Industry landscapes
Industry report

Funding and advertised pay are reported in USD; filed accounts retain their stated source currency and basis.

Exchange-rate basis

Indicative conversions use ECB reference rates dated 2026-09-14, applied consistently across all periods. They are not historical exchange rates. Indian rupees may use crore (1 crore = 10 million); other currencies use K, M and B. CSV downloads, source documents and quoted news headlines retain their original currencies.

THE THE NETHERLANDS EDITION 2026

the Netherlands’s
auto industry,
in focus.

The companies, capital and talent shaping auto in the Netherlands. Find the leaders. Understand the segments. See where the activity is.

Snapshot: Funding in USD
Illustrated cover for Auto Industry Landscape of the Netherlands
NL
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

Auto illustration
MEET THE COMPANIES

Explore the Netherlands’s auto leaders

24 featured companies from the funding, hiring, revenue and team-size leaderboards.

Expand panel +
Auto company highlights in the Netherlands, snapshot 31 August 2026
Company
CarNextcarnext.com$474.77M615
Accell Groupaccell-group.com$393.87M3,500
Kendrionkendrion.com$150M2,652
Omneticomnetic.com$107.44M
Veliovelio.com$45M
Eccasion$3.75M
NPROXXnproxx.com$2.86M
Fierfier.net$2.44M
XPELxpel.dk11 roles
Dr. Jekill & Mr. Hydejekillandhyde.com3 roles55
Lemmens Metaalbewerkinglemmensmetaalbewerking.nl3 roles5
PCS Petrochemie Contracting and Servicespcs-pro.nl3 roles41
Burgers Carrosserieburgersgroup.com2 roles85
Inalfainalfa.com2 roles278
Molco Car Parts B.V.molco.nl2 roles56
art groupartooling.com2 roles
AutoTrackautotrack.nl34
Autoplaza Groepautoplazagroep.nl
Autowereldautowereld.nl2
DAF Trucksdaf.com
Ebuscoebusco.com959Financial figure available in RadarView in Radar
MGmgmotor.eu127
Omodaomoda.nl
Stellantisstellantis.com258,275Financial figure available in RadarView in Radar
24 featured companies

Locked revenue figures are available in Radar; the eight company financial previews stay the same throughout this page. A dash means the figure is outside these featured lists. Revenue years vary by company; the figures are not a like-for-like revenue comparison. Compare annual accounts ↗

Company discovery

Recorded evidence only

Explore the live startup set in Radar

No company example met every recorded classification, independence and public-profile gate in this snapshot. The live directory may have newer qualifying companies.

Explore classified startups in Radar ↗
THE KEY SIGNALS

Auto industry KPIs in the Netherlands

A few useful ratios bring the size of this ecosystem into perspective.

31 August 2026
Hiring participation5.3%

46 of 865 tracked companies have open roles.

Funding participation2.0%

17 of 865 tracked companies have a recorded round.

Top 3 funding share86.1%

Share of disclosed capital received by the three largest recorded recipients.

Median disclosed round$341.56K

Midpoint of 18 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 86.1% of disclosed capital, while 98.0% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How the Netherlands auto has grown

Recorded company formation and disclosed funding across the complete annual series shown.

Expand panel +
2016 — 2025

Disclosed funding by year

Sum of recorded funding rounds · USD

the Netherlands auto
$0$135.85M$271.69M$407.54M$543.39M2016: $602.79K20162017: $573.89K20172018: $020182019: $020192020: $731.71K20202021: $476.66M20212022: $1.54M20222023: $240.06K20232024: $110.55M20242025: $02025
View the numbers
Annual auto funding and company formation in the Netherlands
YearFunding (USD)FoundedRaising
2016$602.79K401
2017$573.89K433
2018$0370
2019$0300
2020$731.71K403
2021$476.66M302
2022$1.54M172
2023$240.06K121
2024$110.55M53
2025$000
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • CarNext40.1%
  • Accell Group33.3%
  • Kendrion12.7%
  • Other companies13.9%

Funding by stage

20 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel2 10.0%
Series A–B1 5.0%
Series C+ / PE3 15.0%
Grants, debt & other14 70.0%

Recent recorded rounds

Latest recorded rounds · USD
2 rounds

Swipe or scroll horizontally to browse.

Series A04/2026
Eccasion $3.75M

Backed by Playfair Capital and Rethink Ventures.

Largest and notable recorded rounds

Each card is one recorded round
5 cards

Swipe or scroll horizontally to browse.

Series C07/2001
Veliovelio.com$45M

Backed by Redpoint Ventures and Sequoia Capital and others.

Series A04/2026
Eccasion$3.75M

Backed by Playfair Capital and Rethink Ventures.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

Expand panel +

Annual accounts availability

No reviewed exact national-ID connector has yet been qualified for Netherlands; this is a checked implementation boundary, not evidence that filings are absent.; No reviewed exact national-ID connector has yet been qualified for Netherlands; this is a checked implementation boundary, not evidence that filings are absent.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

How the the Netherlands companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.

Busiest websites

18 of the 865 companies on this page carry a measured traffic record (2.1%); these are the largest of those, by monthly visits. The median among them is 220,891 visits.

Visits and authority are third-party web estimates, not company-reported figures.

Most-installed apps

41 of these companies (4.7%) publish at least one Android app — 57 apps in all, carrying 4M installs between them.

AppInstallsRatingStore category
Finnik Kenteken OpzoekenFinnik1.7M5Auto & Vehicles
AutoTrack: Tweedehands & NieuwAutoTrack815.5KAuto & Vehicles
MG i-SMARTMG507.3K1.3Entertainment
AutoTrader.nl: Used Carseuropean auto trader218.1KLifestyle
viaBOVAG.nl: Auto kopenviaBOVAG130.1KAuto & Vehicles
Kenteken CheckVehicle Expert122KBooks & Reference
Stellantis AuthenticatorStellantis102.1K3.3Business
DAF Truck NavigationDAF Trucks86.5KAuto & Vehicles
Van MosselVan Mossel64.7KAuto & Vehicles
GazelleGazelle56.6KLifestyle

Installs are lifetime totals to date at the June 2026 store reading — a measure of reach, not of people using an app today.

App reach by segment

The busiest app inside each of this page’s own segments, with the quarterly release trend behind it (2023Q2–2026Q2).

SegmentAppsInstallsLeading appRelease trend
Auto Retail & Aftersales363.2MFinnik Kenteken Opzoeken 1.7M
Auto E-Commerce & Content82.9MAutoTrack: Tweedehands & Nieuw 815.5K
Auto Brands11736.4KMG i-SMART 507.3K
Professional Consumer Services695.7KVan Mossel 64.7K
Bicycle Manufacturers265.6KGazelle 56.6K
Electric Vehicles344.7KBAQME 41.9K
B2B E-Commerce211.3KATC - Automotive Trade Center 8.5K
Car Rentals24.8KArval Mobility Link 4.7K

A company can carry several segment tags, so these rows overlap and should not be added together. Trend lines are zero-based and share one quarter grid, so a flat line is a quiet segment, not a missing one.

Release cadence by quarter

New apps published, beside apps whose most recent update landed in that quarter — the second bar is how much of the shelf is still being maintained.

2023Q2: 22023Q2: 12023Q22023Q4: 22023Q4: 12023Q42024Q1: 12024Q1: 02024Q12024Q2: 22024Q2: 02024Q22024Q4: 12024Q4: 12024Q42025Q2: 12025Q2: 02025Q22025Q3: 12025Q3: 32025Q32025Q4: 22025Q4: 42025Q4

Darker bars are new releases, lighter bars apps updated. 30 of 57 apps carry a release date. The series ends at 2025Q4, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The the Netherlands auto market map

Explore the segments behind the headline numbers.

Expand panel +

Where companies are building

Rank segments by scale, hiring or disclosed funding.

Consumer digital37
B2c e-commerce22
Enterprise tech22
Second hand goods21
Second hand cars e-commerce16
Online auto parts and accessories15
Marketplaces14
Green transport12
Off highway vehicles9

Companies can sit in several segments. Counts and funding overlap.

SEGMENT TO EXPLORE

Consumer digital

The largest measured segment in this report snapshot.

37companies
2.7%have hiring activity

1 companies hiring · $476.14M disclosed funding

Explore in Radar

How companies make money

Common revenue models; a company can use more than one.

E-commerce - product359
Physical commerce295
Fee-for-service294
Commission on transaction192
E-commerce - service96
Advertising64
Subscription54
Renting / leasing42
THE COMPANIES IN MOTION

Who is listing, hiring leaders, launching and winning work

Recorded corporate activity linked to companies in this landscape.

Expand panel +
Recent corporate headlines 10 dated reports
Mergers & acquisitionsebusco.com ↗

Ebusco has entered discussions with strategic parties over a potential sale of a controlling stake in its bus operations.

Mergers & acquisitionssmrpbv.com ↗

SamvardhanaMotherson Automotive Systems Group (SMRPBV) has today announced acquiring a majority stake in Turkey’s Plast Met Group.

Mergers & acquisitionsmartinsindustries.com ↗

Martins Industries has expanded its winter traction product lineup with the acquisition of tire stud brands Bruno Wessel and Road Grip.

Mergers & acquisitionsvdlgroep.com ↗

VDL Groep has acquired Dutch electronics engineering company Sintecs, a move that supports the group’s strategy to expand its capabilities in electronics, software and integrated systems.

Mergers & acquisitionsalttechnologies.com ↗

Gimv has reached agreement to sell its majority stake in ALT Technologies (“ALT”) to CCL Industries (“CCL”).

Funding roundscruden.com ↗

"Our strategic investment of £15m in Cruden comes at a time of urgent need for more homes in the Central Belt, supporting the company’s healthy development pipeline and its ongoing management transition."

Mergers & acquisitionseriks.com ↗

Baker McKenzie has advised ERIKS, a leading industrial component expert, on the acquisition of key businesses of the REIFF Group.

Mergers & acquisitionsvannicholas.com ↗

Dutch conglomerate Accell Group has sold the titanium frame brand Van Nicholas to Italian cargo brand Velo-ce.

Mergers & acquisitionsmagnatyres.com ↗

Magna Tyres Group (headquartered in the Netherlands) announces the acquisition of Telescope Tyres Group, a leading Australian tyre and service specialist with several branches in the New South Wales region.

Mergers & acquisitionsstellantis.com ↗

Through a strategic alliance, BBVA has acquired 50% of FCA Compañía Financiera (FCA CF), an Argentine company 100% of Stellantis that offers financing for retail customers and the network of dealers of Fiat, Jeep and RAM brands in the country.

Full recorded event mix

Top 10 categories among 1,213 recorded events in the 24-month window.

Leadership moves
496
Company announcements
282
Job creation
96
Earnings
86
Lawsuit
52
Contracts
39
Layoffs
38
Mergers & acquisitions
28
New products
26
Capital infusions
23
6 activity cards

Swipe or scroll horizontally to browse.

Leadership moves

79 tracked people moves

Stellantis ↗
Antonio Filosa

Appointment Chief Executive Officer

Stellantis ↗
Michael Orange

Appointment Head of U.S. sales

Stellantis ↗
Jeff Kommor

Retirement Previously Head of U.S. sales

DAF Trucks ↗
Russell Patmore

Appointment Director of marketing at DAF’s Eindhoven headquarters

DAF Trucks ↗
David Kiss

Appointment European Sales Director

DAF Trucks ↗
James Stewart

Appointment Truck sales director for the UK & Ireland

MG ↗
Camille Caux

Appointment Director of the After-Sales department

Ebusco ↗
Mr. Hou Fei

Appointment Chief Operating Officer

Product launches

Products, platforms and features in the recorded window

Stellantis ↗
Artificial Intelligence Platform (AIP)

AI Platform

Stellantis ↗
diesel engine

Diesel engine

Contract wins

11 recorded customer wins

Stellantis ↗

Customer: kunikoEquity investment

Stellantis ↗

Customer: Saudi Arabia\'s Ministry of Investment and National Industrial Development CenterAutomotive

VDL Groep ↗

Customer: toyota motor europe

Ebusco ↗

Customer: European clientEnergy

DAF Trucks ↗

Customer: pc logistics

TIP ↗

Customer: db schenkerLogistics

Workforce actions

2 companies with reported reductions

Stellantis ↗

40.0% rolesvoluntary departure plan

Ebusco ↗

102 rolescost reduction

Regulatory events

17 recorded events

Stellantis ↗

approved employment regulation agreement

Stellantis ↗

left Tesla’s regulatory poolEuropean Union

Stellantis ↗

potential sanction

Stellantis ↗

fined for fuel economy violationsU.S. Department of Transportation

Litigation

30 tracked suits

Company
stellantis v ZF Chassis Modules Inc

payment dispute over partsCivil · Ongoing

Company
ZF Foxconn Chassis Modules v stellantis

Supplier payment disputeCivil · Ongoing

Earnings pulse

Reported company results in the recorded window.

6companies
94period observations
-13.3%median reported growth

Median across 78 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

Company-linked deal reports; status is preserved as recorded.

Acquirer → targetStatusDateValue / context
NaEbusco ↗Announced2026-05-04Not stated in snapshot
StellantisleapmotorCompleted2026-04-30Not stated in snapshot
SMRPBVplast met groupAnnounced2026-04-15Not stated in snapshot
StellantissymbioAnnounced2026-04-15Not stated in snapshot
Martins IndustriesBruno Wessel and Road GripCompleted2026-03-11Not stated in snapshot
StellantisGAC-StellantisAnnounced2026-03-01Not stated in snapshot

A discussion or rumour is not a completed transaction. An unstated value is not zero.

PEOPLE & OPPORTUNITY

The talent market

26 postings in the preceding 12 months. The full 357-posting snapshot covers 232 employers.

Expand panel +

Most advertised job titles

Automation Engineer31
Test Automation Engineer21
Eerste Autotechnicus17
Eerste Automonteur15
Autocad Tekenaar10
Project Engineer Automation7
0 internship postings

0 tracked postings mention remote work.

The seniority mix

44 postings specify a level.

unspecified
313
senior
19
entry
10
manager
10
lead
3
intern
2
ADVERTISED PAY$48.0K/ year

Median across 101 postings with pay data, expressed in USD.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

101 founders and chief executives across 101 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

3 profiles with education records.

University of Cambridge
1
INSEAD
1
IMD Business School
1
HEC Paris
1
University of Groningen
1

Prior employers

0 profiles with prior-work records.

Profiles cover recorded founders and leaders; contact details remain in Radar.

NEWS INTELLIGENCE

How this industry appears in the news

34,219 articles in the measured 12-month window.

Expand panel +
34,219articles in the measured year
9,430articles in 2026Q1
76.5%positive tone in the latest complete year

News volume trends

Auto coverage across Netherlands · articles per complete quarter

03,8597,71811,57615,4352021Q2: 5,7662021Q22021Q3: 5,9072021Q4: 5,6192022Q1: 5,8302022Q2: 6,4902022Q22022Q3: 5,9872022Q4: 6,5782023Q1: 6,3462023Q2: 7,2332023Q22023Q3: 6,5762023Q4: 6,5432024Q1: 7,0952024Q2: 7,5892024Q22024Q3: 8,3362024Q4: 7,4132025Q1: 13,4222025Q2: 7,4772025Q22025Q3: 7,5852025Q4: 9,3572026Q1: 9,4302026Q1
View quarterly article counts
QuarterArticles
2021Q25,766
2021Q35,907
2021Q45,619
2022Q15,830
2022Q26,490
2022Q35,987
2022Q46,578
2023Q16,346
2023Q27,233
2023Q36,576
2023Q46,543
2024Q17,095
2024Q27,589
2024Q38,336
2024Q47,413
2025Q113,422
2025Q27,477
2025Q37,585
2025Q49,357
2026Q19,430

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
12,706 positive · 279 neutral · 5,723 negative
2022
17,824 positive · 371 neutral · 6,658 negative
2023
19,254 positive · 383 neutral · 7,037 negative
2024
21,823 positive · 370 neutral · 8,219 negative
2025
28,911 positive · 343 neutral · 8,544 negative

Leading coverage topics

Auto coverage across Netherlands · ranked by full-period article count.

New Product Launches And Innovations2,626 articles in the full recorded period
664 recent · 553 prior
Strategic Partnerships And Collaborations2,453 articles in the full recorded period
638 recent · 550 prior
International Sports Competitions2,122 articles in the full recorded period
387 recent · 476 prior
International Political Relations2,121 articles in the full recorded period
964 recent · 348 prior
Technology Adoption And Digital Transformation1,983 articles in the full recorded period
500 recent · 405 prior
Formula One Championships1,336 articles in the full recorded period
515 recent · 294 prior
Security And Defense Policies1,302 articles in the full recorded period
764 recent · 125 prior
Sustainability Initiatives And Esg Reporting1,245 articles in the full recorded period
252 recent · 295 prior
Executive Leadership Changes And Appointments1,089 articles in the full recorded period
235 recent · 295 prior
Corporate Social Responsibility (Csr) Programs1,088 articles in the full recorded period
212 recent · 248 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

Auto coverage across Netherlands

KeywordRecentPriorChange
f1 world championship37023458%
f1 championship32720262%
f1 grand prix27917460%
financial control software24217042%
financial reporting tools18011557%
geopolitical alliances17221719%
multilateral diplomacy12719568%
stock performance11729303%
warehouse management software1127647%
erp consolidation1057344%
intuitive painting6153-96%
non-representational art7122-94%
international courts56103-46%
gender critique art2101-98%
process-oriented artworks487-95%

Event and signal lenses

Auto coverage across Netherlands

All complete annual cohorts shown
Rising

Regulatory Risk

34,031 classified articles

raw rock production, garage rock resurgence, back-to-basics rock

36.8% critical · 43.7% positive
Rising

Funding Momentum

9,739 classified articles

avant-garde rock, conceptual rock albums, complex rock narratives

31.6% critical · 59.4% positive
Rising

Growth

11,143 classified articles

financial accounting software, charging corridor development, dc fast-charging deployment

27.8% critical · 61.5% positive

Auto coverage across Netherlands. Topic labels describe recorded classifications and can include broad context.

RESEARCH SIGNALS

What Auto research is working on

53,340 papers in the recorded worldwide scope.

Expand panel +
53,340papers
53,340worldwide comparison pool
India-affiliated papers

Research orientation

Descriptive
15,643
Problem-identifying
14,600
Promising
11,208
Breakthrough
7,618
Comparative
1,800
Cautionary
1,545
Critical
926

Contribution mix

Empirical
31,760
Methods-led
13,687
Theoretical
3,402
Reviews
2,386
Position pieces
2,105

Tone counts: 45,828 positive · 3,083 neutral · 4,429 negative.

Common problems researchers identify
15,526 papers · 29.1% of this field
  • Humanities3,689 papers
  • Philosophy2,109 papers
  • Order945 papers
  • Persona530 papers
  • Population496 papers
  • Subject417 papers
  • Government336 papers
  • Limiting241 papers

Landmark: A Survey of Autonomous Driving: <i>Common Practices and Emerging Technologies</i>

Cautions
1,545 papers · 2.9% of this field
  • Humanities180 papers
  • Philosophy100 papers
  • Transport engineering73 papers
  • Gynecology37 papers
  • Perception35 papers
  • Order31 papers
  • Adversarial system28 papers
  • Human–computer interaction28 papers

Landmark: Autonomous Vehicle Implementation Predictions: Implications for Transport Planning

Opportunities
18,826 papers · 35.3% of this field
  • Humanities1,220 papers
  • Trajectory1,158 papers
  • Reinforcement learning986 papers
  • Control theory758 papers
  • Robustness738 papers
  • Philosophy702 papers
  • Perception698 papers
  • Object detection634 papers

Landmark: Are we ready for autonomous driving? The KITTI vision benchmark suite

Leading institutions

Karlsruhe Institute of Technology
16,859
Toyota Motor Corporation
15,309
University of Oxford
14,858
University of Bern
14,127
University of Birmingham
13,870
University of Amsterdam
13,778

Leading researchers

Andreas Geiger
17,893
P Lenz
14,099
R. Urtasun
14,099
Susan Mallett
13,903
Penny Whiting
13,697
Anne W.S. Rutjes
13,616
Marie E. Westwood
13,616
Jonathan J. Deeks
13,616

Highly cited breakthrough-labelled papers

  • Are we ready for autonomous driving? The KITTI vision benchmark suite14,099 citations
  • ADASYN: Adaptive synthetic sampling approach for imbalanced learning4,310 citations
  • Multi-view 3D Object Detection Network for Autonomous Driving3,350 citations
  • End to End Learning for Self-Driving Cars3,101 citations
  • Scalability in Perception for Autonomous Driving: Waymo Open Dataset2,877 citations

Common problems researchers identify

13,905 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Social Identity and Power IssuesCommon problems researchers identify · 01

Social Identity and Power Issues

1,059 papers

17.6% of this theme group

Examines gender, equality, and humanitarian representations affecting marginalized groups.

Humanities (304) · Identity (55) · Power (59) · Latin Americans (42)

Nuevas miradas sobre género e igualdad. Enfoques interdisciplinares.

Imagens e discursos em campanhas humanitárias: Análise crítica das representações das populações afetadas

Healthcare Delivery ChallengesCommon problems researchers identify · 02

Healthcare Delivery Challenges

975 papers

16.2% of this theme group

Focuses on nursing, gynecology, and infection prevention in clinical settings.

Nursing care (60) · Gynecology (47) · Coronavirus disease 2019 (66) · MEDLINE (45)

AVALIAÇÃO DO PERFIL E DA ACEITABILIDADE DE INTERVENÇÕES FARMACÊUTICAS EM PESSOAS IDOSAS HOSPITALIZADAS

Prevenção de infeções associadas aos cateteres venosos periféricos: um olhar sobre as intervenções de estudantes de Mestrado em enfermagem à

Data Governance and Policy GapsCommon problems researchers identify · 03

Data Governance and Policy Gaps

876 papers

14.6% of this theme group

Analyzes legal and technical measures for personal data in public administration.

Order (161) · Cadastre (51) · Government (54) · Public policy (32)

Auditoria a sistemas de informação e tecnologias aplicadas

Tratamento de Dados Pessoais em Operações de M&A: um estudo sobre as bases legais aplicáveis e as medidas técnicas e administrativas ado

Ethical and Educational ConcernsCommon problems researchers identify · 04

Ethical and Educational Concerns

862 papers

14.4% of this theme group

Discusses philosophical, legal, and pedagogical issues for vulnerable populations.

Philosophy (704) · Humanities (799) · Persona (24) · Derecho (10)

Educação para pessoas privadas de liberdade

O USO DAS TECNOLOGIAS EDUCACIONAIS PELO ENFERMEIRO APLICADAS AOS CUIDADOS PARA PESSOAS QUE REALIZAM HEMODIÁLISE: REVISÃO DE LITERATURA

Environmental Monitoring ShortcomingsCommon problems researchers identify · 05

Environmental Monitoring Shortcomings

825 papers

13.8% of this theme group

Investigates rural cadastral systems and land‑cover changes in protected areas.

Humanities (150) · Horticulture (14) · Statistical analysis (26) · Amazon rainforest (14)

CONSIDERAÇÕES SOBRE O CADASTRO AMBIENTAL RURAL E SUA IMPLEMENTAÇÃO

ANÁLISE ESPACIAL E TEMPORAL DAS TRANSFORMAÇÕES NA COBERTURA DA TERRA EM ÁREAS DE PROTEÇÃO AMBIENTAL NO ESTADO DE ALAGOAS POR MEIO DE GEOTECN

Curriculum and Inclusion BarriersCommon problems researchers identify · 06

Curriculum and Inclusion Barriers

749 papers

12.5% of this theme group

Looks at qualitative training methods and inclusive teaching practices.

Humanities (161) · Qualitative research (46) · Initial training (27) · Curriculum (16)

INOVAÇÃO PEDAGÓGICA MEDIADAS POR TECNOLOGIAS: CAMINHOS PARA UMA EDUCAÇÃO ATIVA

PRÁTICAS PEDAGÓGICAS INCLUSIVAS MEDIADAS POR LIBRAS: EXPERIÊNCIAS E DESAFIOS NO ENSINO FUNDAMENTAL

Security and Human‑Machine Interaction RisksCommon problems researchers identify · 07

Security and Human‑Machine Interaction Risks

654 papers

10.9% of this theme group

Reviews safety planning and policy guidance for autonomous vehicle technologies.

Computer security (83) · Transport engineering (51) · Human–computer interaction (56) · Automotive industry (40)

Planning and Decision-Making for Autonomous Vehicles

Autonomous Vehicle Technology: A Guide for Policymakers

Cautions

1,384 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Medical Treatment Complication AlertsCautions · 01

Medical Treatment Complication Alerts

274 papers

19.8% of this theme group

Highlights pressure injuries and medication issues among hospitalized elderly.

Gynecology (35) · CADASIL (16) · Leukoencephalopathy (12) · Internal medicine (12)

Análise da presença de lesão por pressão em pacientes hospitalizados e as principais comorbidades associadas

PERFIL MEDICAMENTOSO E PROBLEMAS RELACIONADOS À FARMACOTERAPIA EM PESSOAS IDOSAS HOSPITALIZADAS

Autonomous Mobility Risk PerceptionsCautions · 02

Autonomous Mobility Risk Perceptions

270 papers

19.5% of this theme group

Explores societal, environmental, and safety concerns surrounding driverless transport.

Transport engineering (67) · Human–computer interaction (24) · Automotive engineering (20) · Aeronautics (19)

AUTONOMOUS VEHICLES - WHAT COULD THIS MEAN FOR THE FUTURE OF TRANSPORT?

Autonomous Vehicles as Public Transport: Perceptions of Risks and Opportunities for Mobility, the Environment, and Society

Educational Vulnerability and EngagementCautions · 03

Educational Vulnerability and Engagement

187 papers

13.5% of this theme group

Addresses substance use, identity, and strategies to boost student participation.

Humanities (106) · Philosophy (75) · Identity (4) · Higher education (4)

Levantamento sobre uso de álcool e outras drogas e vulnerabilidades relacionadas de estudantes de escolas públicas participantes do programa

ADAPTAÇÕES E ESTRATÉGIAS BASEADAS EM EVIDÊNCIAS PARA AUMENTAR A INTERAÇÃO E O ENGAJAMENTO DE ALUNOS COM TEA NAS AULAS DE EDUCAÇÃO FÍSICA

Adversarial Robustness in PerceptionCautions · 04

Adversarial Robustness in Perception

171 papers

12.4% of this theme group

Analyzes attacks on trajectory prediction and defenses for autonomous driving.

Adversarial system (22) · Lidar (15) · Object detection (13) · Robustness (17)

On Adversarial Robustness of Trajectory Prediction for Autonomous Vehicles

Revisiting Adversarial Perception Attacks and Defense Methods on Autonomous Driving Systems

Construction Material Testing LimitsCautions · 05

Construction Material Testing Limits

171 papers

12.4% of this theme group

Evaluates numerical simulations and imaging techniques for structural integrity.

Cadastre (10) · Materials testing (6) · Geology (8) · Statistical analysis (8)

Método para simulação numérica de paredes divisórias em alvenaria afetadas pelas flechas de estruturas de betão armado

Avaliação da porosidade e colmatação de camadas filtrantes via tomografia computadorizada de raios X e fluidodinâmica computacional

Plant Growth under Stress ConditionsCautions · 06

Plant Growth under Stress Conditions

165 papers

11.9% of this theme group

Studies biomass accumulation and microbial effects on saline irrigation.

Horticulture (23) · Microbiology (6) · Botany (5) · Bacteria (5)

Acumulação de biomassa e extração de nutrientes por plantas de feijão-de-corda irrigadas com água salina em diferentes estádios de desenvolv

Feijão caupi inoculado com bactérias associadas à adubação nitrogenada no metabolismo e crescimento da planta.

Regulatory Uncertainty and DisclosureCautions · 07

Regulatory Uncertainty and Disclosure

146 papers

10.5% of this theme group

Investigates political‑economic volatility and mandatory versus voluntary reporting.

Order (15) · Government (10) · Investment (6) · Legislation (6)

INCERTEZA POLÍTICO-ECONÔMICA, AGRESSIVIDADE TRIBUTÁRIA E O EFEITO MODERADOR DO MERCADO DE CRÉDITO NAS EMPRESAS DE CAPITAL ABERTO LISTADAS NA

Informação obrigatória e voluntaria dos intangíveis: nível de divulgação e seus determinantes para as empresas cotadas portuguesas

Opportunities

16,625 papers · 7 recurring themes
7 cards

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Safety and Security Requirement MethodsOpportunities · 01

Safety and Security Requirement Methods

1,592 papers

26.5% of this theme group

Develops systematic approaches to identify safety and security needs for autonomous driving.

Human–computer interaction (176) · Transport engineering (139) · Computer security (91) · Automotive engineering (110)

Systematic Method for Identifying Safety and Security Requirements in Autonomous Driving: Case Study of Autonomous Intersection System

Exploring User Acceptance of Autonomous Vehicles: Impact of Driver and Vehicle Styles

3D Perception and Object DetectionOpportunities · 02

3D Perception and Object Detection

1,072 papers

17.9% of this theme group

Advances lidar‑based scene analysis and neural networks for driver assistance.

Object detection (228) · Object (139) · Lidar (149) · Point cloud (88)

Road Scene Content Analysis for Driver Assistance and Autonomous Driving

Enhancing Safety Perception in Autonomous Driving Systems Through 3D Object Detection and Neural Network Regression

Predictive Control for Motion PlanningOpportunities · 03

Predictive Control for Motion Planning

807 papers

13.4% of this theme group

Creates dynamic trajectory and obstacle‑avoidance solutions using model predictive control.

Trajectory (296) · Control theory (245) · Motion planning (167) · Model predictive control (105)

Dynamic Trajectory Planning and Tracking for Autonomous Vehicle With Obstacle Avoidance Based on Model Predictive Control

Dynamic Trajectory Planning for Vehicle Autonomous Driving

Qualitative Evaluation in Virtual LearningOpportunities · 04

Qualitative Evaluation in Virtual Learning

800 papers

13.3% of this theme group

Explores assessment tools and equity‑focused experiences in online education.

Humanities (314) · Philosophy (216) · Qualitative research (30) · Order (42)

REFLEXÕES SOBRE A EFETIVIDADE DE FERRAMENTAS DE AVALIAÇÃO DA APRENDIZAGEM EMPREGADAS EM AMBIENTES VIRTUAIS DE APRENDIZAGEM: UM ESTUDO DE CAS

PET-Saúde/Equidade: Contribuições das Experiências Compartilhadas para a Formação Acadêmica e Profissional

Multimodal Biomedical and Material ResearchOpportunities · 05

Multimodal Biomedical and Material Research

699 papers

11.7% of this theme group

Combines molecular analysis with novel catalysts for diagnostic and therapeutic advances.

Horticulture (37) · CADASIL (34) · Traditional medicine (24) · Leukoencephalopathy (23)

ANÁLISE MULTIMODAL E CARACTERIZAÇÃO MOLECULAR DE LESÕES PIGMENTADAS CUTÂNEAS BENIGNAS: AVANÇOS EM DIAGNÓSTICO DIFERENCIAL E IMPLICAÇÕES PARA

SINTESIS YTTRIUM DOPED ZnO DENGAN CAPPING AGENT KIMIA DAN \nBIOLOGI UNTUK PENINGKATAN EFISIENSI FOTOKATALITIK \nDEGRADASI ANTIBIOT

Cadastral Data Integration for SustainabilityOpportunities · 06

Cadastral Data Integration for Sustainability

686 papers

11.4% of this theme group

Applies BIM and 3D mapping to simulate weather impacts and building energy use.

Cadastre (79) · Cartography (16) · Statistical analysis (18) · Humanities (54)

BIM, 3D Cadastral Data and AI for Weather Conditions Simulation and Energy Consumption Monitoring

TECNOLOGIAS E INOVAÇÕES APLICADAS ÀS FASES DE ACABAMENTO EM EDIFÍCIOS DE MÚLTIPLOS PAVIMENTOS

Reinforcement Learning for Driving DecisionsOpportunities · 07

Reinforcement Learning for Driving Decisions

344 papers

5.7% of this theme group

Implements deep reinforcement techniques to improve collision avoidance and behavior planning.

Reinforcement learning (312) · Reinforcement (63) · Action (24) · Human–computer interaction (37)

Deep-Reinforcement-Learning-Based Collision Avoidance of Autonomous Driving System for Vulnerable Road User Safety

An Integrated Framework of Lateral and Longitudinal Behavior Decision-Making for Autonomous Driving Using Reinforcement Learning

How this field compares with the research baseline

Orientation shares compared with 25,000 papers in the reference sample.

Research orientationThis fieldReference sample
Descriptive29.3%17.8%
Problem-identifying27.4%9.7%
Promising21.0%36.7%
Breakthrough14.3%26.5%
Comparative3.4%3.8%
Cautionary2.9%4.7%
Critical1.7%1.0%

Concerns receiving less research attention

Counts and shares refer to the stated research pool. A low count describes how much of that research is recorded here, not the absence of a real-world concern.

Concern / example paperPapersShareRaised as a problemWorldwide share
Privacy & surveillanceThe social dilemma of autonomous vehicles1960.42%76 (38.8%)0.42%
Safety & misuseNO Need to Worry about Adversarial Examples in Object Detection in Autonomous Vehicles1460.31%38 (26.0%)0.31%
Bias & fairnessPersonal data, exploitative contracts, and algorithmic fairness: autonomous vehicles meet the internet of things160.03%7 (43.8%)0.03%
Energy & datacenter footprintA Survey on Approximate Edge AI for Energy Efficient Autonomous Driving Services80.02%0 (0.0%)0.02%
Concentration of compute powerTransport Policy Optimization with Autonomous Vehicles50.01%3 (60.0%)0.01%
Water useEnhanced AEC Qualification of 5nm AI Processor with Liquid Cooling for Level 4 Autonomous Driving10.0%1 (100.0%)0.0%
Labour & data workO sofrimento feminino na pandemia de COVID-19: como vulnerabilidades das mulheres foram reforçadas na crise sanitária10.0%1 (100.0%)0.0%
Carbon & emissions of compute00.0%0 (%)0.0%
Hardware, e-waste & supply chain00.0%0 (%)0.0%

Institution and researcher rankings use citations to their covered work. Research scope: worldwide. This may be broader than the company geography.

GEOGRAPHIC FOOTPRINT

Where companies are based

Company counts, hiring and disclosed funding across the recorded hubs.

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UNDERSTAND THE LANDSCAPE

Auto in the Netherlands: key questions

Clear definitions for making better comparisons.

What does this landscape measure?

It measures the tracked company ecosystem, recorded funding, hiring and other available evidence. It is not a market-size estimate.

Can segment counts be added together?

No. A company can belong to several segments, so segment counts and funding can overlap.

What does a missing figure mean?

A dash or unavailable panel means the current reviewed source snapshot does not support that figure.

Company ecosystem snapshot: 31 August 2026. Funding is recorded in USD; filed accounts retain their stated currency and reporting basis. Each section identifies its own coverage. The news and research behind these sections is explorable in Prism.

Canonical landscape ↗
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