Introduction

Imagine two people standing in a car showroom.

One is drawn toward a company that builds only electric vehicles. The brand feels futuristic, environmentally committed, and laser-focused on innovation. The other buyer feels safer choosing a traditional automaker that has recently added electric vehicles to its lineup because the company already has decades of reputation, service centers, and familiarity.

Both customers want to join the electric future. Yet both trust different kinds of companies.

This exact psychological dilemma sits at the heart of a fascinating research study conducted in China on electric vehicle purchase intentions (PIEVs). The researchers explored an increasingly important question in the automotive industry: Do consumers trust electric-only car companies more than traditional automakers that also sell EVs?

The study goes beyond simple marketing theory. It examines how innovation, trust, brand familiarity, and perceived risk shape consumer decisions—and how different business models amplify or weaken those feelings.

At a time when governments worldwide are pushing for greener transportation and automakers are investing billions into electrification, understanding why people choose one EV brand over another has become critically important.

Understanding the Core Idea of the Study

The researchers divided car companies into two categories:

1. Single-Business Model Companies (SBMT)

These are companies focused entirely on electric vehicles. Consumers often see them as:

Innovation-driven
Environmentally committed
Technology-focused
Specialists in EV development

Because these firms dedicate their identity solely to electric mobility, buyers may perceive them as more authentic and future-oriented.

2. Multi-Business Model Companies (MBMT)

These firms produce both traditional fuel-powered vehicles and EVs. They benefit from:

Strong brand recognition
Existing dealership networks
Long-term market reputation
Diverse product portfolios

However, some consumers may question whether these companies are truly committed to sustainability or simply adapting to market pressure.

The researchers wanted to compare how these two business approaches influence people’s willingness to buy electric vehicles.

The Human Side of EV Buying Decisions

One of the strongest aspects of the paper is how it treats EV purchasing not just as a technical decision, but as a deeply psychological one.

Buying an electric vehicle is rarely about transportation alone. Consumers also think about:

Environmental responsibility
Technological reliability
Social identity
Financial risk
Brand credibility

To measure these emotions and perceptions, the researchers used the 4C marketing framework, which focuses on:

Cost
Convenience
Communication
Consumer Demand

Instead of looking only at product specifications, the study translated these ideas into real consumer perceptions.

For example:

Marketing Concept	Consumer Perception Measured
Consumer Demand	Perceived Innovation
Communication	Consumer Trust
Convenience	Brand Familiarity
Cost	Perceived Risk

This approach helped the researchers better understand the emotional logic behind EV purchasing decisions.

How the Research Was Conducted

The study used a quantitative research design involving 280 potential EV buyers in China.

Participants answered structured questionnaires using a five-point agreement scale. The researchers then analyzed the data using advanced statistical tools including:

SPSS
Confirmatory Factor Analysis (CFA)
Structural Equation Modeling (SEM)
PLS-SEM

While those technical names may sound intimidating, their purpose was simple: to determine whether the relationships between trust, innovation, risk, and purchase intention were statistically meaningful.

The sample included a mix of:

Young and middle-aged consumers
Urban and rural residents
Different income groups
People with and without previous EV experience

This diversity strengthened the reliability of the findings.

Discussion of the Study

Innovation Was the Strongest Positive Driver

One major finding stood out immediately: perceived innovation strongly increased EV purchase intentions.

Consumers were more likely to buy EVs when they believed the company represented advanced technology and future mobility solutions.

The standardized coefficient for perceived innovation was:

β = 0.36
p < 0.001

In simple terms, innovation significantly boosted consumer interest.

This result is especially important because modern EV buyers often associate electric vehicles with progress, intelligence, and environmental modernization. Companies that successfully project innovation may therefore gain a psychological advantage in the market.

Trust Matters Almost as Much as Technology

The research also revealed that consumer trust strongly influences EV buying decisions.

Consumers need confidence that:

The vehicle is reliable
The battery technology is safe
The company will continue supporting EV development
Maintenance and servicing will remain available long-term

The study found:

β = 0.32
p < 0.001

This means trust had a highly significant positive impact on purchase intention.

Interestingly, single-business EV companies appeared especially strong in this area because consumers viewed them as fully committed to electric mobility rather than partially invested.

Familiar Brands Still Hold Power

Even though electric-only companies performed strongly overall, traditional automakers were not left behind.

The study showed that brand familiarity positively influenced EV purchase intentions:

β = 0.25
p < 0.001

Consumers often feel safer purchasing from companies they already know. Familiarity reduces uncertainty and lowers the mental effort required during decision-making.

For many buyers, decades of automotive history still matter.

This finding explains why legacy automakers continue to maintain strong positions in the EV market despite newer electric-focused competitors.

Risk Remains a Major Barrier

The researchers also confirmed that perceived risk negatively affects EV adoption.

Consumers still worry about:

Battery lifespan
Charging infrastructure
Repair costs
Vehicle range
Resale value

The study reported:

β = –0.27
p = 0.001

That negative relationship is important because it highlights one of the biggest obstacles facing the global EV transition.

Even enthusiastic consumers may hesitate if they fear financial or technological uncertainty.

The Most Interesting Discovery: Business Models Shape Consumer Psychology

Perhaps the paper’s most valuable contribution lies in its moderation analysis.

The researchers discovered that business model type changes how consumers interpret innovation, trust, familiarity, and risk.

Single-Business EV Companies Strengthened Innovation and Trust

Consumers responded more positively to innovation and trust when they perceived a company as EV-focused.

In other words, electric-only firms gained extra psychological credibility.

Their specialization made consumers believe:

The company understands EV technology better
Sustainability is genuinely part of its mission
Innovation is central to its identity

This strengthened purchase intentions significantly.

Multi-Business Automakers Benefited from Familiarity—but Also Faced More Risk Concerns

Traditional automakers enjoyed advantages in familiarity and recognition.

However, the study also found that perceived risk became more influential within multi-business firms.

Some consumers appeared uncertain about whether these companies were fully committed to electrification in the long term.

This is a subtle but important insight.

Consumers are not evaluating only vehicles anymore—they are evaluating corporate identity and strategic direction.

Why This Study Matters in the Real World

This research has implications far beyond academic theory.

For EV Companies

Electric-only brands should continue emphasizing:

Technological leadership
Sustainability commitment
Innovation storytelling

Traditional automakers, meanwhile, may need stronger communication strategies to convince consumers that their EV transition is genuine and long-term.

For Policymakers

Governments promoting EV adoption can learn that financial incentives alone are not enough.

Consumer psychology matters.

People adopt green technology faster when they trust the companies behind it and perceive clear innovation benefits.

For Consumers

The study also helps explain why EV buyers often feel emotionally attached to certain brands.

What appears to be a practical purchase is often shaped by perceptions of identity, trust, and future vision.

Limitations of the Study

Although the research provides valuable insights, it also has limitations.

Cross-Sectional Design

The study captured consumer opinions at one point in time. Consumer attitudes toward EVs may evolve rapidly as technology improves and charging infrastructure expands.

Longitudinal studies would provide deeper insights into changing behavior.

Geographic Focus on China

China is one of the world’s largest EV markets, but consumer behavior there may differ from Europe, North America, or emerging economies.

Cultural and economic factors can influence how consumers interpret innovation and trust.

Self-Reported Data

The study relied on survey responses rather than actual purchasing behavior.

Consumers sometimes express intentions differently from how they behave in real buying situations.

Conclusion

This research offers a compelling look into the psychology behind electric vehicle adoption.

Rather than focusing only on batteries, charging stations, or pricing, the study reveals something more human: people buy into stories, trust, and identity.

Single-business EV companies appear particularly effective at creating perceptions of innovation and commitment, which significantly increase consumer purchase intentions. Meanwhile, traditional automakers continue benefiting from familiarity and established reputation but may struggle with perceptions of long-term EV dedication.

The study ultimately demonstrates that the future of electric mobility will not be shaped by engineering alone. It will also depend on how companies communicate purpose, build trust, and position themselves in the minds of consumers.

As the global transition toward sustainable transportation accelerates, understanding these psychological drivers may become just as important as improving battery technology itself.

References

Acciarini and colleagues (2022) conducted a qualitative exploration of how digitalization enables the emergence of innovative and sustainable business models, focusing specifically on the automotive sector. Their research appeared in the Journal of Strategy and Management (Volume 15, pages 335-352).
Dutta and Hwang (2021) investigated how consumers’ technological awareness and environmental considerations influence their purchase intentions for green electric vehicles, publishing their findings in Sustainability (Volume 13, Article 12025).
Huang and Qian (2021) examined consumer adoption patterns of electric vehicles within alternative business models, publishing their analysis in Energy Policy (Volume 155, Article 112338).
Lashari, Ko, and Jang (2021) studied how user attitudes and perceptions shape consumers’ intentions to purchase electric vehicles, with their research appearing in Sustainability (Volume 13, Article 6778).
Liusito, Pandowo, and Tielung (2024) analyzed the influence of product reviews and consumer trust on electric vehicle purchase intentions specifically among consumers in Manado, publishing in Jurnal EMBA: Jurnal Riset Ekonomi, Manajemen, Bisnis dan Akuntansi (Volume 12, pages 912-923).
Miranda and Delgado (2020) identified the key determinants of electric car purchase intention among Portuguese consumers, contributing a chapter to the Emerald Publishing Limited series Developments in Corporate Governance and Responsibility (pages 161-172).
Odriozola-Fernández and Berbegal-Mirabent (2020) conducted a multiple case study within the automotive sector examining how open innovation strategies affect business models, publishing in the International Journal of Intellectual Property Management (Volume 10, pages 180-198).
Ramesh and Balachander (2024) developed a hybrid approach for optimizing hybrid renewable energy systems integrated with electric vehicles, publishing their technical solution in the Journal of Energy Storage (Volume 89, Article 111655).
Reinhardt and colleagues (2020) proposed a conceptual framework of sustainable business model archetypes specifically for the electric vehicle battery second-use industry, publishing in the Journal of Cleaner Production (Volume 254, Article 119994).
Riptiono (2022) examined how consumption values, environmental concerns, and consumer attitudes affect purchase intentions for electric cars, publishing in Jurnal Aplikasi Bisnis dan Manajemen (Volume 8, pages 23-32).
Shi and colleagues (2020) explored the integration of renewable energy sources with electric vehicles in vehicle-to-grid (V2G) networks using adjustable robust optimization, publishing in Renewable Energy (Volume 153, pages 1067-1080).
Sobiech-Grabka, Stankowska, and Jerzak (2022) compared personal attitudes against economic arguments as determinants of electric car purchase intention among Polish consumers, publishing in Energies (Volume 15, Article 3078).
Topolšek and colleagues (2020) identified factors that influence consumer purchase intentions specifically for autonomous cars, publishing their research in Sustainability (Volume 12, Article 10303).
Trivedi and Kishore (2020) investigated factors influencing consumers’ purchase intentions for electric cars from an emerging market perspective, publishing in the International Journal of Economics and Business Research (Volume 20, pages 117-137).
Tupe, Kishore, and Johnvieira (2020) studied consumer perceptions of electric vehicles within the Indian market, publishing their findings in the European Journal of Molecular & Clinical Medicine (Volume 7, pages 4861-4869).
Xie, An, and Yasir (2022) examined how innovative product characteristics influence consumers’ electric vehicle purchase intentions, with lifestyle factors serving as a moderating variable, publishing in Sustainability (Volume 14, page 4467).
Ye and colleagues (2021) conducted a paired data analysis of electric vehicle purchase intention configurations to answer why consumers choose to buy electric vehicles, publishing in Transportation Research Part A: Policy and Practice (Volume 147, pages 14-27).
Yeğin and Ikram (2022) expanded the theory of planned behavior to analyze consumers’ electric vehicle purchase intentions, publishing their extended framework in Sustainability (Volume 14, Article 12091).
Zhang and colleagues (2022) adopted an information perspective to understand how consumers’ perceptions of electric vehicles shape their adoption intentions, publishing in Transportation Research Part D: Transport and Environment (Volume 102, Article 103157).
Ziegler and Abdelkafi (2023) explored the automotive industry transition by examining both technological changes and business model evolution, publishing in the Journal of Cleaner Production (Volume 421, Article 138562).