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 FRANCE EDITION 2026

France’s
auto industry,
in focus.

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

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

An industry ecosystem,
measured in context.

Auto illustration
MEET THE COMPANIES

Explore France’s auto leaders

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

Expand panel +
Auto company highlights in France, snapshot 7 August 2026
Company
ACCacc-emotion.com$6.08B—401$76.04MFYFY2023 filing
Verkorverkor.com$3.46B—143—
Optevengroup.opteven.com$132.5M———
Upwayupway.fr$120.94M———
Allopneusallopneus.com$63.48M—297—
Constelliumconstellium.com$38.77M—12,500Financial figure available in RadarView in Radar
Tiamattiamat-energy.com$34.29M—23—
Datafoliodatafolio.com$23.84M—23—
Faureciafaurecia.com—13 roles1,001Financial figure available in RadarView in Radar
OPmobilityopmobility.com—13 roles——
Dorman Productsdormanproducts.com—12 roles3,786—
AUTODISTRIBUTIONautodistribution.fr—11 roles5,500—
Profil Plusprofilplus.fr—11 roles——
Retail Renault Groupretail-renault-group.fr—11 roles——
Stellantisstellantisandyou.com—11 roles636—
utacutac.com—11 roles1,300—
Aramis Grouparamis.group——2,400Financial figure available in RadarView in Radar
Delfingendelfingen.com——51—
FORVIAforvia.com———$31.16BFYFY2024 filing
Hopiumhopium.com——85—
Michelinmichelin.com——112,800—
Mobiviamobivia.com——10,000—
PSA Groupgroupe-psa.com——258,275Financial figure available in RadarView in Radar
Renault Grouprenaultgroup.com——105,812Financial 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
THE KEY SIGNALS

Auto industry KPIs in France

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

7 August 2026
Hiring participation7.0%

109 of 1,566 tracked companies have open roles.

Funding participation4.9%

76 of 1,566 tracked companies have a recorded round.

Top 3 funding share95.2%

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

Median disclosed round$1.19M

Midpoint of 110 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 95.2% of disclosed capital, while 95.1% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How France 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

France auto
$0$1.76B$3.53B$5.29B$7.06B2016: $24.47M20162017: $7.47M20172018: $10.31M20182019: $13.68M20192020: $142.39M20202021: $1.38B20212022: $346.65M20222023: $1.7B20232024: $6.19B20242025: $61.08M2025
View the numbers
Annual auto funding and company formation in France
YearFunding (USD)FoundedRaising
2016$24.47M416
2017$7.47M506
2018$10.31M526
2019$13.68M516
2020$142.39M689
2021$1.38B6020
2022$346.65M4510
2023$1.7B4110
2024$6.19B164
2025$61.08M12
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • ACC59.9%
  • Verkor34.1%
  • Opteven1.3%
  • Other companies4.8%

Funding by stage

125 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel23 18.4%
Series A–B19 15.2%
Series C+ / PE7 5.6%
Grants, debt & other76 60.8%

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.

Series C09/2023
Verkorverkor.com$912.89M

Backed by Meridiam and Credit Agricole Assurances and others.

Series B06/2021
Verkorverkor.com$121.66M

Backed by Renault and Government of France and others.

Series B07/2022
Verkorverkor.com$61.19M

Participating investors were not recorded in this snapshot.

Series C09/2025
Upwayupway.fr$60M

Participating investors were not recorded in this snapshot.

Series B11/2023
Upwayupway.fr$30M

Backed by Korelya Capital and Sequoia Capital and others.

Series A04/2022
Upwayupway.fr$25.3M

Backed by Sequoia Capital and Exor and others.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

Annual accounts for reporting companies linked to this landscape, on like-for-like currency and reporting bases.

Expand panel +
EUR · millions · standalone

Display conversions use the dated reference rates above. Where a verified rate is unavailable, figures retain their source currency. Each reporting cohort keeps its currency and accounting basis separate.

FY2025 · company accounts; aggregate reporting threshold not met · 1 reporting entities from 10 eligible matches.

Revenue in covered accounts—

Sum of reporting-entity revenue; not France market sales.

Net profit / loss—

Combined result for the same cohort.

Aggregate net margin—

Combined net income ÷ combined revenue.

Median company revenue—

The middle covered reporting entity.

Profitable entities—

None of 1 covered entities.

Top-five concentration—

Share of covered revenue from the five largest entities.

Annual account trend

Reported cohort totals by year; coverage is stated for every period.

Bar height shows revenue. Changes in coverage can affect totals.

Profitability has two perspectives

FY2025 · 1 reporting entities

Open the company accounts

Up to eight fixed company previews show financial amounts. Search and sort the wider company list, then continue in Radar.

1 reporting entities
Continue your financial research in Radar

Explore full company accounts and filings.

View financials in Radar ↗
FRANCE · INDUSTRY COHORTS

How does auto compare?

Each pair uses the same year, currency and reporting basis. Cohort overlap is disclosed.

IndustryCovered / eligibleRevenue totalMedian revenueNet profit / lossAggregate marginProfitable shareOverlap

Available-account cohorts are not estimates of whole industries. Overlapping entities can occur in more than one cohort; do not add cohort totals.

Coverage, calculations & financial sources

Filed annual accounts for exact designated national identifiers. Every aggregate and peer pair uses one fiscal year, source currency and reporting basis; periods, coverage and overlap are explicit; 2026 partials are excluded.

The same up to eight reporting entities remain open across years, filters and sorts. Other company figures are available in Radar.

Source currencies and accounting bases stay separate. Missing accounts are excluded rather than treated as zero. Exact reporting periods appear on company previews. Annual totals can change with coverage and do not measure growth of a fixed company cohort.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

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

Busiest websites

55 of the 1,566 companies on this page carry a measured traffic record (3.5%); these are the largest of those, by monthly visits. The median among them is 215,212 visits.

CompanyMonthly visitsAuthorityMobile
La Centralelacentrale.fr10,594,1087067.3%
Michelinmichelin.com7,948,2888551.3%
L\'arguslargus.fr4,434,7036674.7%
Oscaro.comoscaro.com4,299,5277167.3%
Norautonorauto.fr3,860,1757369.7%
Renault Francerenault.fr2,181,6296563.6%
Feu Vertfeuvert.fr1,967,6715871.7%
Mister Automister-auto.com1,575,9226367.8%
Toyotatoyota.fr1,190,5876772.1%
Allopneusallopneus.com1,117,5375567.4%

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

Most-installed apps

56 of these companies (3.6%) publish at least one Android app — 78 apps in all, carrying 33.2M installs between them.

AppInstallsRatingStore category
Coyote: Alerts, GPS & trafficCOYOTE7M4.4Maps & Navigation
MYPEUGEOT APPPeugeot4.2M2.5Auto & Vehicles
Mister Auto - Car PartsMister Auto3.8M3.7Shopping
La Centrale : Voiture OccasionLa Centrale3.4M4.4Auto & Vehicles
My RenaultRenault France2.9M1.9Auto & Vehicles
Search for used cars to buyAnycar2.3M4Lifestyle
MyCitroënCitroen2.3M1.9Auto & Vehicles
Oscaro - Pièces autoOscaro.com1.9M—Auto & Vehicles
The MICHELIN GuideMichelin1.4M3Lifestyle
Mobilize Share – Car rentalMobilize832.7K3.7Travel & Local

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 (2023Q2–2026Q1).

SegmentAppsInstallsLeading appRelease trend
Auto Retail & Aftersales4720.3MCoyote: Alerts, GPS & traffic 7M
Auto E-Commerce & Content1911.5MMister Auto - Car Parts 3.8M
Auto Brands1610.6MMYPEUGEOT APP 4.2M
Road Transport Tech27MMotto - eBikes 1.9K
Auto Components101.5MThe MICHELIN Guide 1.4M
Insurance Distribution21.4MRoole Premium 813K
Electric Vehicles2834.5KMobilize Share – Car rental 832.7K
Auto Consulting Services2832.9KTrigo gastos 220

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.

2022Q4: 22022Q4: 32022Q42023Q2: 32023Q2: 12023Q22024Q1: 12024Q1: 02024Q12024Q2: 12024Q2: 12024Q22024Q3: 12024Q3: 32024Q32024Q4: 12024Q4: 02024Q42025Q4: 12025Q4: 42025Q42026Q1: 22026Q1: 132026Q1

Darker bars are new releases, lighter bars apps updated. 37 of 78 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The France 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 digital82
B2c e-commerce53
Enterprise tech32
Second hand goods30
Second hand cars e-commerce26
Online auto parts and accessories20
Green transport19
Marketplaces13
Automotive fintech11
Fintech11
Online new cars retail9
Deep tech8

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

SEGMENT TO EXPLORE

Consumer digital

The largest measured segment in this report snapshot.

82companies
11.0%have hiring activity

9 companies hiring · $298.44M disclosed funding

Explore in Radar

How companies make money

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

E-commerce - product695
Physical commerce637
Fee-for-service484
Commission on transaction360
E-commerce - service185
Advertising146
Subscription83
Renting / leasing43
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 & acquisitionsfaurecia.com ↗

Faurecia today announced that it has signed a Memorandum of Understanding to acquire the remaining 50 percent of its SAS joint venture from Continental for 225 million euros (Rs 1,760 crore).

Mergers & acquisitionsgroupe-psa.com ↗

The transaction values Opel/Vauxhall at 1.3 billion and GM Financial’s European operations at 0.9 billion euros.

Mergers & acquisitionsrenaultgroup.com ↗

FCA withdrawing the offer, FCA said that it 'remains firmly convinced of the compelling, transformational rationale of a proposal that has been widely appreciated since it was submitted...'

Mergers & acquisitionspeugeot-motocycles.com ↗

Munich, March 5, 2026 – Mutares SE & Co. KGaA (ISIN: DE000A2NB650) has received an irrevocable offer from the company’s current management team to buy Peugeot Motocycles (PMTC).

Mergers & acquisitionsutac.com ↗

UTAC completed a management-led buyout of USA Truck from DSV, returning the 1,800-truck carrier to private domestic control.

Mergers & acquisitionsmichelin.com ↗

Bridgepoint will sell its stake in Flexitallic, a global provider of sealing and joint integrity products, to tire manufacturing giant Michelin.

Mergers & acquisitionsflauraud.fr ↗

the acquisition of Flauraud by the German investment fund FairCap

Mergers & acquisitionsbugatti.com ↗

Mate Rimac, founder of Rimac Automobili and current CEO of Bugatti Rimac, expressed serious interest in buying out Porsche's 45 percent ownership stake in the French-born automaker, with Rimac reportedly offering $1.1 billion for Porsche's piece.

Mergers & acquisitionsalpinecars.com ↗

According to the publication, Horner is leading an investment consortium that is preparing a 763 million euro offer to acquire a majority stake in the French team.

Mergers & acquisitionsital-express.fr ↗

After several acquisitions targeted in recent years, the French group is now setting foot in Switzerland with the takeover of Ticino Ricambi, strengthening its logistical mesh and its ambition to become a pan-European player.

Full recorded event mix

Top 10 categories among 616 recorded events in the 24-month window.

Leadership moves
155
Earnings
127
Company announcements
86
Mergers & acquisitions
82
Contracts
31
Buyback
21
New products
21
Capital infusions
20
Asset acquisitions
19
Layoffs
15
6 activity cards

Swipe or scroll horizontally to browse.

Leadership moves

66 tracked people moves

Araymond ↗
Abhit Thulkar

Appointment Vice President for Business Development

Araymond ↗
Amit Borkar

Appointment Vice President, New Mobility

FORVIA ↗
Martin Fischer

Appointment Group Chief Executive Officer

Kevin Olsen

Appointment Chairman of the Board

Verkor ↗
Bart de Beer

Departure Previously President of the supervisory Board

Verkor ↗
Jacques Esculier

Appointment President of its supervisory Board

Fraikin ↗
Shaun Hull

Promotion Director of Business Development

Fraikin ↗
Justin Lester

Appointment Finance Director

Product launches

Products, platforms and features in the recorded window

futuREady India

Strategic Plan Implementation

Bridger Concept

Compact SUV (B-segment)

Michelin ↗
MICHELIN Air X Sky Light

Aircraft tire

STOCK CAR ↗
new V8 engines

Engine

STOCK CAR ↗
first women\'s team

Team

Michelin ↗
new generation land‑moving tyre (earthmover)

land‑moving tyres (earthmover)

Fraikin ↗
neXa

Platform

Litigation

4 tracked suits

Company
renault group v India’s National Company Law Tribunal

reorganization of local operationsRegulatory · Filed

Company
psa group v polestar

trademark disputeCivil · Settled

Earnings pulse

Reported company results in the recorded window.

18companies
129period observations
-1.4%median reported growth

Median across 115 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
Renault Group→flexisPending2026-06-30Not stated in snapshot
fiat chrysler automobiles→Renault Group ↗Announced2026-05-28Not stated in snapshot
Michelin→FlexitallicAnnounced2026-04-28Not stated in snapshot
PSA Group→Opel/VauxhallAnnounced2026-04-15Not stated in snapshot
PSA Group→GM Financial’s European operationsAnnounced2026-04-15Not stated in snapshot
Faurecia→SAS joint ventureAnnounced2026-04-15Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

4,332 postings in the preceding 12 months. The full 14,733-posting snapshot covers 188 employers.

Expand panel +

Most advertised job titles

Mécanicien Automobile H/F436
Mécanicien Automobile (H/F)393
Commercial Automobiles (H/F)267
Conseiller Commercial Automobiles (H/F)227
Vendeur Automobile En Alternance (H/F)173
Commercial Automobile En Alternance (H/F)159
0 internship postings

0 tracked postings mention remote work.

The seniority mix

552 postings specify a level.

unspecified
14,181
manager
277
senior
107
intern
93
entry
59
lead
16
ADVERTISED PAY$29.2K/ year

Median across 483 postings with pay data, expressed in USD.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

202 founders and chief executives across 161 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

18 profiles with education records.

HEC Paris
5
INSEAD
4
Emlyon Business School
4
The Wharton School
2
IIT Bombay
1
King’s College London
1
IESE Business School
1
Cambridge Judge Business School
1

Prior employers

3 profiles with prior-work records.

Apple
1
Bain
1
Uber
1

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

NEWS INTELLIGENCE

How this industry appears in the news

456,316 articles in the measured 12-month window.

Expand panel +
456,316articles in the measured year
80,754articles in 2026Q1
43.1%positive tone in the latest complete year

News volume trends

Auto coverage across France · articles per complete quarter

065,795131,590197,385263,1802021Q2: 65,3332021Q22021Q3: 68,1952021Q4: 60,0712022Q1: 69,0402022Q2: 69,2422022Q22022Q3: 62,4212022Q4: 88,0432023Q1: 80,6622023Q2: 83,1602023Q22023Q3: 90,6472023Q4: 72,4412024Q1: 89,3862024Q2: 93,4652024Q22024Q3: 102,8092024Q4: 88,1872025Q1: 118,2982025Q2: 86,7832025Q22025Q3: 228,8522025Q4: 62,5742026Q1: 80,7542026Q1
View quarterly article counts
QuarterArticles
2021Q265,333
2021Q368,195
2021Q460,071
2022Q169,040
2022Q269,242
2022Q362,421
2022Q488,043
2023Q180,662
2023Q283,160
2023Q390,647
2023Q472,441
2024Q189,386
2024Q293,465
2024Q3102,809
2024Q488,187
2025Q1118,298
2025Q286,783
2025Q3228,852
2025Q462,574
2026Q180,754

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
124,922 positive · 8,831 neutral · 89,927 negative
2022
166,256 positive · 11,630 neutral · 110,331 negative
2023
201,465 positive · 10,949 neutral · 113,891 negative
2024
221,890 positive · 12,507 neutral · 138,639 negative
2025
213,902 positive · 12,367 neutral · 269,470 negative

Leading coverage topics

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

International Political Relations72,946 articles in the full recorded period
17,085 recent · 14,378 prior
International Sports Competitions63,389 articles in the full recorded period
7,872 recent · 15,397 prior
Security And Defense Policies42,534 articles in the full recorded period
10,610 recent · 8,598 prior
Olympic Games Coverage33,916 articles in the full recorded period
3,797 recent · 11,353 prior
International Relations And Diplomacy31,285 articles in the full recorded period
7,792 recent · 6,319 prior
Nationalism And Sovereignty Debates22,318 articles in the full recorded period
4,058 recent · 4,253 prior
Professional League Updates21,527 articles in the full recorded period
3,360 recent · 3,588 prior
Championship Event Highlights21,081 articles in the full recorded period
3,197 recent · 4,248 prior
Government International Agreements Coordination16,998 articles in the full recorded period
3,576 recent · 3,131 prior
Athlete Transfer Rumors15,329 articles in the full recorded period
2,315 recent · 2,234 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

Auto coverage across France

KeywordRecentPriorChange
multilateral diplomacy1,8211,09766%
national security strategy95751785%
trade dispute mechanisms74747458%
international cooperation73747455%
hyundai usa dealers626115591%
hyundai dealerships625106150%
bilateral trade61840851%
nuclear proliferation52527392%
study overseas43023285%
honda fit415241629%
olympic team selections6213,300-81%
olympic trials5153,026-83%
olympic venues2441,782-86%
summer olympics athletics971,718-94%
olympians career highlights1251,489-92%

Event and signal lenses

Auto coverage across France

All complete annual cohorts shown
Rising

Regulatory Risk

401,012 classified articles

geopolitical alliances, economic slowdown, inflation outlook

46.6% critical · 30.3% positive
Rising

Funding Momentum

76,823 classified articles

club valuation, inflation reports fx, currency intervention policies

36.3% critical · 41.8% positive
Rising

Growth

162,165 classified articles

gdp growth rate, gdp acceleration, economic output growth

27.3% critical · 46.5% positive

Auto coverage across France. 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 how gender, ethnicity, and power dynamics are portrayed and contested in humanitarian and media contexts.

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

Clinical Care Challenges in PandemicsCommon problems researchers identify · 02

Clinical Care Challenges in Pandemics

975 papers

16.2% of this theme group

Investigates nursing practices, infection control, and medication safety for vulnerable patients during health crises.

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 Legal ComplianceCommon problems researchers identify · 03

Data Governance and Legal Compliance

876 papers

14.6% of this theme group

Analyzes public‑sector information systems, privacy regulations, and legal frameworks for data handling in acquisitions.

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

Explores philosophical, legal, and pedagogical questions surrounding marginalized groups and technology‑enhanced learning.

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 ManagementCommon problems researchers identify · 05

Environmental Monitoring and Land Management

825 papers

13.8% of this theme group

Studies spatial analysis of forest cover, rural cadastral systems, and statistical methods for ecosystem assessment.

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 Curriculum DevelopmentCommon problems researchers identify · 06

Inclusive Curriculum Development

749 papers

12.5% of this theme group

Focuses on qualitative research into teaching innovations, language accessibility, and early‑education training methods.

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

Human‑Computer Interaction in Automotive ContextsCommon problems researchers identify · 07

Human‑Computer Interaction in Automotive Contexts

654 papers

10.9% of this theme group

Reviews security, usability, and decision‑making research for driver assistance and autonomous vehicle interfaces.

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.

Medication Risks for Elderly PatientsCautions · 01

Medication Risks for Elderly Patients

274 papers

19.8% of this theme group

Highlights adverse drug effects and pressure‑injury concerns among older hospitalized individuals.

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

Societal Impacts of Autonomous TransportCautions · 02

Societal Impacts of Autonomous Transport

270 papers

19.5% of this theme group

Discusses perceived risks, environmental effects, and public acceptance of driverless mobility solutions.

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 Well‑Being and EngagementCautions · 03

Student Well‑Being and Engagement

187 papers

13.5% of this theme group

Addresses substance use, vulnerability, and evidence‑based strategies to improve participation of neurodiverse 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 of Perception SystemsCautions · 04

Adversarial Robustness of Perception Systems

171 papers

12.4% of this theme group

Evaluates how attacks on lidar and trajectory prediction threaten safety and how defenses can be strengthened.

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

Material and Structural Testing LimitsCautions · 05

Material and Structural Testing Limits

171 papers

12.4% of this theme group

Examines numerical simulations and imaging techniques for assessing durability of construction components.

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 Saline ConditionsCautions · 06

Plant Growth under Saline Conditions

165 papers

11.9% of this theme group

Investigates biomass accumulation, nutrient extraction, and bacterial inoculation effects on salt‑tolerant crops.

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

Analyzes how political‑economic volatility influences credit markets 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

Swipe or scroll horizontally to browse.

Safety and Security Requirement EngineeringOpportunities · 01

Safety and Security Requirement Engineering

1,592 papers

26.5% of this theme group

Develops systematic methods to capture safety and cybersecurity 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 for Driver AssistanceOpportunities · 02

3D Perception for Driver Assistance

1,072 papers

17.9% of this theme group

Advances lidar‑based object detection and neural regression to improve situational awareness in autonomous vehicles.

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

Applies model‑predictive and control‑theoretic 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 EnvironmentsOpportunities · 04

Qualitative Insights into Learning Environments

800 papers

13.3% of this theme group

Explores effectiveness of assessment tools and equity‑focused experiences within virtual and health‑related 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

Cadastral Data Integration for SustainabilityOpportunities · 05

Cadastral Data Integration for Sustainability

699 papers

11.7% of this theme group

Combines BIM, 3D mapping, and analytics to model weather impacts and energy use in built environments.

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

Reinforcement Learning for Driving DecisionsOpportunities · 06

Reinforcement Learning for Driving Decisions

686 papers

11.4% of this theme group

Implements deep reinforcement strategies to coordinate lateral and longitudinal actions for safe autonomous navigation.

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 / ReinforcementOpportunities · 07

Reinforcement Learning / Reinforcement

344 papers

5.7% of this theme group

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%18.0%
Problem-identifying27.4%9.6%
Promising21.0%36.7%
Breakthrough14.3%26.5%
Comparative3.4%3.8%
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.

Expand panel +
8 cards

Swipe or scroll horizontally to browse.

UNDERSTAND THE LANDSCAPE

Auto in France: 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: 7 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 ↗
Coming soon