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."

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Building Houston

 
 

this one's for the ladies

Texas named a top state for women-led startups

A new report finds that the Lone Star State is ideal for female entrepreneurs. Photo via Getty Images

Who runs the world? According to Merchant Maverick's inaugural Best States for "Women-Led Startups'' study, Texas is a great place for women to be in charge.

The Lone Star state cracked the top 10 on the list, earning a No. 6 spot according to the small business reviews and financial services company, which based the study on eight key statistics about this growing segment of the economy. Colorado (at No. 1), Washington, Virginia, Florida, and Montana were the only states to beat out Texas on the rankings—leading the Merchant Maverick team to conclude that "the part of the country that lies west of the Mississippi is great for startups led by women entrepreneurs."

Women-led startups in Texas received $365 billion in VC funding in the last five years, the report found. This is the seventh largest total among U.S. states. Too, about 20 percent of Texans are employed at woman-led firms, which is the fifth highest percentage among states. Roughly 35 percent of employers in Texas are led by women.

A few other key findings that work in female founders' favor: The startup survival rate in Texas is nearly 80 percent. And a lack of state income tax "doesn't hurt either," the report says.

Still there are shortcomings. On a per capita basis, only 1.27 percent of Texas women run their own business. The average income for self-employed women is also relatively low ranking among states, coming in around $55,907 and landing at 31st among others.

This is not the first time Texas has been lauded as a land of opportunity for women entrepreneurs. A 2019 study named it the best state for business opportunities for women. Houston too has proven to support success for the demographic. The Bayou City was named in separate studies a best city for female entrepreneurs to start a business and to see it grow.

Still, as many findings have concluded, the realities of the pandemic loom for all startups and small business owners. The Merchant Maverick study was careful to add: "The pandemic has changed the economic landscape over the past year, and often for the worse.

"This means that not every metric may be able to accurately gauge how a state might fare amidst the pandemic," the report continues. "To help factor in COVID's impact, we included some metrics that take 2020 into account, but it will be a while until we get a full picture of the pandemic's devastation.""

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