'It's In the Data': One Parent's Quest to Make School COVID Case Counts More Transparent

Sarah Favot

Favot is an award-winning journalist and adjunct instructor at USC's Annenberg School for Communication and Journalism. She previously was an investigative and data reporter at national education news site The 74 and local news site LA School Report. She's also worked at the Los Angeles Daily News. She was a Livingston Award finalist in 2011 and holds a Master's degree in journalism from Boston University and BA from the University of Windsor in Ontario, Canada.

'It's In the Data': One Parent's Quest to Make School COVID Case Counts More Transparent

Jorge A. Caballero agonized over whether to send his toddler to preschool, but ultimately decided he couldn't teach his child how to socialize and share with other children at home. On the third day of school, he received the news all parents dread: His child was in contact with another who tested positive for COVID-19.


He now regrets that decision and doesn't know if he'll send his toddler back.

"We're setting ourselves up for a major wave that starts with children," he said.

Caballero, co-founder and head of data insights for Coders Against COVID and a clinical informatics researcher, should know. For more than a year he's been poring over COVID data and posting aggregated metrics from the Los Angeles Unified School District (LAUSD) and other large school districts on his Twitter feed, @DataDrivenMD.

And just over a week ago, LAUSD parent advocacy group Parents Supporting Teachers tapped Caballero to help them get data they were asking the district for for months.

Less than a week after the district reported the first school-based COVID-19 outbreak at Grant Elementary School in East Hollywood where seven children contracted the virus, the parent group detailed thousands more COVID cases.

Those cases do not appear to be contracted at schools, but according to the parent group, district data shows there were 2,862 active COVID cases among students and staff as of Sunday night.

LAUSD has its own dashboard where parents can search for their child's school and see how many students or staff tested positive for COVID and how many cases were linked to a "school-based transmission." It also shows the infection rate for the community of schools and the community identified by the L.A. County Department of Public Health.

But the dashboard doesn't show district-wide aggregated data like the figures reported Sunday. That's where Caballero stepped in.

Caballero wrote a script that scrapes the district's data, and every morning he turns it over to a group of parents who've created a public Google spreadsheet that shows the rates district-wide, not just the individual school. It also creates a record of what the numbers were each day so parents can compare the rates and see trends over time. The district data offers just a snapshot of the data for that day. It helps parents "better understand and contextualize COVID-19 cases across our schools and neighborhoods," the group said.

Jorge Caballero is co-founder and head of data insights for Coders Against COVID.

"He has been a godsend," said Jenna Schwartz, co-founder of Parents Supporting Teachers. She quickly realized how monumental the task was after members of her group began to input the data for nearly 1,000 campuses by hand. Then, they found Caballero. "None of this would have been possible without him."

LAUSD has such robust data about positive cases because it requires every staff member and student to be tested weekly, regardless of their vaccination status. That is the strictest testing protocol of any major school district in the nation.

We talked to Caballero about why it was important to release this cumulative data.

What prompted you to start pulling the LAUSD data yourself and posting it on Twitter?

The reason I have an interest in what's going on at LAUSD and even New York City schools is because what they do ends up having a ripple effect across the country. We have a child who is too young to be vaccinated. We are in a precarious position where we can't safely send them to school because the community case rate is so high across the country [and] there is a known risk of our child getting exposed. In fact, we were just notified yesterday that they were exposed.

In the absence of effective public health measures, we will continue to have exposures and outbreaks that have collateral damage in that they harm people that are either immunocompromised or children who are too young to be vaccinated.

From my perspective of over a decade of health data expertise and analysis, it's in the data. We cannot afford to have people choose not to be vaccinated if we hope to keep schools open safely, if we hope to regain any sense of normality moving forward.

The moment that you put unvaccinated children and staff in an enclosed space for hours at a time, with the highly transmissible delta variant, you're going to have clusters of cases almost immediately.

When you talk to parents and you talk to teachers about the process — the process that is actually going on in terms of exposure notification — you quickly get the sense that LAUSD only has had seven school-linked cases, because they're not being reported effectively. They're not being contract-traced effectively.

The numbers don't add up. We're setting ourselves up for a major wave that starts with children.

Do you fault LAUSD for not having effective contact tracing, specifically, or are you saying in general that's a problem we're having at the national level as well?

It's not LAUSD's fault that we squandered the summer. We should have done better at a national, state and local level at recognizing the clear and present threat that was and is the delta variant.

We knew what was coming our way. Everything that's making headlines in the U.S. now made headlines in England, Scotland, the U.K, Israel, India, New Zealand, Australia.

We did fail at the policy level to adapt back-to-our-school policies to this new reality. It's taking a lot of effort to overcome the inertia of all of these existing policies and to move the Titanic in a direction that's going to steer away from that iceberg.

We all worked as hard as we could. We were at mile 23 of a marathon. Delta variant set us back to around mile 13. We have to adapt and we will make this into a relay race, we will find a way to get to the finish line, but we have to recognize that there needs to be a change in the strategy. We can't keep doing what we were doing.

Are there tech issues that you're seeing with the LAUSD dashboard?

You can tell that the folks at LAUSD are struggling with the dashboard. There's just little quirks shown up over the course of the past two weeks. As a software engineer myself, I can tell that they're having difficulty getting their hands around the data.

In LAUSD's COVID dashboard and in your database you have the data divided by the communities identified by the L.A. County Department of Public Health and include the community case rate reported by the county. Why is it important to compare infection rates at schools to the community as a whole?

Comparing the case rate at the individual schools to the broader community is one way to identify data gaps and/or the need for improved contact tracing. For nearly every facility, the school-based case rate has been higher than the community and county case rates. This observation was the first indication, to me, that LAUSD was going to run into problems. When the school-based case rates are significantly higher than the community and county rates, this suggests that the community and county-level data is underestimating the actual case rate. For example, asymptomatic persons aren't getting tested and it could mean that school-based transmission is under-reported due to inadequate contact tracing resources. Before school started, the former issue was dominating the disparity in rates, but the more time that unvaccinated and/or unmasked kids spend in classrooms, cafeterias and hallways, the more that the latter comes into play.

Why is it important to have aggregated data rather than just data by school?

Detecting hotspots requires the ability to zoom in-and-out of the data across geography and time. Say that you're a family with a child under 12 who is in a social bubble with families that have kids in high school: You'd probably want to avoid having one of those high schoolers babysit when the case rate for the community of schools is trending upward.

Dr. Anthony Fauci, director of the National Institute of Allergy and Infectious Diseases and the chief medical advisor to the president, said he hopes we will have "some good control" over COVID by spring 2022 if people get vaccinated.

We can absolutely change that. It just requires the political will to acknowledge the problem and to be willing to make those tough decisions.

Would you support a federal vaccine mandate?

Absolutely. There's talk about a state level vaccine mandate and I'm very supportive of that. We are in a public health emergency. Based on the data that I'm seeing, it makes absolute sense and it would be quite frankly political and public health malpractice not to consider a vaccination mandate for those who are eligible for a fully approved vaccine.

You decided to send your toddler child to school and that's where they were exposed?

Just like any other set of parents, there's only so much you can do to help your child develop especially at this early age. There's no way two adults can teach their child how to share, how to socialize, how to resolve conflict.

We made the very difficult decision to try to send our kiddo back to pre-school and we thought we had everything covered. They spent no more than 15 minutes inside of a classroom, because we picked them up late and dropped them off early. We bought them HEPA filters, we made sure the windows were open and the staff were fully vaccinated. We did everything we possibly could within our control, and then some.

Three days into the school year, we received a notification that our child was exposed on the first day of class. We find ourselves in a situation that is all-too-common across the country, certainly across the state and definitely across the L.A. Unified School District.

Do you think you'll send your child back?

I didn't want to send them at all, but we had to for their sake. We needed to send them to school. I'm not certain that we will send them back. In our case, it seems as though somebody sent their child to class while waiting for test results. That is a frustratingly common scenario based on what my pediatrician friends are telling me. That's a betrayal of trust that we had placed on the other families in the school. We haven't decided yet, but right now, I'd say absolutely not.

This interview has been lightly edited for brevity and clarity.

Wonder Dynamics: Redefining the Animation Landscape
Wonder Animation

🔦 Spotlight

Happy Friday, LA!

Wonder Dynamics, a Los Angeles-based company founded by Tye Sheridan and Nikola Todorovic, has launched Wonder Animation, a beta feature that is poised to transform the landscape of video production. Acquired by Autodesk in May, Wonder Dynamics is leveraging this innovative tool, which harnesses artificial intelligence to turn standard video footage into captivating 3D animated scenes, making sophisticated animation techniques more accessible to filmmakers of all budgets.

Wonder Animation allows creators to shoot from multiple angles, with the AI reconstructing these shots into a dynamic 3D space. This functionality enables filmmakers to seamlessly blend live-action scenes with interactive virtual environments while preserving original camera movements. Users can customize various aspects, including animations, characters, lighting, and camera tracking data, and the tool integrates smoothly with popular software like Maya, Blender, and Unreal Engine.

What sets Wonder Animation apart is its emphasis on artistic control. Unlike many AI tools that impose rigid outcomes, this feature empowers creators to guide their projects, ensuring that their unique style remains front and center.

As the boundary between video and 3D animation blurs, Wonder Animation invites creators to experiment and innovate in exciting ways. This development marks a significant step forward in digital storytelling, democratizing access to high-quality visual effects and making sophisticated animation achievable for a broader range of filmmakers.

With the global animation market projected to reach approximately $400 billion in 2024 and grow to over $587 billion by 2030—reflecting a compound annual growth rate (CAGR) of about 5%—tools like Wonder Animation are more relevant than ever. This growth underscores the increasing demand for animated content and highlights the necessity of innovative solutions to meet filmmakers’ evolving needs. For those looking to elevate their storytelling, Wonder Animation may just be the key to unlocking new creative horizons. According to Statista, this upward trend in the animation market emphasizes the significant opportunities ahead.


🤝 Venture Deals

LA Companies

  • Evite, an online platform enabling users to design, send, and manage digital invitations and eCards with tools for event organization and guest tracking, has received a strategic growth investment from Francisco Partners to accelerate innovation and expand its product offerings. - learn more
LA Venture Funds
  • F4 Fund participated in a $4.1M Pre-Seed funding round for Further, a platform designed to help first-time homebuyers determine how much home they can afford by providing personalized insights on interest rates and lender requirements, giving users a clear view of their purchasing power. - learn more
  • Alexandria Venture Investments participated in a $10M Seed funding round for CrossBridge Bio, a company focused on developing advanced dual-payload antibody-drug conjugate (ADC) therapies, with the funds supporting preclinical development of its next-generation cancer treatments. - learn more
  • Clocktower Ventures participated in a $5.6M Series A funding round for Morada Uno, a startup in Mexico focused on making apartment rentals easier by providing a platform that connects tenants with landlords and simplifies processes like lease agreements and rent payments. - learn more
  • Skyview Capital participated in a $5M Series A funding round for Web3 chain game A-World, a tower defense battle game set in the metaverse on the BNB Chain, where players build hero towers to defeat waves of monsters. - learn more

      LA Exits

      • Drive Hospitality, a leading provider of personalized parking and hospitality services, including valet, concierge, bell services, parking management, and advanced technology integration, has been acquired by Propark Mobility. - learn more
      • Vebu Labs, located in El Segundo and specializing in custom automation solutions for the food industry—including the innovative 'Autocado' system that automates the peeling, coring, and scooping of avocados to enhance operational efficiency—will be acquired by Serve Robotics. - learn more

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            Big Wins: Dodgers Take the Title ⚾, ChatGPT Levels Up🚀

            🔦 Spotlight

            Happy Friday, LA! It’s been a week of big wins, on and off the field. 🎉

            ⚾️ First up, let’s talk Dodgers. With a thrilling 7-6 comeback victory over the Yankees in Game 5, the Dodgers clinched their eighth World Series title, their first since 2020. The city is buzzing, and fans are ready to celebrate! A parade kicks off this morning at 11 a.m., starting at City Hall and winding down to Flower Street, with a ticketed celebration at Dodger Stadium for those wanting to keep the festivities going.

            Image Source: Dodgers

            💻 Meanwhile, in the tech, OpenAI just rolled out a game-changing update for ChatGPT. Plus and Enterprise users can now access real-time internet search, powered by Microsoft Bing, bringing ChatGPT's responses fully up-to-date. This means users can now ask about the latest news, hotspots, or recent LA startup announcements, and ChatGPT will pull in fresh, relevant answers directly from the web. Previously limited to information up to 2021, ChatGPT’s new browsing capabilities make it a valuable digital assistant for anyone needing real-time insights in fast-paced industries like tech and entertainment.

            Image Source: ChatGPT

            🔍 The real-time search feature also includes “Browse with Bing,” allowing ChatGPT to source information from multiple sites for detailed answers to complex questions. Whether you’re exploring the latest venture capital trends in LA or curious about the best local spots, ChatGPT’s new browsing power helps you stay ahead with the latest info. This leap forward in AI functionality makes ChatGPT even more versatile and powerful for everyone, from business owners to everyday users.

            From the Dodgers’ World Series win to OpenAI’s latest ChatGPT update, there’s a lot to celebrate in LA this week. Here’s to champions, innovation, and a city that’s always pushing boundaries. 🌆✨


            🤝 Venture Deals

            LA Companies

            • Final Boss Sour, a Los Angeles-based gaming-themed snack company specializing in healthier sour snacks, has raised a $3M Seed funding round led by Science Inc. to expand its product offerings and operational capabilities. - learn more
            LA Venture Funds
            • Smash Capital led a $50M Series B round for Read AI, a productivity-focused AI company, bringing its total funding to $81M. The company offers a platform that enhances meeting efficiency through features like note-taking, summarization, and transcription. Additionally, Read AI introduced "Read AI for Gmail," a free Chrome extension that integrates information from various applications, reducing the need to switch between apps. The funds will be used to increase the company's headcount in engineering, data science, and business teams. - learn more
            • Distributed Global participated in a $25M funding round for Nillion, a company that provides decentralized privacy solutions designed to secure sensitive data using advanced technologies like secure multi-party computation. - learn more
            • Act One Ventures participated in a $5M Seed funding round for Latii, a construction materials supply chain startup, to enhance its platform that connects contractors with suppliers, aiming to streamline procurement processes and reduce costs in the construction industry. - learn more
            • SmartGateVC participated in a pre-seed funding round for Ritual Dental, a company revolutionizing dental care by integrating advanced technology and microbiome science to provide personalized, preventive treatments. - learn more

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                Billion-Dollar Milestones and Snapchat’s New Features

                🔦 Spotlight

                Happy Friday Los Angeles!

                This week’s spotlight showcases LA’s thriving tech scene, featuring Snapchat’s latest feature updates and two local startups Liquid Death and Altruist, making TechCrunch’s Unicorn List for 2024.

                Image Source: Snap

                Snapchat’s recent fall updates bring fresh features, including a new iPhone camera shortcut for instant snaps, Halloween-inspired AI-powered Lenses, and Bitmoji costumes inspired by Mean Girls and Yellowstone. Bitmoji stickers now reflect trending Gen-Z expressions like “slay” and heart symbols for added flair in chats. Plus, the “Footsteps” feature on Snap Map allows users to track their past adventures privately, adding a nostalgic touch.

                Image Source: Liquid Death

                ICYMI, two LA startups joined the Unicorn Club—achieving valuations over $1 billion. Liquid Death, based in Santa Monica, is a canned water company with edgy branding and a humorous sustainability focus. Known for viral marketing and brand partnerships, it redefines bottled water as a lifestyle brand and environmental statement. In March, Liquid Death closed $67 million in strategic financing, raising its total funding to over $267 million and valuing it at $1.4 billion.

                Image Source: Altruist

                Altruist, a Culver City-based fintech platform, offers financial advisors streamlined tools to better serve their clients. With a user-friendly investment and account management platform, Altruist has gained strong traction in the finance world. In May, it announced a $169 million Series E funding round, bringing its total funding to over $449 million and earning a valuation of $1.5 billion.

                Together, Liquid Death and Altruist exemplify LA’s capacity for innovation across diverse sectors, from lifestyle branding to fintech. Whether reshaping financial tools or redefining sustainable branding, these companies showcase LA’s unique entrepreneurial spirit. Go LA!

                Check out TechCrunch’s 2024 Unicorn List here. And don’t miss Snapchat’s latest features—perfect for adding some fun, connection and maybe a few selfies this weekend!


                🤝 Venture Deals

                LA Companies

                • Freeform, a company bringing AI to metal 3D printing, raised $14M in funding from NVIDIA’s NVentures and AE Ventures to further develop its AI-powered 3D printing technology for industrial-scale production. - learn more
                LA Venture Funds
                • Anthos Capital participated in a $70M Series D round for Carbon Robotics, which develops AI-powered robotics for precision agriculture, and the funding will be used to accelerate the growth of its autonomous weeding technology. - learn more
                • Anthos Capital participated in a $3.5M seed round for Plasma Network, aimed at expanding access to USDT stablecoins on the Bitcoin network, with the investment supporting the network’s growth and efforts to enhance stablecoin accessibility through the Lightning Network. - learn more

                LA Exits


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