repayment behavior.

This approach can also discourage people from trying to “game the system” by changing their spending patterns temporarily to boost their retail-based credit score. Lenders can design their models to detect that kind of behavior, too.

The Future of Credit

One risk of using retail data is that lenders might unintentionally reject applicants who would have qualified under traditional criteria — say, because of one unusual purchase. Lee says banks can fine-tune their models to minimize those errors.

She also notes that the same approach could eventually be used for other types of loans, such as mortgages or auto loans. Combined with her earlier research showing that grocery purchase data can predict defaults, the findings strengthen the case that shopping behavior can reliably signal creditworthiness.

“If you tend to buy sale items, you’re more likely to be a good borrower. Or if you often buy healthy food, you’re probably more creditworthy,” Lee explains. “This idea can be applied broadly, but models should still be customized for different situations.”

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This article originally appeared on Rice Business Wisdom. Written by Deborah Lynn Blumberg

Anderson, Lee, and Yang (2025). “Who Benefits from Alternative Data for Credit Scoring? Evidence from Peru,” Journal of Marketing Research.

XSpace adds 3 Houston partners to fuel national expansion

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Texas-based XSpace Group has brought onboard three partners from the Houston area to ramp up the company’s national expansion.

The new partners of XSpace, which sells high-end multi-use commercial condos, are KDW, Pyek Financial and Welcome Wilson Jr. Houston-based KDW is a design-build real estate developer, Katy-based Pyek offers fractional CFO services and Wilson is president and CEO of Welcome Group, a Houston real estate development firm.

“KDW has been shaping the commercial [real estate] landscape in Texas for years, and Pyek Financial brings deep expertise in scaling businesses and creating long‑term value,” says Byron Smith, founder of XSpace. “Their commitment to XSpace is a powerful endorsement of our model and momentum. With their resources, we’re accelerating our growth and building the foundation for nationwide expansion.”

The expansion effort will target high-growth markets, potentially including Nashville, Tennessee; Orlando, Florida; and Charlotte and Raleigh, North Carolina.

XSpace launched in Austin with a $20 million, 90,000-square-foot project featuring 106 condos. The company later added locations on Old Katy Road in Houston and at The Woodlands Town Center. A third Houston-area location is coming to the Design District.

XSpace condos range in size from 300 to 3,000 square feet. They can accommodate a variety of uses, such as a luxury-car storage space, a satellite office, or a podcasting studio.

“XSpace has tapped into a fundamental shift in how entrepreneurs and professionals want to use space,” Wilson says. “Houston is one of the best places in the country to innovate and build, and XSpace’s model is perfectly aligned with the needs of this fast‑growing, opportunity‑driven market.”