Data diversifying

Houston data startup plans to expand its technology from oil and gas to include health care and defense industries

Houston-based Pandata Tech uses its machine learning technology to advance oil and gas operations. Thomas Miller/Breitling Energy

There are about 40,000 sensors on an offshore drilling rig, and each collects information about how the rig's many machines are operating. But sensors can fail or be miscalibrated and, in the relay between the rig and data scientists, data can pick up errors. The scientists will first have to clean and validate the information to ensure its credible.

That's where Pandata Tech comes in. The Houston-based company can run a data quality check for its oil and gas clients. But Gustavo Sanchez, co-founder and CEO of the company, is speeding up that process by automating it. Pandata Tech uses machine learning to review data generated by drilling rigs — and the algorithms determine how likely that data can be trusted. And for Houston's 175,000 residents employed in oil and gas, that data needs to be trustworthy.

"If the data's bad, then you're going to have a lot of bad decisions," Sanchez says.

The legacy of machine learning began in the 1950s, when computer scientist Arthur Samuel wrote a program for a computer to play checkers and improve at the game the more it played. Since then, the complex algorithms written for computers to learn and develop without human intervention have been implemented in industries like finance, sales, surveillance, and more.

Sanchez and his business partner, Jessica Reitmeier, met in China during graduate school. They founded the company after a stint for Sanchez in finance data science. He realized that small service companies had no control over their equipment operated and put data analytics in the hands of small, independent service contractors. So they developed Pandata Tech in January 2016, and today their core team has three people who manage data science, marketing and operations, and staff development.

Pandata Tech's software reduces the amount of time data scientists have to spend validating their data — from 80 percent of their time down to just 20 percent, Sanchez says. It works by using models to generate a data quality score.

For example, a sensor that monitors pressure levels is paired with a computer model of what those levels should be — and the software checks for missing or incorrect data, then uses statistics to determine how likely that the sensors are picking up correct data. It creates a quality score for that data between 0 and 100 in the short and long term; if it compiles the data for a 24-hour window, then the score should be close to 100, but the software can also analyze data for 90-day streaks. In this case, the ideal might be above 60. It's a lot like a credit check, Sanchez says.

And while Pandata Tech began in the energy industry, the team is now expanding to fields like defense and healthcare, which also generate hundreds of thousands of data points that need it be checked. The unique challenges of working with large drilling rigs have translated well to working with aircrafts. And the healthcare field is similar — with the Texas Medical Center, Houston's medical research centers can benefit from hastening the process of data validation.

"There's so much data, and it's so noisy, that it's hard to know whether the data can be trusted or not," Sanchez says.

Pandata Tech is focusing on its current revenue sources in these three fields. Recently, they closed on a deal with one of the largest offshore drilling companies in the world, and Sanchez hopes to double his team size within the year. But he's staying cautious — and the move to healthcare and defense industries is not just a move to expand the use of his company's technology. It's also a way of reducing risk, by not investing in just one industry.

"It's hard to sell scale to a startup," Sanchez says. "We've gotta reduce our risk so we can continue to grow."

From enlightening talks and conventions to networking opportunities, here's where you need to be in November. Getty Images

Looking for some help navigating an innovation-filled month in Houston? Look no further.

November is jam packed with Houston business and innovation events — from huge conventions like SpaceCom and Global Corporate Venture taking over downtown on the same days to the Digital Fight Club battling it out in Houston for the first time and The Houston Innovation Summit planning a week of programming.

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.

November 5 — Female Founder Luncheon with MassChallenge and HX

Houston is full of entrepreneurial women and this event aims to bring women together and give access to top female entrepreneurs and passionate women in local businesses. They will share their 'why,' their stories, challenges, successes, tips, and answer your burning questions about local entrepreneurship. Join us for a panel and lunch in a closed setting where we discuss what it takes to be a successful female entrepreneur.

Details: The event is from 11 am to 1 pm on Tuesday, November 5, at Houston Exponential (410 Pierce St.). Learn more.

November 6 — Texas Life Science Forum

Rice Alliance's Texas Life Science Forum brings together members from industry, emerging life science companies, academic, and investors. This is the "must attend" event for anyone in the life science industry in Texas or affiliated with innovation at the life science academic institutions.

Details: The event is from 8:30 am to 5 pm on Wednesday, November 6, at BioScience Research Collaborative (6500 Main St.). Learn more.

November 6 — Baker Tilly - Six Figure #Fail

Details: The event is from 11:30 am to 1 pm on Wednesday, November 6, at The Cannon (1336 Brittmoore Road). Learn more.

November 6 — Science First: Changing the Trajectory of Lung Cancer

In honor of Lung Cancer Awareness Month, JLABS sitting down with experts at The Lung Cancer Initiative at Johnson & Johnson and MD Anderson Lung Cancer Moon Shots as well as innovators in the field to present on and create dialogue around the core challenges faced by innovators in the field, new discoveries, emerging technologies, and potential solutions.

Details: The event is from 11 am to 1:30 pm on Wednesday, November 6, at JLabs @ TMC (2450 Holcombe Blvd.). Learn more.

November 7 — TMCx Demo Day: Medical Device 2019

TMCx's annual medical device cohort celebrates the end of another program as the participating entrepreneurs take to the main stage to pitch their solutions. During the event, 16 medical device startups will showcase the progress they have made on their solutions, and what they have planned for the future.

Details: The event is from 1:30 to 8 pm on Thursday, November 7, at TMC Innovation Institute (2450 Holcombe Blvd.). Learn more.

November 8-10 — Second Annual Health Equity Hackathon

CareSet presents the second annual Health Equity Hackathon using newly available data that will help address innovations for the underserved community in the U.S.

Details: The event is from November 8 through 10, at United Way of Greater Houston (50 Waugh Dr.). Learn more.

November 12 — Houston Forum for Equitable Development without Displacement

Rice University is planning to develop 16 acres around Houston's Wheeler Station to create a neighborhood centered around technology, innovation, and entrepreneurship. To demand that the developers sign a Community Benefits Agreement, we are establishing the Houston Coalition for Equitable Development without Displacement (HCEDD). All individuals, community groups, advocacy organizations, and supporting businesses/organizations who are interested in supporting this initiative are invited to attend.

Details: The event is from 6 to 8 pm on Tuesday, November 12, at Wesley AME Church (2209 Emancipation Ave). Learn more.

November 13 — Upstream Venturing + Technology Showcase

In collaboration and partnership with Equinor Technology Ventures, BP Ventures, Shell Ventures, Saudi Aramco Energy Ventures, and Cannon Ventures, hear the latest trends in upstream technology implementation.

Details: The event is from 5 to 8 pm on Wednesday, November 13, at The Cannon (1336 Brittmoore Road). Learn more.

November 14 — TopCoder Innovation Summit

The Topcoder Innovation Summit is the premier innovation event for industry leaders. At the Innovation Summit, you'll have the opportunity to speak with industry leaders, attend panels on innovation and emerging technologies, and meet with the Wipro and Topcoder executive teams.

Details: The event is from 8 am to 4:45 pm on Thursday, November 14, at InterContinental Hotel (6750 Main St.). Learn more.

November 14 — JLABS x UH: Startup Pains: From Academia to Startup (Therapeutics)

JLABS and the University of Houston Technology Bridge present a special installment of Startup Pains, a monthly talk given by entrepreneurs who share their journey of launching a company and overcoming unanticipated obstacles in order to find success in their industry. This month's focus is to arm those contemplating entrepreneurship with a road map for navigating the startup waters, specifically focused on therapeutics.

Details: The event is from 5:30 to 7 pm on Thursday, November 14, at JLabs @ TMC (2450 Holcombe Blvd.). Learn more.

November 15 — Tilting the Grid: How Electricity Companies Will Disrupt

Tilting the Grid is the conference where you can eavesdrop on what the most daring companies in the REP space are doing and discuss what the next "big" thing might be. Ready to learn what big data can reveal about customer behavior? Prepared for a deep dive into the latest customer acquisition trends?

Details: The event is from noon to 5 pm on Friday, November 15, at Whitehall Hotel Houston (1700 Smith St). Learn more.

November 18-24 — The Houston Innovation Summit

For the third year, Houston's innovation ecosystem is taking over the city for a week of events and programming coordinated by Impact Hub Houston. To check out the panels, meetups, and all other programming, click here. Note: Some of the specific events will also appear in this curated list of Houston events.

November 20 — Houston Digital Fight Club

Entrepreneurs and experts are taking the stage — or in this case ring — to battle out their ideas on tech and innovation in Houston. The high energy debate will take place across five fights and networking opportunities. Secure your tickets — it's expected to sell out.

Details: The event is from 6 to 10 pm on Wednesday, November 20, at White Oak Music Hall (2915 N Main St.). Learn more.

November 20 — Inside Billy's Brain: Surgeon, Inventor, Innovator

Join JLABS @ TMC and explore the mind and motivations of Dr. Billy Cohn, the renowned surgeon, inventor and innovator.

Details: The event is from 11:30 am to 1:30 pm on Wednesday, November 20, at JLabs @ TMC (2450 Holcombe Blvd.). Learn more.

November 20-21 — SpaceCom

SpaceCom, America's Commercial Space Conference and Exposition, addresses the strategic issues impacting the commercial space industry that will enable your business to set a clear course to gain a competitive advantage in the coming trillion-dollar space economy. SpaceCom is operating under a Space Act Agreement with NASA. In 2019, the Department of Commerce's Office of Space Commerce and the Department of Energy's Office of Technology Transitions join NASA and the commercial space industry in collaborating on the development of the show.

Details: The event is from Wednesday, November 20, to Thursday, November 21, at the George R. Brown Convention Center (1001 Avenida De Las Americas). Learn more.

November 20-21 — Global Corporate Venture 

Never has the energy industry been more vulnerable to disruption, but as open to change. The world's leading energy and transportation companies are using venture capital to invest in, and help deploy, new technologies and business models that will fundamentally change the way we generate, distribute and use energy.

Details: The event is from Wednesday, November 20, to Thursday, November 21, and takes place at various locations throughout the two-day conference. Learn more.