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 AUSTRALIA EDITION 2026

Australia’s
auto industry,
in focus.

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

Snapshot: Funding in USD
Illustrated cover for Auto Industry Landscape of Australia
AU
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

Auto illustration
MEET THE COMPANIES

Explore Australia’s auto leaders

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

Expand panel +
Auto company highlights in Australia, snapshot 6 August 2026
Company
IronPlanetironplanet.com.au$139.63M525
Carbon Revolutioncarbonrev.com$126.39M430
Crick Auto Groupcricks.com.au$97.5M
AMA Groupamagroupltd.com$94.7M3,500
Carmacarma.com.au$80M91Financial figure available in RadarView in Radar
H2X Globalh2xglobal.com$57M50
RPM Grouprpmgroup.net.au$13.1M17
Drivadriva.com.au$9M56
Freeway Fordfreewayford.com.au3 roles
Mobile Tyre Shopmobiletyreshop.com.au3 roles
Sunshine Fordsunshineford.com.au3 roles
Auto Oneautoone.com.au2 roles
DingGodinggo.com.au2 roles8
EuroFloateurofloat.com.au2 roles
Haltechhaltech.com2 roles50
MotorCycle Holdingsmcholdings.com.au2 roles800
AfricarGroupafricargroup.com
Amotivamotiv.comFinancial figure available in RadarView in Radar
AutoPacific Groupautopacificgroup.com600
Bapcorbapcor.com.au5,000Financial figure available in RadarView in Radar
Carsalescarsales.com.au1,200
Eagers Automotiveeagersautomotive.com.au7,738Financial figure available in RadarView in Radar
MTU Detroit Diesel Australiamtudda.com.au501
PWR provides world class cooling solutionspwr.com.au511Financial 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 Australia

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

6 August 2026
Hiring participation1.8%

36 of 1,996 tracked companies have open roles.

Funding participation1.4%

28 of 1,996 tracked companies have a recorded round.

Top 3 funding share55.8%

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

Median disclosed round$5.1M

Midpoint of 29 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 55.8% of disclosed capital, while 98.6% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Australia 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

Australia auto
$0$26.47M$52.93M$79.4M$105.87M2016: $21.5M20162017: $2.5M20172018: $55.7M20182019: $53.21M20192020: $36.55M20202021: $49.52M20212022: $72.99M20222023: $92.87M20232024: $020242025: $02025
View the numbers
Annual auto funding and company formation in Australia
YearFunding (USD)FoundedRaising
2016$21.5M553
2017$2.5M491
2018$55.7M622
2019$53.21M603
2020$36.55M494
2021$49.52M376
2022$72.99M635
2023$92.87M1013
2024$0760
2025$070
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • IronPlanet21.4%
  • Carbon Revolution19.4%
  • Crick Auto Group15.0%
  • Other companies44.2%

Funding by stage

41 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel15 36.6%
Series A–B10 24.4%
Series C+ / PE1 2.4%
Grants, debt & other15 36.6%

Recent recorded rounds

Latest recorded rounds · USD
0 rounds

Swipe or scroll horizontally to browse.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

Expand panel +

Annual accounts availability

The measured Australia identity-to-filing probe did not produce a qualifying designated legal or national-ID join: bare ticker overlaps lack a recorded ASX exchange designation and are not designated legal or national identifiers.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

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

Busiest websites

28 of the 1,996 companies on this page carry a measured traffic record (1.4%); these are the largest of those, by monthly visits. The median among them is 179,691 visits.

CompanyMonthly visitsAuthorityMobile
Carsalescarsales.com.au12,055,9427753.4%
Supercheap Autosupercheapauto.com.au5,207,4886472.5%
Carsguidecarsguide.com.au2,676,5276768.6%
CarExpertcarexpert.com.au1,713,2635464.9%
Picklespickles.com.au1,627,8855153.5%
Autobarnautobarn.com.au1,548,3464767.2%
99 Bikes99bikes.com.au1,217,5605269%
bikesales.com.aubikesales.com.au943,9584750.5%
NRMAmynrma.com.au690,6994764.7%
Mazdamazda.com.au439,6014957.7%

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

Most-installed apps

41 of these companies (2.1%) publish at least one Android app — 54 apps in all, carrying 6.3M installs between them.

AppInstallsRatingStore category
carsales AU: Cars MarketplaceCarsales3.6M4.3Auto & Vehicles
My NRMANRMA1.2M3.7Lifestyle
bikesales: Buy & sell bikesbikesales.com.au606.8K4.5Lifestyle
RAARAA334.9KLifestyle
PicklesLIVEPickles186.8KBusiness
ANCAP RESCUEANCAP Safety95.3K4.3Auto & Vehicles
CarSwapCarSwap85.5K3.1Shopping
Ryco FiltersRyco Filters37.4KProductivity
RedVision by REDARCREDARC Electronics25K3.6Lifestyle
AutoGuruAutoguru24.2KLifestyle

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 & Aftersales336.1Mcarsales AU: Cars Marketplace 3.6M
Auto E-Commerce & Content164.5Mbikesales: Buy & sell bikes 606.8K
Insurance Distribution2335.1KRAA 334.9K
Auto Components20132.9KRyco Filters 37.4K
B2B E-Commerce21.5KCarZapp 1.3K

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: 32023Q2: 02023Q22023Q3: 12023Q3: 02023Q32023Q4: 12023Q4: 22023Q42024Q1: 22024Q1: 22024Q12024Q2: 12024Q2: 02024Q22024Q4: 12024Q4: 12024Q42025Q1: 12025Q1: 12025Q12025Q4: 12025Q4: 52025Q4

Darker bars are new releases, lighter bars apps updated. 32 of 54 apps carry a release date. The series ends at 2025Q4, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The Australia 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 digital124
B2c e-commerce92
Second hand goods47
Online auto parts and accessories40
Enterprise tech35
Marketplaces32
Second hand cars e-commerce31
Fintech17
Automotive fintech14
Uber for auto services14
Nbfc lenders12
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.

124companies
5.6%have hiring activity

7 companies hiring · $33.14M disclosed funding

Explore in Radar

How companies make money

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

E-commerce - product846
Fee-for-service637
Physical commerce582
Commission on transaction498
E-commerce - service285
Advertising230
Subscription91
Sponsorship39
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 & acquisitionseagersautomotive.com.au ↗

Eagers Automotive agreed to acquire a 65% stake in CanadaOne Auto Group for around $700 million to expand further into Canada.

Funding roundscarbonrev.com ↗

Of such $7 million, $5 million was funded concurrently with the execution of the Sixth SPA Amendment in exchange for Series 2025-A2 Notes.

Mergers & acquisitionsafricargroup.com ↗

Africar Group Pty Ltd, owner of AUTO24.africa, has taken over Koto.ci, the leading online guide to new car prices in Côte d’Ivoire.

Mergers & acquisitionsbosch.com.au ↗

The global transaction, valued at $8 billion, represents Bosch's largest acquisition to date.

Mergers & acquisitionspeterstevens.com.au ↗

The Joe Rascal Group, led by James Tonna and Barry Fitzpatrick, will acquire three Victorian Harley Heaven stores and the Peter Stevens Ducati store in South Melbourne.

Mergers & acquisitionsmcholdings.com.au ↗

Motorcycle Holdings will acquire seven Peter Stevens and Harley Heaven stores across Australia, with the aim of maintaining the brands and building on its pre-existing reputation.

Mergers & acquisitionsgpi.com.au ↗

3M recently announced it has entered into an agreement to acquire the do-it-yourself and professional business of GPI Group.

Mergers & acquisitionsmotorone.com ↗

Pacific Equity Partners is considering a purchase of Australian automotive services provider WorldMark Pty. Ltd., which does business as MotorOne, from Quadrant Pvt. Equity Pty. Ltd., The Australian reported, citing DataRoom. Macquarie Capital and Miles Advisory are facilitating a roughly A$1 billion sale for MotorOne.

IPO activityh2xglobal.com ↗

Your board and I have selected the AIM market of the London Stock Exchange (LSE) for H2X’s IPO.

Mergers & acquisitionsamotiv.com ↗

FMR LLC has emerged as a substantial holder in AMOTIV LIMITED, acquiring a 5.02% stake with over 7 million votes attached to the common stock.

Full recorded event mix

Top 10 categories among 128 recorded events in the 24-month window.

Contracts
23
Earnings
21
Leadership moves
16
Mergers & acquisitions
16
Funding rounds
11
Company announcements
11
Layoffs
8
Board Updates
4
Capital infusions
3
IPO activity
3
7 activity cards

Swipe or scroll horizontally to browse.

IPO pipeline

2 companies with recorded IPO activity

Carma ↗

IPO · ASX1 reports

H2X Global ↗

IPO · LSE AIM2 reports

Leadership moves

7 tracked people moves

Phil Rivett

Promotion Chair of board risk committee

Alan Keir

Retirement Previously Chair of the board risk committee

Guy Bainbridge

Appointment Chair of the audit committee

Andrew Saliba

Appointment Operations Manager

Ben Roach

Appointment Product Manager

Dale Hadfield

Promotion Sales Manager

Product launches

Products, platforms and features in the recorded window

Koto.sn

New‑car price comparison platform

Koto.rw

New‑car price comparison platform

Contract wins

8 recorded customer wins

Sprintex ↗

Customer: Washnah

Sprintex ↗

Customer: Guangdong Baode Technology (BD Compressor)Industrial equipment

Bosch ↗

Customer: tata electronicsElectronics/ Semiconductor

Workforce actions

1 companies with reported reductions

Bosch ↗

5,550 rolesweak demand

Regulatory events

2 recorded events

fined for failing to lodge audited financial reportsAustralian Securities and Investments Commission

fined for non-lodgement of financial reportsASIC

Litigation

2 tracked suits

Company
Hagens Berman law firm of Seattle v general motors, robert bosch

defeat device emissions cheating in heavy-duty diesel trucksClass Action · Ongoing

Company
REYME v robert bosch

unfair competitionCivil · Verdict

Earnings pulse

Reported company results in the recorded window.

7companies
22period observations
1.9%median reported growth

Median across 17 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
Eagers AutomotiveCanadaOne Auto GroupAnnounced2026-01-27$700.0M
AfricarGroupKoto.ciAnnounced2026-01-12Not stated in snapshot
BoschJohnson Controls-Hitachi Air Conditioning India (JCHAI)Announced2025-08-05Not stated in snapshot
BoschJohnson Controls AC solutions division for residential and light commercial buildingsAnnounced2025-08-05$8.0B
The Joe Rascal GroupPeter Stevens Motorcycles ↗Announced2025-06-30Not stated in snapshot
MotorCycle HoldingsPeter Stevens and Harley Heaven storesAnnounced2025-06-30Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

1 postings in the preceding 12 months. The full 11-posting snapshot covers 10 employers.

Expand panel +

Most advertised job titles

Auto Electrician | Wa Iron Ore | 2/1 Fifo | Talent2
Sales Representative Automotive Aftermarket Division ( Perth, Wa)1
Senior Test Automation Specialist1
Automotive Technician (Mechanic) Chapel Hill1
Automation Engineer1
Qualified Automotive Technician1
0 internship postings

0 tracked postings mention remote work.

The seniority mix

1 postings specify a level.

unspecified
10
senior
1

Skills employers mention

Top skills across 11 tracked postings in the available jobs snapshot.

Engine Design
1
Cad Software
1
Vehicle Dynamics
1
Thermodynamics
1
Quality Control
1
Prototyping Techniques
1
Regulatory Compliance
1
Electrical Systems
1
Finite Element Analysis
1
Manufacturing Processes
1
THE PEOPLE BUILDING THE FIELD

Founders and leaders

158 founders and chief executives across 136 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

1 profiles with education records.

Prior employers

1 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

590,200 articles in the measured 12-month window.

Expand panel +
590,200articles in the measured year
113,363articles in 2026Q1
50.8%positive tone in the latest complete year

News volume trends

Auto coverage across Australia · articles per complete quarter

059,952119,904179,856239,8082021Q2: 97,8042021Q22021Q3: 112,2332021Q4: 97,4432022Q1: 111,0262022Q2: 106,5032022Q22022Q3: 113,1772022Q4: 166,3842023Q1: 188,0602023Q2: 120,1122023Q22023Q3: 141,1892023Q4: 128,9872024Q1: 123,4552024Q2: 135,0002024Q22024Q3: 135,3312024Q4: 146,9472025Q1: 173,0892025Q2: 113,3782025Q22025Q3: 208,5292025Q4: 100,0862026Q1: 113,3632026Q1
View quarterly article counts
QuarterArticles
2021Q297,804
2021Q3112,233
2021Q497,443
2022Q1111,026
2022Q2106,503
2022Q3113,177
2022Q4166,384
2023Q1188,060
2023Q2120,112
2023Q3141,189
2023Q4128,987
2024Q1123,455
2024Q2135,000
2024Q3135,331
2024Q4146,947
2025Q1173,089
2025Q2113,378
2025Q3208,529
2025Q4100,086
2026Q1113,363

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
194,714 positive · 36,187 neutral · 127,653 negative
2022
269,086 positive · 52,225 neutral · 174,829 negative
2023
331,421 positive · 64,899 neutral · 180,830 negative
2024
298,677 positive · 95,829 neutral · 145,388 negative
2025
302,050 positive · 145,697 neutral · 146,376 negative

Leading coverage topics

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

Geopolitical Disputes And Contested Areas300,205 articles in the full recorded period
95,855 recent · 75,212 prior
International And Transnational Geographic Entities300,195 articles in the full recorded period
95,858 recent · 75,213 prior
Administrative And Political Subdivisions300,142 articles in the full recorded period
95,845 recent · 75,197 prior
International Sports Competitions110,737 articles in the full recorded period
17,605 recent · 21,336 prior
Cricket Test Matches46,914 articles in the full recorded period
7,437 recent · 9,802 prior
Olympic Games Coverage43,487 articles in the full recorded period
4,875 recent · 9,019 prior
Sports Injury Reports38,308 articles in the full recorded period
5,899 recent · 5,589 prior
Championship Event Highlights37,344 articles in the full recorded period
6,984 recent · 6,836 prior
International Political Relations29,453 articles in the full recorded period
6,381 recent · 4,138 prior
Sports History And Legacy Stories25,827 articles in the full recorded period
4,214 recent · 4,891 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

Auto coverage across Australia

KeywordRecentPriorChange
countries3,7231,788108%
domestic robots2,259395692%
toy robots2,242278204%
startup news1,852518258%
ashes moments1,09670655%
angel investors951348173%
overseas study90363243%
ashes urn829364128%
ashes records787371112%
semester abroad75948756%
test cricket5,57010,674-48%
test innings4,2438,190-48%
5-day cricket3,4717,184-52%
odi cricket2,7255,705-52%
limited overs cricket2,6005,663-54%

Event and signal lenses

Auto coverage across Australia

All complete annual cohorts shown
Rising

Regulatory Risk

1,077,975 classified articles

territories, disputed islands, test cricket

27.2% critical · 19.0% positive
Rising

Funding Momentum

143,035 classified articles

test cricket, test innings, odi world cup

31.2% critical · 42.5% positive
Rising

Growth

170,219 classified articles

core inflation rate, inflation outlook, aflw premiership

31.6% critical · 46.9% positive

Auto coverage across Australia. 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 equity and representationCommon problems researchers identify · 01

Social equity and representation

1,059 papers

17.6% of this theme group

Researchers highlight gender, identity, and power issues in humanitarian and media portrayals.

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

Studies flag difficulties in nursing care, infection control, and medication acceptance for vulnerable patients.

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 policyCommon problems researchers identify · 03

Data governance and policy

876 papers

14.6% of this theme group

Works examine legal and technical gaps in personal data handling and public information systems.

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

Ethics and education in careCommon problems researchers identify · 04

Ethics and education in care

862 papers

14.4% of this theme group

Papers discuss philosophical and humanitarian concerns around education for incarcerated individuals and health professionals.

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 and land useCommon problems researchers identify · 05

Environmental monitoring and land use

825 papers

13.8% of this theme group

Research points to challenges in rural environmental registries and forest cover change analysis.

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

Inclusive pedagogy and curriculum designCommon problems researchers identify · 06

Inclusive pedagogy and curriculum design

749 papers

12.5% of this theme group

Authors raise issues about equitable teaching methods, technology integration, and language accessibility.

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 interaction in automotive systemsCommon problems researchers identify · 07

Security and interaction in automotive systems

654 papers

10.9% of this theme group

Studies identify safety, cybersecurity, and human‑computer interaction problems for 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 risk management concernsCautions · 01

Medical risk management concerns

274 papers

19.8% of this theme group

Cautionary work warns of pressure injuries and drug‑related complications in elderly care.

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 transport societal impactsCautions · 02

Autonomous transport societal impacts

270 papers

19.5% of this theme group

Researchers urge careful assessment of autonomous vehicle effects on mobility, environment, and public perception.

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

Student wellbeing and engagementCautions · 03

Student wellbeing and engagement

187 papers

13.5% of this theme group

Papers caution about substance use, vulnerability, and inclusive strategies for diverse learners.

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

Works highlight susceptibility of autonomous driving perception to adversarial attacks and the need for defenses.

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

Studies point out uncertainties in structural simulations and material porosity assessments.

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‑microbe interaction uncertaintiesCautions · 06

Plant‑microbe interaction uncertainties

165 papers

11.9% of this theme group

Research notes variability in biomass accumulation and bacterial effects on crop growth under stress.

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 and economic volatilityCautions · 07

Regulatory and economic volatility

146 papers

10.5% of this theme group

Analyses warn of policy instability and disclosure challenges affecting corporate investment and 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

Opportunities focus on systematic identification of safety and security needs for autonomous driving systems.

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

Research advances lidar‑based scene analysis and neural networks for improved autonomous vehicle perception.

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

Studies explore model‑predictive techniques to generate dynamic, obstacle‑aware vehicle trajectories.

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 insights into learning toolsOpportunities · 04

Qualitative insights into learning tools

800 papers

13.3% of this theme group

Papers examine effectiveness of virtual learning assessments and equity‑focused educational experiences.

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

Cross‑disciplinary material and health researchOpportunities · 05

Cross‑disciplinary material and health research

699 papers

11.7% of this theme group

Works combine horticulture, medicine, and nanomaterials to develop novel diagnostic and therapeutic approaches.

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

Spatial data integration for infrastructureOpportunities · 06

Spatial data integration for infrastructure

686 papers

11.4% of this theme group

Research leverages cadastral, BIM, and statistical methods to enhance building design and energy monitoring.

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 behaviorOpportunities · 07

Reinforcement learning for driving behavior

344 papers

5.7% of this theme group

Studies apply deep reinforcement techniques to improve collision avoidance and decision‑making in autonomous vehicles.

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%17.7%
Problem-identifying27.4%9.6%
Promising21.0%37.0%
Breakthrough14.3%26.3%
Comparative3.4%3.9%
Cautionary2.9%4.5%
Critical1.7%0.9%

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 Australia: 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: 6 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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