Are a Vehicle’s Features More Important Than It Being Electric?

David Shultz

David Shultz reports on clean technology and electric vehicles, among other industries, for dot.LA. His writing has appeared in The Atlantic, Outside, Nautilus and many other publications.

Are a Vehicle’s Features More Important Than It Being Electric?
Photo by Jannes Glas on Unsplash

The state of California wants 100% of new passenger vehicles sales to be fully electric by 2035. Last year, the state hit a nation-leading 16%. That’s pretty good, but 84% is still a long way to go.

A new study, published Monday in Proceedings of the National Academy of Sciences, investigates which factors have been responsible for the rise in new EV sales nationally. The findings indicate that consumers are increasingly likely to choose an electric vehicle, and nearly all of the gains can be explained simply by improving technologies.


Principally, the researchers tried to tease apart whether improvements in the technology or just plain old consumer preferences have driven EV adoption. Kenneth Gillingham, one of the authors of the new study, said that at the outset, he expected both factors to be working in tandem: As EVs go mainstream, people become more accustomed to them, they ride in them, their friends or family might buy one, while simultaneously, the range, the features, the charging speed all improve and make the case more compelling.

However, the study found that that’s not actually the case. Only the improving tech explained the rise in EV adoption. The result echoes what previous surveys about Tesla have shown: People care less about whether the car is electric and more about what the car can do.

The new study used a survey of potential new car buyers that were recruited online in a nationally-representative sample. Buyers were shown head-to-head comparisons of vehicles, where one was electric and one was not. Both vehicles were identical aesthetically, but differed in their price, powertrain, operating cost, acceleration time, range, fast charging capability, and brand country-of-origin. These traits were randomized, and then the buyers chose which vehicle they preferred. “That's the beauty of this type of exercise,” says Gillingham. “We can keep all the intangibles the same, but focus on differences in things that really matter to people.”

The experiment’s design allowed the researchers to understand how much more buyers were willing to spend on electric cars, and which technologies made the biggest impact on their willingness to pay. Importantly, the researchers could also compare this new data to a similar study conducted in 2013, to gauge how attitudes are changing and make predictions about the future.

Unsurprisingly, the data shows that range remains among buyer’s biggest hang ups when it comes to buying an electric vehicle. For instance, when evaluating the electric 2022 Nissan Leaf, buyers reported that the range of 149 miles–even with fast charging–decreased their willingness to pay by over $10,000 compared to the gasoline-powered 2022 Nissan Versa. In other words, you’d have to knock $10k off the asking price to make the cars equivalent in the eyes of the buyer. However, other features like a lower cost of ownership and a faster acceleration time brought the Leaf almost back to even with the Versa. And if the Leaf’s range increases to 300 miles (which puts it at ~100 miles less than the range of the Versa), as researchers expect in the next several years, the gains in acceleration and cost of ownership suddenly bring the Leaf ahead of its gasoline-powered equivalent.

Willingness-to-purchase (WTP) for attributes for Nissan Leaf relative to Nissan Versa

Those same sorts of patterns played out over and over again in the study, where eventually the tech improves to a point where suddenly the electric vehicle just looks like the better car and buyers make the switch. If technology continues to improve at the current pace and EV costs continue to decline as they have been, the researchers estimate that by 2030, most buyers will choose the EV in a head to head comparison to an equivalent gas-powered car. “If those projections come to bear, it’s entirely feasible that we literally could have half of the new cars and SUVs being electric by 2030,” says Gillingam.

Of course the question is, will the market be able to actually supply enough vehicles to meet that demand. The new study demonstrates just how massive the potential market might be in just seven year’s time. The feasibility of actually getting supply chains in place, manufacturing online, and building enough vehicles to capture that demand, however, remains another question outside the scope of this research. The opportunity is there, though, says Gillingham. “If you are a large automaker, you probably are gonna want to have an electric version of many of your best sellers, given how large the market appears to be.”

Standing Together Through the Flames

🔦 Spotlight

To our Los Angeles family,

This week’s wildfires have brought immense pain and hardship to our beloved city. Many of our friends, neighbors, and colleagues have faced evacuations, power outages, and the devastating loss of homes and livelihoods. Our hearts go out to everyone affected by this tragedy.

At dot.LA, we want to express our deepest sympathy to those suffering in this moment. We see your resilience and stand with you during this challenging time. This community has always been defined by its strength and compassion, and now is the time to come together in support.

If You or Someone You Know Has Been Impacted, Resources Are Available:

Evacuation Shelters:

  • Calvary Community Church: 5495 Via Rocas, Westlake Village, CA 91362
  • Ritchie Valens Recreation Center: 10736 Laurel Canyon Blvd., Pacoima, CA 91331
  • Pan Pacific Recreational Center: 7600 Beverly Blvd., Los Angeles, CA 90036
  • Westwood Recreation Center: 1350 Sepulveda Blvd., Los Angeles, CA 90025
  • Pasadena Civic Auditorium: 300 East Green Street, Pasadena, CA 91101
  • Pomona Fairplex: 1101 W McKinley Ave, Pomona, CA 91768
  • Stoner Recreation Center: 1835 Stoner Ave, Los Angeles, CA 90025

Animal Shelters:

Small Animals:

  • Agoura Animal Care Center: 29525 Agoura Rd, Agoura Hills, CA 91301
  • Baldwin Park Animal Care Center: 4275 Elton St, Baldwin Park, CA 91706
  • Carson Animal Care Center: 216 W Victoria St, Gardena, CA 90248
  • Downey Animal Care Center: 11258 Garfield Ave, Downey, CA 90242
  • Lancaster Animal Care Center: 5210 W Ave I, Lancaster, CA 93536
  • Palmdale Animal Care Center: 38550 Sierra Hwy, Palmdale, CA 93550

Large Animals:

  • Pomona Fairplex: 1101 W McKinley Ave, Pomona
  • Industry Hills Expo: 16200 Temple Ave, City of Industry, CA 91744
  • Antelope Valley Fair: 2551 W Avenue H, Lancaster, CA 93536
  • Los Angeles Equestrian Center: 480 W Riverside Dr, Burbank, CA 91506
  • Pierce College Equestrian Center: 7100 El Rancho Dr, Woodland Hills, CA 91371

Disaster Relief Information:

  • LA County Assessor: Information for property owners and FAQs about disaster relief.

Mental Health Support:

  • Los Angeles County Department of Mental Health: Crisis counseling and support for those affected. Access services through their website or call their hotline at (800) 854-7771.

Temporary Housing Support:

  • Airbnb: In partnership with 211 LA, offering free temporary housing for displaced residents. Spaces are limited; complete the form to be notified of availability.

Transportation Support:

  • Uber: Use promo code WILDFIRE25 for 2 free rides up to $40 each to/from active shelters.
  • Lyft: Code CAFIRERELIEF25 offers 2 rides up to $25 each for up to 500 riders, valid until 1/15.
  • Metro: Fare collection is suspended systemwide.

Staying Informed:

  • Watch Duty App: Provides real-time wildfire tracking, evacuation warnings, and updates.
  • Los Angeles Fire Department Alerts: Visit their website for the latest information on fire status and safety guidelines.

Safety Precautions:

  • Ready, Set, Go!: Personal Wildfire Action Plan by the Los Angeles County Fire Department.

To those in our community who are volunteering, donating, or offering aid in any form—thank you. Your efforts embody the spirit of LA: strong, compassionate, and unstoppable.

At dot.LA, we’re committed to amplifying stories of resilience and support. If you’ve seen inspiring acts of kindness or have resources to share, please let us know. Together, we can shine a light on the incredible ways this community is stepping up during these trying times.

In the days ahead, let’s hold tight to the bonds that unite us and remember that we are stronger together. The fires may scar the land, but they cannot dim the collective spirit of Los Angeles.

We’re here for you, and we’re with you.

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    A Strong Finish to 2024 for LA Tech: Crosscut Ventures Leads the Way

    🔦 Spotlight

    Happy Friday LA!

    As we close the book on 2024, Los Angeles has had a remarkable year in tech and venture capital. From groundbreaking funding rounds to industry-defining innovations, the city’s tech ecosystem has showcased its ability to adapt and thrive. Among the year’s final highlights was the announcement that Crosscut Ventures, one of LA’s premier early-stage venture capital firms, has added Jon Ylvisaker as its newest Partner.

    Crosscut Ventures’ Bold New Direction

    Announced in late December, Jon Ylvisaker’s appointment reflects Crosscut Ventures’ commitment to advancing its focus on the energy transition. Ylvisaker brings decades of experience in driving investments in energy technologies and digital infrastructure. As the founding partner and managing director of Yield Capital Partners, he led investments in startups and established companies shaping the future of sustainability. At Wolfacre Global Management, a Tiger Management hedge fund, he further honed his expertise in supporting impactful climate-focused solutions.

    Brian Garrett, Managing Director and Co-Founder of Crosscut Ventures, said, “Jon's extensive experience in climate and digital infrastructure investments, coupled with his impressive track record of bringing groundbreaking technologies to market, makes him the ideal partner to help lead our focus.”

    Since its founding in 2008, Crosscut has played a key role in shaping LA’s tech landscape. Ylvisaker’s addition reinforces the firm’s commitment to addressing global challenges like energy transition and sustainability, further solidifying its leadership in venture capital innovation.

    What’s Next for LA Tech in 2025

    The momentum from 2024 has set the stage for an even bigger year ahead. Entrepreneurs, investors, and innovators in LA are poised to take on new challenges and create meaningful change across industries.

    As we step into 2025, we want to thank everyone who helped make 2024 such a standout year. Here’s to another year of progress, innovation, and success. From all of us at dot.LA, Happy New Year!

    🤝 Venture Deals

    LA Companies

    • First Resonance, a company specializing in digital manufacturing software through its ION Factory OS, has raised a $20M funding round led by Third Prime with participation from Blue Bear Capital and others. This brings its total funding to $36M and will be used to accelerate product development, grow its customer base, and enhance support for advanced manufacturing sectors like aerospace, robotics, and clean energy. - learn more
    LA Venture Funds
    • Finality Capital Partners led a $17M Seed funding round for ChainOpera AI, a California-based company developing blockchain networks for AI-powered agents and applications, to accelerate product development, expand its team and enhance its blockchain and AI integration capabilities. - learn more

    LA Exits

    • Thirteen Lune, an inclusive beauty e-commerce platform, has been acquired by SNR Capital, marking a significant milestone in the platform's mission to amplify underrepresented beauty brands while fueling its next stage of growth. - learn more
    • Ergobaby, a leading brand in juvenile products known for its high-quality baby carriers, has been acquired by Highlander Partners. The acquisition aims to bolster Ergobaby’s growth, expand its product offerings, and strengthen its position in the parenting solutions market. - learn more

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    Salt AI’s $3M Bet, Snapchat’s Creator Cash, Rivian’s EV Tech, and ŌURA’s $200M Win

    🔦 Spotlight

    Happy Friday, LA - let’s dive right in to this week’s highlights:

    Salt AI, a forward-thinking AI startup based in Los Angeles, has secured a $3 million seed funding round led by Morpheus Ventures with participation from Struck Capital, among others, to tackle the complexity of managing workflows.Salt AI's blog details how its platform centralizes tools like CRM systems, project management software, and data trackers into one interface, eliminating inefficiencies and freeing up teams to focus on meaningful work. With new funding in hand, Salt plans to scale its platform and expand its reach, a move that underscores how AI can solve everyday business challenges.

    Image Source: Salt AI - Aber Whitcomb

    While Salt AI focuses on the workplace, Snapchat is doubling down on creators, with its latest updates introducing revenue-sharing opportunities and direct monetization features. The company’snewsroom update outlines how enhanced analytics will help creators better understand their audiences and sustain their work. The platform's latest updates introduce revenue-sharing opportunities and direct monetization features, along with analytics that give creators deeper insights into their audience. By making it easier for creators to grow and sustain their work, Snapchat positions itself as a key player in the creator economy, offering features that rival platforms like YouTube and TikTok.

    Image Source: Snap

    On the roads, Rivian is redefining what it means to drive an electric vehicle. The company’s latest software update includes advanced route planning, energy management tools, and customization options that make every trip more intuitive and efficient. Additionally, Rivian has introduced new entertainment features, including Google Cast, YouTube, and SiriusXM, as featured in Rivian’ssoftware spotlight, enhancing the in-cabin experience for drivers and passengers alike. This isn’t just about convenience; Rivian is showing how thoughtful software design can elevate the entire EV experience, blending practicality with sophistication.

    Image Source: Rivian

    ŌURA is making headlines with a fresh $200 million Series D funding round, with participation from Fidelity Management & Research Company and Dexcom, which now values the company at $2.55 billion. This investment, as reported byBusiness Wire, highlights the growing demand for wearable health technology and positions ŌURA as a leader in the space. With its sleek design and emphasis on actionable health insights, the funding will enable ŌURA to expand its reach and further integrate wearables into daily health management, strengthening its position in the competitive health tech market. With this funding, ŌURA aims to reach more users and expand its capabilities, further embedding wearables into daily health management.

    Image Source: ŌURA

    Stay tuned as Salt AI, Snapchat, Rivian, and ŌURA continue to evolve, offering us new ways to work, connect, and live better.

    🤝 Venture Deals

      LA Venture Funds
        • Undeterred Capital participated in a $7M Seed funding round for Portal, a Watertown, Mass.-based biotech company specializing in advanced intracellular delivery technology to drive innovations in biological research and cellular therapeutics. - learn more
        • Vamos Ventures participated in a $7.9M Series A funding round for Culina Health, a Hoboken, NJ-based company that provides personalized, science-based virtual nutrition care by connecting patients with registered dietitians, with plans to use the funds to expand its offerings for dietitians and patients, implement AI-driven tools to enhance care efficiency, and strengthen its leadership team through key hires. - learn more
        • Humans Ventures participated in a $3.8M Seed funding round for Hamming.ai, a San Francisco-based company specializing in automated tools for testing and optimizing voice agents, with plans to expand its platform, enhance reliability and perform, and accelerate product development. - learn more
        • Fifth Wall led, with participation from Starshot Capital and others, in a $9.5M Series A funding round for Mojave, a Sunnyvale, CA-based company developing energy-efficient commercial air conditioning technology. The funds will be used to accelerate the adoption of its innovative systems and reduce energy consumption in the cooling industry. - learn more
        • ReMY Investors participated in a $17M Series B funding round for Scripta Insights, a company that leverages data analytics to help employers and healthy plans reduce prescription drug costs, with the funds aimed at expanding its platform and scaling operations. - learn more
        • Mantis VC participated in a $16.5M funding round for Nuon, a company specializing in Bring Your Own Cloud (BYOC) solutions that streamline AI, data, and infrastructure software deployment. The funds will support product development, readiness for general availability in 2025, and efforts to expand customer acquisition. - learn more
        • B Capital participated in a $102M Series C funding round for Precision, a company developing minimally invasive brain-computer interfaces to treat neurological disorders, with plans to use the funds to expand its team, advance clinical research, and refine its AI-powered brain implant for helping users with severe paralysis operate digital devices using their thoughts. - learn more
        • The Games Fund led a $3M Seed funding round for Dark Passenger, a Poland-based game studio founded by veterans of The Witcher 3 and Cyberpunk 2077, to create an unannounced, innovative, first-person multiplayer PvPvE stealth-action game set in a distinctive universe inspired by feudal Japan and martial arts cinema. - learn more

            LA Exits

            • Calliope Networks, a generative AI company providing licensed media content like movies, TV shows, and news, has been acquired by Protege to strengthen its platform’s capabilities in advancing AI development. - learn more

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