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As companies struggle to process, store, and leverage ever-increasing amounts of structured and unstructured data, data governance is becoming a critical part of every company’s data management.

Governance not only helps a company understand and use its data, but it ensures everyone has access to the data they need, when they need it. “Data doesn’t have much value if it lies dormant in your system, where no one can gain insight from it,” says Salim Syed, head of engineering for Capital One Slingshot. “A well-governed data platform brings data out of that darkness.”

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Effective governance also enables a company to implement and manage internal policies and standards related to the security and usage of data. This not only supports a company’s response to external compliance directives, but also standardizes the data for use across the company. Standardized data provides the “single source of truth” required for critical business decisions, as well as the data quality and trustworthiness teams need to do their jobs.

Data governance challenges

On the surface, implementing data governance might seem obvious and straightforward, but the act of governing data across a company’s teams and products introduces levels of complexity that many companies either half-heartedly attempt to address or avoid altogether.

Instilling the processes, policies, and protections of governance requires new mindsets around people, processes, and technology. “It’s not the run-time activities that persuade someone not to do governance,” says Syed. “It’s all the work that’s needed to set up governance.”

For many, the approach to data governance is to establish policies that are overseen by individual sectors of the business, which makes implementation all the more difficult. “Think about all the different teams that are doing that in a large organization,” explains Syed. “They all have to do that dependency check, and each team is also doing separate development work to meet those requirements, which is a lot of duplicated effort.”

A siloed data governance initiative that requires each team to monitor its own data dependencies takes time and effort away from other work as well. “It becomes cumbersome to innovate because at every step of innovation, you have to check if there are dependencies on your governance policies,” says Syed.

Siloed approaches also introduce the possibility of error and make it more difficult to ensure all governance policies are followed consistently, in all cases. These hurdles can result in a lack of buy-in from employees and stakeholders, deflating any realized data governance benefits.

federated governance solution

In many companies, data is viewed as an IT asset, and thus an IT responsibility. Although that might have been true in the past, the volume and speed of data today, and the innovative ways companies are using their data, means data is the responsibility—and the driving force—for all business units.

To build an effective data governance program to serve every area of the business, it’s best to centralize the framework to reduce errors and to reduce duplicate efforts. “For federated teams to be successful in applying data management rules and governance, you can’t just set a policy and let every team go build technology to enforce it,” says Syed. A centralized approach is less complicated to monitor, facilitates data consistency and accuracy, and is easier to make transparent, all of which helps with stakeholder buy-in. “If you have a centrally managed data platform, a centrally managed data ingestion pipeline, and a centrally managed data policy, then you only make changes to [the data] in one place,” Syed explains. This ensures data remains compliant, secure, and consistent wherever it is used.

A best practice in establishing a centralized data governance initiative, Syed argues, is to build a central data catalog. All incoming data is ingested to a central location where it is first classified—meaning, data is identified and labeled with metadata, and restriction levels are determined. From there, access and permissions can be assigned, which facilitates sharing across the organization. “With a centralized catalog, wherever your data resides, it’s the map,” explains Syed. “Once it’s cataloged and classified, then you can share. You can basically break the silo.”

A data catalog effectively

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By: MIT Technology Review Insights
Title: Increasing amounts of data require holistic governance
Sourced From: www.technologyreview.com/2022/07/11/1055450/increasing-amounts-of-data-require-holistic-governance/
Published Date: Mon, 11 Jul 2022 16:00:00 +0000

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Three frequently asked questions about EVs, answered

This article is from The Spark, MIT Technology Review’s weekly climate newsletter. To receive it in your inbox every Wednesday, sign up here

For someone who does not own or drive a car, I sure do have a lot of thoughts about them.

I spend an inordinate amount of time thinking about transportation in general, since it’s one of the biggest areas we need to clean up to address climate change: it accounts for something like a quarter of global emissions. And the vehicles that we use to shuttle around to work, school, and the grocery store in many parts of the world are a huge piece of the problem.

Last week, MIT Technology Review hosted an event where my colleagues and I dug into a conversation about the future of batteries and the materials that go into them. We got so many great questions, and we answered quite a few of them (subscribers should check out the recording of the full event here).

But there were still a lot of questions, particularly about EVs, that we didn’t get to, so let’s take a look at a few. (I’ve edited these for length and clarity, but they came from subscribers, so thank you to everyone who submitted!)

Why is there not a bigger push for plug-in hybrids during the transition to full EVs? Could those play a role?

Hybrids are sometimes relegated to the fringes of the EV discussion, but I think they’re absolutely worth talking about.

Before we get into this, let’s get a couple of terms straight. All hybrid vehicles use both an internal-combustion engine that burns gasoline and a battery, but there are two key types to know about. Plug-in hybrids can be charged up using an EV charger and run for short distances on electricity. Conventional hybrids have a small battery to help recapture energy that would otherwise be wasted, which boosts gas mileage, but they always run on gasoline.

Any technology that helps reduce emissions immediately can help address climate change, and even a conventional hybrid will cut emissions by something like 20%.

Personally, I think plug-in hybrids in particular are a great option for people who can’t commit to an EV just yet. These vehicles often have a range of around 50 miles on electricity, so if you’re commuting short distances, nearly all your driving can be zero-emissions. 

Plug-ins aren’t the perfect solution, though. For one thing, the vehicles may have higher rates of problems than both EVs and gas-powered vehicles, and they need a bit more maintenance. And some studies have shown that plug-in hybrids don’t tend to get the full emissions benefits advertised, because people use the electric mode less than expected.

Ultimately, we need to stop burning fossil fuels, so we’ll need to get used to vehicles that run without gasoline at all. But in the meantime, dipping a toe into the world of electric vehicles could be a good option for many drivers.

Will current charging technology be able to support EVs? How practical is it to bring chargers to remote areas of the country?

These questions hit on one of the biggest potential barriers to EV adoption: charging availability.

In many parts of the world, there’s a massive need to build more chargers to support the EVs already on the road, not to mention all the new ones being built and sold each year. Some agencies have recommended that there should be one public charger for every 10 EVs on the road, though factors like density and rates of at-home charging mean different communities will have different needs. 

The US had about 24 EVs per charger as of the end of 2022, while the EU is at about 13, and China is among the leading nations with around eight. Improving that ratio is crucial to getting more drivers comfortable with EVs.

But building out the charging network is a big project, and one that looks different for different communities. In dense cities, many people live in apartments as opposed to single-family homes with garages, so even more public chargers will be needed to make up for the lack of at-home charging. For rural communities, or those that are less wealthy, getting any chargers built at all can be a challenge. 

These so-called charging deserts often suffer from a sort of chicken-and-egg problem: there’s a lack of demand for chargers because people aren’t driving EVs, and people aren’t driving EVs because there are no chargers.

Public funding will be key to filling in gaps left by private companies installing charging networks. In the US, some money is tied to making sure that disadvantaged communities will benefit.

The bottom line is that it’s possible to make chargers available and equitable, but it’s definitely going to take a while, and it’s going to be expensive. 

What about hydrogen—could that be an alternative to batteries?

I’ve been digging into this question, so stay

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By: Casey Crownhart
Title: Three frequently asked questions about EVs, answered
Sourced From: www.technologyreview.com/2024/02/22/1088800/ev-faqs/
Published Date: Thu, 22 Feb 2024 09:00:00 +0000

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Ready, set, grow: These are the biotech plants you can buy now

Purple Tomato Caprese scaled

This spring I am looking forward to growing some biotech in my backyard for the first time. It’s possible because of startups that have started selling genetically engineered plants directly to consumers, including a bright-purple tomato and a petunia that glows in the dark.

This week, for $73, I ordered both by pressing a few buttons online.

Biotech seeds have been a huge business for a while. In fact, by sheer mass, GMOs are probably the single most significant product of genetic engineering ever. Except most of us aren’t planting rows of cotton or corn that can resist worms or survive a spritz of RoundUp, the big gene-splicing innovations that companies like Monsanto and Pioneer Hi-Bred first introduced in the 1990s.

What makes these new plants different is that you can buy them directly from their creators and then plant them in the yard, on a balcony, or just in a pot.

caprese salad in a bowl made with halved yellow, red and purple-fleshed cherry tomatoes
Purple tomatoes developed by Norfolk Health Produce. NORFOLK HEALTHY PRODUCE

Purple tomato

Starting off my biotech shopping spree, I first spent $20 to order 10 tomato seeds from Norfolk Health Produce, a small company in Davis, California, that created what it calls the Purple Tomato. The seeds have a gene introduced from a snapdragon flower, which adds a nutrient, anthocyanin, that also gives the fruits their striking color.

According to Channa S. Prakash, a geneticist and dean at Tuskegee University, the tomato is the “the first-of-its kind GMO food crop marketed directly to home gardeners.”

The CEO of the company, Nathan Pumplin, was packing seeds when I reached him by phone. He claimed that anthocyanin has health benefits—it’s an antioxidant—but he agreed that the color is a useful sales pitch.

“I don’t need to make a label that says this red tomato is better for you than the other red tomato,” says Pumplin. “We can simply put out the purple tomato, and people say, ‘Oh my gosh, this tomato is purple.’ Its beauty is a distinguishing characteristic that people can just immediately see and understand.”

There is a plan to mass-produce the purple tomatoes for sale in supermarkets. But Pumplin says the company couldn’t ignore thousands of requests from regular gardeners. “It’s not the main focus of our business, but we are very interested in having people grow these at home,” he says. And “if home gardeners want to save the seed and replant it in their gardens for their own use, that is okay.”

couple in their glowing garden of gmo petunias
A promotional video for Light Bio’s firefly petunia.LIGHT BIO

Glowing flower

I next decided to shell out for the “firefly petunia,” so called because the plant is supposed to glow in the dark. It’s sold by Light Bio, a startup backed by the venture capital firm NFX .

The plant is such a novelty that it’s being sold in a preorder, with promises they will arrive by May. One petunia plant costs $29 plus $24 for shipping. The company’s marketing promises that your plant will unveil “mesmerizing luminescence after dusk” and that “its soothing light is produced from living energy, cultivating a deeper connection with the inner life of the plant.”

Finally, “Your nurturing care will be rewarded with even greater brilliance.”

It joins a short list of ornamental plants with gene modifications. Another is an orange petunia, approved in the US in 2021, that got its unusual color from a corn gene. (When some copies got loose prior to approval, officials in the US and Europe demanded its eradication in what became known as “the petunia carnage.”)

Karen Sarkisyan, a synthetic biologist at the MRC Laboratory of Medical Sciences in the UK, is one of the petunia’s creators, and also the chief scientist of Light Bio. His lab is interested in using bioluminescence as a reporter system—a plant could reveal, for instance, how it

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By: Antonio Regalado
Title: Ready, set, grow: These are the biotech plants you can buy now
Sourced From: www.technologyreview.com/2024/02/22/1088768/glowing-plant-lightbio-purple-tomato-norfolk/
Published Date: Thu, 22 Feb 2024 11:45:00 +0000

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The Download: tracking animals, and biotech plants

This is today’s edition of The Download our weekday newsletter that provides a daily dose of what’s going on in the world of technology.

How tracking animal movement may save the planet

Animals have long been able to offer unique insights about the natural world around us, acting as organic sensors picking up phenomena invisible to humans. Canaries warned of looming catastrophe in coal mines until the 1980s, for example.

These days, we have more insight into animal behavior than ever before thanks to technologies like sensor tags. But the data we gather from these animals still adds up to only a relatively narrow slice of the whole picture. Results are often confined to silos, and for many years tags were big and expensive, suitable only for a handful of animal species.

This is beginning to change. Researchers are asking: What will we find if we follow even the smallest animals? What if we could see how different species’ lives intersect? What could we learn from a system of animal movement, continuously monitoring how creatures big and small adapt to the world around us? It may be, some researchers believe, a vital tool in the effort to save our increasingly crisis-plagued planet. Read the full story.

—Matthew Ponsford

This story is from the upcoming print issue of MIT Technology Review, dedicated to exploring hidden worlds. Buy a subscription to get your hands on a copy when it publishes on February 28th! Deals start at just $8 a month.

These are the biotech plants you can buy now

—Antonio Regalado

This spring I am looking forward to growing some biotech in my backyard for the first time. It’s possible because of startups that have started selling genetically engineered plants directly to consumers, including a bright-purple tomato and a petunia that glows in the dark.

This week, for $73, I ordered both by pressing a few buttons online.

Biotech seeds have been a huge business for a while. In fact, by sheer mass, GMOs are probably the single most significant product of genetic engineering ever. But the difference now is that people are able to plant and grow GMO houseplants in their homes. Read the full story.

Watch this robot as it learns to stitch up wounds

The news: A new AI-trained surgical robot can make stitches on its own. A video taken by researchers at the University of California, Berkeley, shows the two-armed robot completing stitches in a row on a simple wound in imitation skin. It managed to make six stitches before a human had to intervene.

Why it matters: It’s common for surgeons today to get help from robots, but we’re a long way from them being able to fully replace many tasks. This new research marks progress toward robots that can operate more autonomously on very intricate, complicated tasks. Read the full story.

—James O’Donnell

Three frequently asked questions about EVs, answered

Transportation is a critical part of the climate change puzzle: it accounts for something like a quarter of global emissions. And the vehicles that we use to shuttle around to work, school, and the grocery store in many parts of the world are a huge piece of the problem.

Last week, MIT Technology Review hosted an event where we dug into the future of batteries and the materials that go into them. We got so many great questions, and we answered quite a few of them (subscribers should check out the recording of the full event).

But there were still a lot of questions, particularly about EVs, that we didn’t get to. So let’s take a look at a few of those.

—Casey Crownhart

This story is from The Spark, our weekly newsletter all about the technology that could combat the climate crisis. Sign up to receive it in your inbox every Wednesday.

The must-reads

I’ve combed the internet to find you today’s most fun/important/scary/fascinating stories about technology.

1 The first US moon landing for over 50 years is due today
If all goes to plan, Intuitive Machines’ Odysseus spacecraft will touch down at 5.30pm ET. (WP $)
Here’s how you can watch it. (NYT $)

2 ChatGPT had a meltdown yesterday
Which is not necessarily worrying in itself… but it isn’t great that we have no idea why. (Ars Technica)
Gab’s racist chatbots have been trained to deny the Holocaust. (Wired $)
Soon, we might be using AI to do all sorts of tasks for us. (NPR)

3 You can buy Vision Pro headsets in Russia
Two years after Apple quit the country. (NBC)

4 Google is racing to fix a new “overly woke” AI-powered tool
It was returning women and people of color when asked to produce images of America’s founding fathers, for example. (BBC)
It’s pausing the ability for Gemini AI to generate images until it’s fixed the issue. (The Verge)
These

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By: Charlotte Jee
Title: The Download: tracking animals, and biotech plants
Sourced From: www.technologyreview.com/2024/02/22/1088821/tracking-animals-biotech-plants/
Published Date: Thu, 22 Feb 2024 13:10:00 +0000

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